From 179ccee3f0ce1c137a48b2bad93273858f1676b3 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Wed, 9 Oct 2024 14:38:55 +0200
Subject: [PATCH 01/14] First commit renaming oneMKL spec to oneMath

- Move source/elements/oneMKL to source/elements/oneMath
- Rename files using "mkl" or "onemkl" to "onemath"
- Rename occurrences of "oneMKL" and "onemkl" to "oneMath" and "onemath"
  respectively

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 doc/versioning.rst                            |   2 +-
 roadmap.rst                                   |   8 +-
 scripts/oneapi.py                             |   2 +-
 source/architecture.rst                       |   2 +-
 source/elements/element_list.rst              |   2 +-
 .../source/architecture/architecture.rst      |  23 ---
 .../architecture/execution_model.inc.rst      |  91 ----------
 .../source/architecture/memory_model.inc.rst  |  34 ----
 .../oneMKL/source/domains/stats.inc.rst       |  15 --
 .../domains/stats/onemkl_stats_routines.rst   |  76 --------
 source/elements/oneMKL/source/index.rst       |  24 ---
 .../source/appendix/acknowledgment.inc.rst    |   4 +-
 .../source/appendix/appendix.rst              |   4 +-
 .../appendix/future_considerations.inc.rst    |   2 +-
 .../source/architecture/api_design.inc.rst    |  78 ++++----
 .../source/architecture/architecture.rst      |  23 +++
 .../source/architecture/exceptions.inc.rst    |  44 ++---
 .../architecture/execution_model.inc.rst      |  91 ++++++++++
 .../source/architecture/memory_model.inc.rst  |  34 ++++
 .../architecture/other_architecture.inc.rst   |  12 +-
 .../{oneMKL => oneMath}/source/conf.py        |   2 +-
 .../source/domains/blas/asum.rst              |  28 +--
 .../source/domains/blas/axpby.rst             |  28 +--
 .../source/domains/blas/axpy.rst              |  28 +--
 .../source/domains/blas/axpy_batch.rst        |  30 ++--
 .../domains/blas/blas-level-1-routines.rst    |  34 ++--
 .../domains/blas/blas-level-2-routines.rst    |  52 +++---
 .../domains/blas/blas-level-3-routines.rst    |  20 +--
 .../domains/blas/blas-like-extensions.rst     |  26 +--
 .../source/domains/blas/blas.rst              |   6 +-
 .../source/domains/blas/copy.rst              |  28 +--
 .../source/domains/blas/copy_batch.rst        |  30 ++--
 .../source/domains/blas/dgmm_batch.rst        |  34 ++--
 .../source/domains/blas/dot.rst               |  28 +--
 .../source/domains/blas/dotc.rst              |  28 +--
 .../source/domains/blas/dotu.rst              |  28 +--
 .../source/domains/blas/gbmv.rst              |  32 ++--
 .../source/domains/blas/gemm.rst              |  28 +--
 .../source/domains/blas/gemm_batch.rst        |  42 ++---
 .../source/domains/blas/gemm_bias.rst         |  40 ++---
 .../source/domains/blas/gemmt.rst             |  40 ++---
 .../source/domains/blas/gemv.rst              |  30 ++--
 .../source/domains/blas/gemv_batch.rst        |  36 ++--
 .../source/domains/blas/ger.rst               |  28 +--
 .../source/domains/blas/gerc.rst              |  28 +--
 .../source/domains/blas/geru.rst              |  28 +--
 .../source/domains/blas/hbmv.rst              |  32 ++--
 .../source/domains/blas/hemm.rst              |  36 ++--
 .../source/domains/blas/hemv.rst              |  32 ++--
 .../source/domains/blas/her.rst               |  32 ++--
 .../source/domains/blas/her2.rst              |  32 ++--
 .../source/domains/blas/her2k.rst             |  32 ++--
 .../source/domains/blas/herk.rst              |  36 ++--
 .../source/domains/blas/hpmv.rst              |  32 ++--
 .../source/domains/blas/hpr.rst               |  32 ++--
 .../source/domains/blas/hpr2.rst              |  32 ++--
 .../source/domains/blas/iamax.rst             |  28 +--
 .../source/domains/blas/iamin.rst             |  28 +--
 .../source/domains/blas/imatcopy.rst          |  32 ++--
 .../source/domains/blas/imatcopy_batch.rst    |  32 ++--
 .../source/domains/blas/nrm2.rst              |  28 +--
 .../source/domains/blas/omatadd.rst           |  36 ++--
 .../source/domains/blas/omatadd_batch.rst     |  38 ++--
 .../source/domains/blas/omatcopy.rst          |  32 ++--
 .../source/domains/blas/omatcopy2.rst         |  32 ++--
 .../source/domains/blas/omatcopy_batch.rst    |  32 ++--
 .../source/domains/blas/rot.rst               |  28 +--
 .../source/domains/blas/rotg.rst              |  28 +--
 .../source/domains/blas/rotm.rst              |  28 +--
 .../source/domains/blas/rotmg.rst             |  28 +--
 .../source/domains/blas/sbmv.rst              |  32 ++--
 .../source/domains/blas/scal.rst              |  28 +--
 .../source/domains/blas/sdsdot.rst            |  28 +--
 .../source/domains/blas/spmv.rst              |  32 ++--
 .../source/domains/blas/spr.rst               |  32 ++--
 .../source/domains/blas/spr2.rst              |  32 ++--
 .../source/domains/blas/swap.rst              |  28 +--
 .../source/domains/blas/symm.rst              |  36 ++--
 .../source/domains/blas/symv.rst              |  32 ++--
 .../source/domains/blas/syr.rst               |  32 ++--
 .../source/domains/blas/syr2.rst              |  32 ++--
 .../source/domains/blas/syr2k.rst             |  32 ++--
 .../source/domains/blas/syrk.rst              |  36 ++--
 .../source/domains/blas/syrk_batch.rst        |  40 ++---
 .../source/domains/blas/tbmv.rst              |  40 ++---
 .../source/domains/blas/tbsv.rst              |  40 ++---
 .../source/domains/blas/tpmv.rst              |  40 ++---
 .../source/domains/blas/tpsv.rst              |  40 ++---
 .../source/domains/blas/trmm.rst              |  80 ++++-----
 .../source/domains/blas/trmv.rst              |  40 ++---
 .../source/domains/blas/trsm.rst              |  80 ++++-----
 .../source/domains/blas/trsm_batch.rst        |  52 +++---
 .../source/domains/blas/trsv.rst              |  40 ++---
 .../domains/dense_linear_algebra.inc.rst      |   8 +-
 .../source/domains/dft/compute_backward.rst   |  10 +-
 .../source/domains/dft/compute_forward.rst    |  10 +-
 .../dft/config_params/data_layouts.rst        |  42 ++---
 .../dft/config_params/storage_formats.rst     |  12 +-
 .../dft/config_params/workspace_placement.rst |  10 +-
 .../source/domains/dft/descriptor.rst         |  28 +--
 .../source/domains/dft/dft.rst                |  20 +--
 .../domains/dft/enums_and_config_params.rst   |  16 +-
 .../discrete_fourier_transforms.inc.rst       |   4 +-
 .../source/domains/domains.rst                |   4 +-
 .../equations/error_functions_plot.jpg        | Bin
 .../inverse_error_functions_plot.jpg          | Bin
 .../source/domains/equations/rng-leapfrog.png | Bin
 .../domains/equations/rng-skip-ahead.png      | Bin
 .../source/domains/lapack/gebrd.rst           |  36 ++--
 .../domains/lapack/gebrd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/geqrf.rst           |  32 ++--
 .../source/domains/lapack/geqrf_batch.rst     |  38 ++--
 .../lapack/geqrf_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/geqrf_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/gerqf.rst           |  32 ++--
 .../domains/lapack/gerqf_scratchpad_size.rst  |  16 +-
 .../source/domains/lapack/gesvd.rst           |  34 ++--
 .../domains/lapack/gesvd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/getrf.rst           |  32 ++--
 .../source/domains/lapack/getrf_batch.rst     |  38 ++--
 .../lapack/getrf_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/getrf_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/getri.rst           |  44 ++---
 .../source/domains/lapack/getri_batch.rst     |  56 +++---
 .../lapack/getri_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/getri_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/getrs.rst           |  42 ++---
 .../source/domains/lapack/getrs_batch.rst     |  54 +++---
 .../lapack/getrs_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/getrs_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/heevd.rst           |  32 ++--
 .../domains/lapack/heevd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/hegvd.rst           |  32 ++--
 .../domains/lapack/hegvd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/hetrd.rst           |  32 ++--
 .../domains/lapack/hetrd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/hetrf.rst           |  32 ++--
 .../domains/lapack/hetrf_scratchpad_size.rst  |  18 +-
 .../lapack/lapack-like-extensions.inc.rst     |  34 ++--
 .../lapack-linear-equation-routines.inc.rst   |  70 ++++----
 ...singular-value-eigenvalue-routines.inc.rst |  58 +++---
 .../source/domains/lapack/lapack.rst          |   8 +-
 .../source/domains/lapack/orgbr.rst           |  52 +++---
 .../domains/lapack/orgbr_scratchpad_size.rst  |  22 +--
 .../source/domains/lapack/orgqr.rst           |  44 ++---
 .../source/domains/lapack/orgqr_batch.rst     |  60 +++----
 .../lapack/orgqr_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/orgqr_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/orgtr.rst           |  50 +++---
 .../domains/lapack/orgtr_scratchpad_size.rst  |  20 +--
 .../source/domains/lapack/ormqr.rst           |  44 ++---
 .../domains/lapack/ormqr_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/ormrq.rst           |  44 ++---
 .../domains/lapack/ormrq_scratchpad_size.rst  |  16 +-
 .../source/domains/lapack/ormtr.rst           |  50 +++---
 .../domains/lapack/ormtr_scratchpad_size.rst  |  20 +--
 .../source/domains/lapack/potrf.rst           |  32 ++--
 .../source/domains/lapack/potrf_batch.rst     |  38 ++--
 .../lapack/potrf_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/potrf_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/potri.rst           |  38 ++--
 .../domains/lapack/potri_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/potrs.rst           |  38 ++--
 .../source/domains/lapack/potrs_batch.rst     |  48 ++---
 .../lapack/potrs_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/potrs_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/syevd.rst           |  32 ++--
 .../domains/lapack/syevd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/sygvd.rst           |  32 ++--
 .../domains/lapack/sygvd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/sytrd.rst           |  32 ++--
 .../domains/lapack/sytrd_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/sytrf.rst           |  32 ++--
 .../domains/lapack/sytrf_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/trtrs.rst           |  32 ++--
 .../domains/lapack/trtrs_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/ungbr.rst           |  56 +++---
 .../domains/lapack/ungbr_scratchpad_size.rst  |  22 +--
 .../source/domains/lapack/ungqr.rst           |  44 ++---
 .../source/domains/lapack/ungqr_batch.rst     |  66 +++----
 .../lapack/ungqr_batch_scratchpad_size.rst    |  26 +--
 .../domains/lapack/ungqr_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/ungtr.rst           |  50 +++---
 .../domains/lapack/ungtr_scratchpad_size.rst  |  20 +--
 .../source/domains/lapack/unmqr.rst           |  44 ++---
 .../domains/lapack/unmqr_scratchpad_size.rst  |  18 +-
 .../source/domains/lapack/unmrq.rst           |  44 ++---
 .../domains/lapack/unmrq_scratchpad_size.rst  |  16 +-
 .../source/domains/lapack/unmtr.rst           |  50 +++---
 .../domains/lapack/unmtr_scratchpad_size.rst  |  20 +--
 .../source/domains/matrix-storage.rst         |   4 +-
 .../domains/random_number_generators.inc.rst  |  10 +-
 .../source/domains/rng/bibliography.rst       |   2 +-
 ...istributions-template-parameter-method.rst |   2 +-
 .../rng/device_api/device-distributions.rst   |  28 +--
 .../domains/rng/device_api/device-engines.rst |  22 +--
 .../rng/device_api/device-rng-bernoulli.rst   |   6 +-
 .../rng/device_api/device-rng-beta.rst        |   4 +-
 .../rng/device_api/device-rng-bits.rst        |   6 +-
 .../rng/device_api/device-rng-exponential.rst |   6 +-
 .../rng/device_api/device-rng-gamma.rst       |   4 +-
 .../rng/device_api/device-rng-gaussian.rst    |   6 +-
 .../device-rng-generate-routines.rst          |   4 +-
 .../rng/device_api/device-rng-generate.rst    |   8 +-
 .../rng/device_api/device-rng-lognormal.rst   |   6 +-
 .../rng/device_api/device-rng-mcg31m1.rst     |   8 +-
 .../rng/device_api/device-rng-mcg59.rst       |   6 +-
 .../rng/device_api/device-rng-mrg32k3a.rst    |   6 +-
 .../device_api/device-rng-philox4x32x10.rst   |   8 +-
 .../rng/device_api/device-rng-poisson.rst     |   6 +-
 .../rng/device_api/device-rng-skip-ahead.rst  |   4 +-
 .../device_api/device-rng-uniform-bits.rst    |   6 +-
 .../device-rng-uniform-continuous.rst         |   6 +-
 .../device-rng-uniform-discrete.rst           |   6 +-
 .../rng/device_api/device-rng-usage-model.rst |   8 +-
 .../rng/device_api/device-routines.rst        |  14 +-
 .../device_api/device-service-routines.rst    |   6 +-
 ...mplate-parameter-mkl-rng-method-values.rst |   4 +-
 .../domains/rng/host_api/distributions.rst    |  68 +++----
 ...engines-basic-random-number-generators.rst |  92 +++++-----
 .../domains/rng/host_api/generate-routine.rst |   6 +-
 .../domains/rng/host_api/mkl-rng-ars5.rst     |  18 +-
 .../rng/host_api/mkl-rng-bernoulli.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-beta.rst     |  12 +-
 .../domains/rng/host_api/mkl-rng-binomial.rst |  12 +-
 .../domains/rng/host_api/mkl-rng-bits.rst     |   8 +-
 .../domains/rng/host_api/mkl-rng-cauchy.rst   |  12 +-
 .../rng/host_api/mkl-rng-chi_square.rst       |  12 +-
 .../rng/host_api/mkl-rng-default_engine.rst   |   8 +-
 .../rng/host_api/mkl-rng-exponential.rst      |  12 +-
 .../domains/rng/host_api/mkl-rng-gamma.rst    |  12 +-
 .../domains/rng/host_api/mkl-rng-gaussian.rst |  12 +-
 .../rng/host_api/mkl-rng-gaussian_mv.rst      |  12 +-
 .../domains/rng/host_api/mkl-rng-generate.rst |  18 +-
 .../rng/host_api/mkl-rng-geometric.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-gumbel.rst   |  12 +-
 .../rng/host_api/mkl-rng-hypergeometric.rst   |  12 +-
 .../domains/rng/host_api/mkl-rng-laplace.rst  |  12 +-
 .../domains/rng/host_api/mkl-rng-leapfrog.rst |   8 +-
 .../rng/host_api/mkl-rng-lognormal.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-mcg31m1.rst  |  12 +-
 .../domains/rng/host_api/mkl-rng-mcg59.rst    |  12 +-
 .../domains/rng/host_api/mkl-rng-mrg32k3a.rst |  14 +-
 .../domains/rng/host_api/mkl-rng-mt19937.rst  |  18 +-
 .../domains/rng/host_api/mkl-rng-mt2203.rst   |  26 +--
 .../rng/host_api/mkl-rng-multinomial.rst      |  12 +-
 .../rng/host_api/mkl-rng-negbinomial.rst      |  12 +-
 .../rng/host_api/mkl-rng-niederreiter.rst     |  14 +-
 .../rng/host_api/mkl-rng-nondeterministic.rst |  10 +-
 .../rng/host_api/mkl-rng-philox4x32x10.rst    |  14 +-
 .../domains/rng/host_api/mkl-rng-poisson.rst  |  12 +-
 .../rng/host_api/mkl-rng-poisson_v.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-r250.rst     |  14 +-
 .../domains/rng/host_api/mkl-rng-rayleigh.rst |  14 +-
 .../rng/host_api/mkl-rng-sfmt19937.rst        |  18 +-
 .../rng/host_api/mkl-rng-skip_ahead.rst       |  10 +-
 .../domains/rng/host_api/mkl-rng-sobol.rst    |  14 +-
 .../host_api/mkl-rng-uniform-continuous.rst   |  12 +-
 .../rng/host_api/mkl-rng-uniform-discrete.rst |  12 +-
 .../rng/host_api/mkl-rng-uniform_bits.rst     |   8 +-
 .../domains/rng/host_api/mkl-rng-weibull.rst  |  12 +-
 .../rng/host_api/mkl-rng-wichmann_hill.rst    |  18 +-
 .../rng/host_api/onemath-rng-usage-model.rst} |   6 +-
 .../rng/host_api/rng-host-routines.rst        |  16 +-
 .../domains/rng/host_api/service-routines.rst |   8 +-
 .../domains/rng/onemath-rng-overview.rst}     |  10 +-
 .../domains/sparse_linear_algebra.inc.rst     |   4 +-
 .../spblas/data_types/data_handles.rst        |  36 ++--
 .../spblas/data_types/format-descriptions.rst |  10 +-
 .../spblas/data_types/init_coo_matrix.rst     |  54 +++---
 .../spblas/data_types/init_csr_matrix.rst     |  54 +++---
 .../spblas/data_types/init_dense_matrix.rst   |  30 ++--
 .../spblas/data_types/init_dense_vector.rst   |  30 ++--
 .../data_types/release_dense_matrix.rst       |  12 +-
 .../data_types/release_dense_vector.rst       |  12 +-
 .../data_types/release_sparse_matrix.rst      |  14 +-
 .../spblas/data_types/set_coo_matrix_data.rst |  54 +++---
 .../spblas/data_types/set_csr_matrix_data.rst |  54 +++---
 .../data_types/set_dense_matrix_data.rst      |  34 ++--
 .../data_types/set_dense_vector_data.rst      |  34 ++--
 .../spblas/data_types/set_matrix_property.rst |  14 +-
 .../source/domains/spblas/matrix_view.rst     |  12 +-
 .../source/domains/spblas/operations/spmm.rst |  58 +++---
 .../source/domains/spblas/operations/spmv.rst |  56 +++---
 .../source/domains/spblas/operations/spsv.rst |  56 +++---
 .../source/domains/spblas/spblas.rst          |  12 +-
 .../source/domains/spblas/supported-types.rst |   8 +-
 .../oneMath/source/domains/stats.inc.rst      |  15 ++
 .../stats/onemath_stats_central_moment.rst}   |  16 +-
 ...nemath_stats_central_moment_user_mean.rst} |  16 +-
 .../stats/onemath_stats_central_sum.rst}      |  16 +-
 .../onemath_stats_central_sum_user_mean.rst}  |  16 +-
 .../domains/stats/onemath_stats_dataset.rst}  |  12 +-
 .../domains/stats/onemath_stats_kurtosis.rst} |  16 +-
 .../onemath_stats_kurtosis_user_mean.rst}     |  16 +-
 .../stats/onemath_stats_make_dataset.rst}     |  16 +-
 .../domains/stats/onemath_stats_max.rst}      |  16 +-
 .../domains/stats/onemath_stats_mean.rst}     |  16 +-
 .../domains/stats/onemath_stats_min.rst}      |  16 +-
 .../domains/stats/onemath_stats_min_max.rst}  |  16 +-
 .../domains/stats/onemath_stats_overview.rst} |  20 +--
 .../stats/onemath_stats_raw_moment.rst}       |  16 +-
 .../domains/stats/onemath_stats_raw_sum.rst}  |  16 +-
 .../domains/stats/onemath_stats_routines.rst  |  76 ++++++++
 .../stats/onemath_stats_service_routines.rst} |   8 +-
 .../domains/stats/onemath_stats_skewness.rst} |  16 +-
 .../onemath_stats_skewness_user_mean.rst}     |  16 +-
 .../stats/onemath_stats_usage_model.rst}      |   8 +-
 .../stats/onemath_stats_variation.rst}        |  16 +-
 .../onemath_stats_variation_user_mean.rst}    |  16 +-
 .../source/domains/value_or_pointer.rst       |  14 +-
 .../source/domains/vector_math.inc.rst        |   4 +-
 .../source/domains/vm/abs.rst                 |  10 +-
 .../source/domains/vm/acos.rst                |  14 +-
 .../source/domains/vm/acosh.rst               |  14 +-
 .../source/domains/vm/acospi.rst              |  14 +-
 .../source/domains/vm/add.rst                 |  14 +-
 .../source/domains/vm/arg.rst                 |  12 +-
 .../source/domains/vm/asin.rst                |  14 +-
 .../source/domains/vm/asinh.rst               |  10 +-
 .../source/domains/vm/asinpi.rst              |  14 +-
 .../source/domains/vm/atan.rst                |  10 +-
 .../source/domains/vm/atan2.rst               |  10 +-
 .../source/domains/vm/atan2pi.rst             |  10 +-
 .../source/domains/vm/atanh.rst               |  14 +-
 .../source/domains/vm/atanpi.rst              |  10 +-
 .../source/domains/vm/bibliography.rst        |   2 +-
 .../source/domains/vm/cbrt.rst                |  10 +-
 .../source/domains/vm/cdfnorm.rst             |  14 +-
 .../source/domains/vm/cdfnorminv.rst          |  14 +-
 .../source/domains/vm/ceil.rst                |  10 +-
 .../source/domains/vm/cis.rst                 |  14 +-
 .../source/domains/vm/clear_status.rst        |   4 +-
 .../source/domains/vm/conj.rst                |  10 +-
 .../source/domains/vm/copysign.rst            |  10 +-
 .../source/domains/vm/cos.rst                 |  14 +-
 .../source/domains/vm/cosd.rst                |  14 +-
 .../source/domains/vm/cosh.rst                |  14 +-
 .../source/domains/vm/cospi.rst               |  14 +-
 .../domains/vm/create_error_handler.rst       |   4 +-
 .../source/domains/vm/div.rst                 |  14 +-
 .../source/domains/vm/erf.rst                 |  10 +-
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 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-beta.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-binomial.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-bits.rst (73%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-cauchy.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-chi_square.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-default_engine.rst (72%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-exponential.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-gamma.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-gaussian.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-generate.rst (82%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-geometric.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-gumbel.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-hypergeometric.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-laplace.rst (88%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-leapfrog.rst (92%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-lognormal.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-mcg31m1.rst (77%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-mcg59.rst (86%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-mt19937.rst (82%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-mt2203.rst (85%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-multinomial.rst (88%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-negbinomial.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-niederreiter.rst (87%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-nondeterministic.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-poisson.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-poisson_v.rst (93%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-r250.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-rayleigh.rst (88%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-sfmt19937.rst (85%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-skip_ahead.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-sobol.rst (86%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-uniform_bits.rst (75%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-weibull.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst (91%)
 rename source/elements/{oneMKL/source/domains/rng/host_api/onemkl-rng-usage-model.rst => oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst} (93%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/rng-host-routines.rst (74%)
 rename source/elements/{oneMKL => oneMath}/source/domains/rng/host_api/service-routines.rst (72%)
 rename source/elements/{oneMKL/source/domains/rng/onemkl-rng-overview.rst => oneMath/source/domains/rng/onemath-rng-overview.rst} (83%)
 rename source/elements/{oneMKL => oneMath}/source/domains/sparse_linear_algebra.inc.rst (91%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/data_handles.rst (69%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/format-descriptions.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/init_coo_matrix.rst (79%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/init_csr_matrix.rst (79%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/init_dense_matrix.rst (84%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/init_dense_vector.rst (80%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/release_dense_matrix.rst (79%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/release_dense_vector.rst (79%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/release_sparse_matrix.rst (77%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/set_coo_matrix_data.rst (76%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/set_csr_matrix_data.rst (76%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/set_dense_matrix_data.rst (80%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/set_dense_vector_data.rst (74%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/data_types/set_matrix_property.rst (86%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/matrix_view.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/operations/spmm.rst (86%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/operations/spmv.rst (87%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/operations/spsv.rst (86%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/spblas.rst (73%)
 rename source/elements/{oneMKL => oneMath}/source/domains/spblas/supported-types.rst (74%)
 create mode 100755 source/elements/oneMath/source/domains/stats.inc.rst
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_central_moment.rst => oneMath/source/domains/stats/onemath_stats_central_moment.rst} (92%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_central_moment_user_mean.rst => oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_central_sum.rst => oneMath/source/domains/stats/onemath_stats_central_sum.rst} (92%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_central_sum_user_mean.rst => oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst} (92%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_dataset.rst => oneMath/source/domains/stats/onemath_stats_dataset.rst} (92%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_kurtosis.rst => oneMath/source/domains/stats/onemath_stats_kurtosis.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_kurtosis_user_mean.rst => oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst} (90%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_make_dataset.rst => oneMath/source/domains/stats/onemath_stats_make_dataset.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_max.rst => oneMath/source/domains/stats/onemath_stats_max.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_mean.rst => oneMath/source/domains/stats/onemath_stats_mean.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_min.rst => oneMath/source/domains/stats/onemath_stats_min.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_min_max.rst => oneMath/source/domains/stats/onemath_stats_min_max.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_overview.rst => oneMath/source/domains/stats/onemath_stats_overview.rst} (65%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_raw_moment.rst => oneMath/source/domains/stats/onemath_stats_raw_moment.rst} (93%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_raw_sum.rst => oneMath/source/domains/stats/onemath_stats_raw_sum.rst} (93%)
 create mode 100755 source/elements/oneMath/source/domains/stats/onemath_stats_routines.rst
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_service_routines.rst => oneMath/source/domains/stats/onemath_stats_service_routines.rst} (67%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_skewness.rst => oneMath/source/domains/stats/onemath_stats_skewness.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_skewness_user_mean.rst => oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst} (90%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_usage_model.rst => oneMath/source/domains/stats/onemath_stats_usage_model.rst} (87%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_variation.rst => oneMath/source/domains/stats/onemath_stats_variation.rst} (91%)
 rename source/elements/{oneMKL/source/domains/stats/onemkl_stats_variation_user_mean.rst => oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst} (90%)
 rename source/elements/{oneMKL => oneMath}/source/domains/value_or_pointer.rst (89%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vector_math.inc.rst (78%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/abs.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/acos.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/acosh.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/acospi.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/add.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/arg.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/asin.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/asinh.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/asinpi.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/atan.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/atan2.rst (97%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/atan2pi.rst (97%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/atanh.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/atanpi.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/bibliography.rst (93%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cbrt.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cdfnorm.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cdfnorminv.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/ceil.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cis.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/clear_status.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/conj.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/copysign.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cos.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cosd.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cosh.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/cospi.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/create_error_handler.rst (98%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/div.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/erf.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/erfc.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/erfcinv.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/erfinv.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/exp.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/exp10.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/exp2.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/expint1.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/expm1.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/fdim.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/floor.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/fmax.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/fmin.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/fmod.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/frac.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/get_mode.rst (92%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/get_status.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/hypot.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/inv.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/invcbrt.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/invsqrt.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/lgamma.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/linearfrac.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/ln.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/log10.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/log1p.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/log2.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/logb.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/maxmag.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/minmag.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/modf.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/mul.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/mulbyconj.rst (93%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/nearbyint.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/nextafter.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/pow.rst (97%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/pow2o3.rst (93%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/pow3o2.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/powr.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/powx.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/remainder.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/rint.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/round.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/set_status.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/setmode.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sin.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sincos.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sind.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sinh.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sinpi.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/special-value-notations.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sqr.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sqrt.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/sub.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/tan.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/tand.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/tanh.rst (96%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/tanpi.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/tgamma.rst (94%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/trunc.rst (95%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/vm-exceptions.rst (98%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/vm-mathematical-functions.rst (76%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/vm-service-functions.rst (75%)
 rename source/elements/{oneMKL => oneMath}/source/domains/vm/vm.rst (81%)
 create mode 100644 source/elements/oneMath/source/index.rst

diff --git a/doc/versioning.rst b/doc/versioning.rst
index 2810ef3720..75757fb8c4 100644
--- a/doc/versioning.rst
+++ b/doc/versioning.rst
@@ -7,7 +7,7 @@ Specification versioning
 ========================
 
 This document describes the versioning of the specification for oneAPI
-elements (e.g. oneMKL, oneVPL) and for oneAPI, which includes all the
+elements (e.g. oneMath, oneVPL) and for oneAPI, which includes all the
 elements. Specification versioning is independent of oneAPI product
 versioning.
 
diff --git a/roadmap.rst b/roadmap.rst
index c29be2ffa6..763ae6aff5 100644
--- a/roadmap.rst
+++ b/roadmap.rst
@@ -267,7 +267,7 @@ feedback.
   - Future
 
     - Content?
-- oneMKL
+- oneMath
 
   - New
   - Future
@@ -342,7 +342,7 @@ Date       Milestone
 
   - 80% content
 
-- oneMKL
+- oneMath
 
   - USM support
   - Skeleton of spec, breadown by domain
@@ -412,7 +412,7 @@ Date       Milestone
 
   - Updates deferred to 0.8.5_
 
-- oneMKL
+- oneMath
 
   - All domains complete
   - Finalized BLAS, LAPACK domains
@@ -497,7 +497,7 @@ Elements
 
 - oneVPL
 
-- oneMKL
+- oneMath
 
   - finalize FFT, sparse BLAS, RNG, and VM domains
 
diff --git a/scripts/oneapi.py b/scripts/oneapi.py
index ca4d1ab103..a1eb8775dd 100644
--- a/scripts/oneapi.py
+++ b/scripts/oneapi.py
@@ -251,7 +251,7 @@ def sort_words(root, target=None):
 dirs = [
     'oneCCL',
     'oneDAL',
-    'oneMKL',
+    'oneMath',
     'oneTBB',
     'oneDPL',
     'oneDNN',
diff --git a/source/architecture.rst b/source/architecture.rst
index 8fb6d19054..85072beeaa 100644
--- a/source/architecture.rst
+++ b/source/architecture.rst
@@ -89,7 +89,7 @@ API Programming Example
 
 API programming requires the programmer to specify the target device and the
 memory communication strategy.  In the following example, we call the
-oneMKL matrix multiply routine, GEMM.  We are writing in SYCL and
+oneMath matrix multiply routine, GEMM.  We are writing in SYCL and
 omitting irrelevant details.
 
 We create a queue initialized with a *gpu_selector* to specify that we
diff --git a/source/elements/element_list.rst b/source/elements/element_list.rst
index 50c982545c..da8c8e9059 100644
--- a/source/elements/element_list.rst
+++ b/source/elements/element_list.rst
@@ -12,5 +12,5 @@
 - :ref:`oneDAL-section`: Algorithms for accelerated data science
 - :ref:`oneTBB-section`: Library for adding thread-based parallelism
   to complex applications on multiprocessors
-- :ref:`oneMKL-section`: High performance math routines for science,
+- :ref:`oneMath-section`: High performance math routines for science,
   engineering, and financial applications
diff --git a/source/elements/oneMKL/source/architecture/architecture.rst b/source/elements/oneMKL/source/architecture/architecture.rst
deleted file mode 100644
index 2ea254c0e8..0000000000
--- a/source/elements/oneMKL/source/architecture/architecture.rst
+++ /dev/null
@@ -1,23 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemkl_architecture:
-
-oneMKL Architecture
-====================
-
-The oneMKL element of oneAPI has several general assumptions, requirements and recommendations for all domains contained therein.  These will be addressed in this architecture section.  
-In particular, DPC++ allows for a great control over the execution of kernels on the various devices.  We discuss the supported execution models of oneMKL APIs in :ref:`onemkl_execution_model`. 
-A discussion of how data is stored and passed in and out of the APIs is addressed in :ref:`onemkl_memory_model`.
-The general structure and design of oneMKL APIs including namespaces and common data types are expressed in :ref:`onemkl_api_design`.
-The exceptions and error handling are described in :ref:`onemkl_exceptions`.  
-Finally all the other necessary aspects related to oneMKL architecture can be found in :ref:`onemkl_arch_other` including versioning and discussion of pre and post conditions. 
-Other nonessential, but useful aspects of the oneMKL architecture and design may also be found in the :ref:`onemkl_appendix`.
-
-
-.. include:: execution_model.inc.rst
-.. include:: memory_model.inc.rst
-.. include:: api_design.inc.rst
-.. include:: exceptions.inc.rst
-.. include:: other_architecture.inc.rst
diff --git a/source/elements/oneMKL/source/architecture/execution_model.inc.rst b/source/elements/oneMKL/source/architecture/execution_model.inc.rst
deleted file mode 100644
index d15c14103c..0000000000
--- a/source/elements/oneMKL/source/architecture/execution_model.inc.rst
+++ /dev/null
@@ -1,91 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemkl_execution_model:
-
-Execution Model
----------------
-
-This section describes the execution environment common to all oneMKL functionality. The execution environment includes how data is provided to computational routines in :ref:`onemkl_queues`, support for several devices in :ref:`onemkl_device_usage`, synchronous and asynchronous execution models in :ref:`onemkl_asynchronous_synchronous_execution` and :ref:`onemkl_host_thread_safety`.  
-
-.. _onemkl_queues:
-
-Use of Queues
-+++++++++++++
-
-The ``sycl::queue`` defined in the oneAPI DPC++ specification is used to specify the device and features enabled on that device on which a task will be enqueued.  There are two forms of computational routines in oneMKL: class based :ref:`onemkl_member_functions` and standalone :ref:`onemkl_nonmember_functions`.  As these may interact with the ``sycl::queue`` in different ways, we provide a section for each one to describe assumptions.
-
-
-.. _onemkl_nonmember_functions:
-
-Non-Member Functions
-********************
-
-Each oneMKL non-member computational routine takes a ``sycl::queue`` reference as its first parameter::
-
-    mkl::domain::routine(sycl::queue &q, ...);
-
-All computation performed by the routine shall be done on the hardware device(s) associated with this queue, with possible aid from the host, unless otherwise specified.
-In the case of an ordered queue, all computation shall also be ordered with respect to other kernels as if enqueued on that queue.
-
-A particular oneMKL implementation may not support the execution of a given oneMKL routine on the specified device(s). In this case, the implementation may either perform the computation on the host or throw an exception.  See :ref:`onemkl_exceptions` for the possible exceptions.
-
-
-.. _onemkl_member_functions:
-
-Member Functions
-****************
-
-oneMKL class-based APIs, such as those in the RNG and DFT domains, require a ``sycl::queue`` as an argument to the constructor or another setup routine.
-The execution requirements for computational routines from the previous section also apply to computational class methods.
-
-.. _onemkl_device_usage:
-
-Device Usage
-++++++++++++
-
-oneMKL itself does not currently provide any interfaces for controlling device usage: for instance, controlling the number of cores used on the CPU, or the number of execution units on a GPU. However, such functionality may be available by partitioning a ``sycl::device`` instance into subdevices, when supported by the device.
-
-When given a queue associated with such a subdevice, a oneMKL implementation shall only perform computation on that subdevice.
-
-.. _onemkl_asynchronous_synchronous_execution:
-
-Asynchronous Execution
-++++++++++++++++++++++
-The oneMKL API is designed to allow asynchronous execution of computational routines, to facilitate concurrent usage of multiple devices in the system. Each computational routine enqueues work to be performed on the selected device, and may (but is not required to) return before execution completes.
-
-Hence, it is the calling application's responsibility to ensure that any inputs are valid until computation is complete, and likewise to wait for computation completion before reading any outputs. This can be done automatically when using DPC++ buffers, or manually when using Unified Shared Memory (USM) pointers, as described in the sections below.
-
-Unless otherwise specified, asynchronous execution is *allowed*, but not *guaranteed*, by any oneMKL computational routine, and may vary between implementations and/or versions. oneMKL implementations must clearly document whether execution is guaranteed to be asynchronous for each supported routine. Regardless, calling applications shall not launch any oneMKL computational routine with a dependency on a future oneMKL API call, even if this computational routine executes asynchronously (i.e. a oneMKL implementation may assume no antidependencies are present). This guarantee allows oneMKL implementations to reserve resources for execution without risking deadlock.
-
-.. _onemkl_synchronization_with_buffers:
-
-Synchronization When Using Buffers
-***********************************
-
-``sycl::buffer`` objects automatically manage synchronization between kernel launches linked by a data dependency (either read-after-write, write-after-write, or write-after-read).
-
-oneMKL routines are not required to perform any additional synchronization of ``sycl::buffer`` arguments.
-
-.. _onemkl_synchronization_with_usm:
-
-Synchronization When Using USM APIs
-***********************************
-
-When USM pointers are used as input to, or output from, a oneMKL routine, it becomes the calling application's responsibility to manage possible asynchronicity.
-
-To help the calling application, all oneMKL routines with at least one USM pointer argument also take an optional reference to a list of *input events*, of type ``std::vector<sycl::event>``, and have a return value of type ``sycl::event`` representing computation completion::
-
-    sycl::event mkl::domain::routine(..., std::vector<sycl::event> &in_events = {});
-
-The routine shall ensure that all input events (if the list is present and non-empty) have occurred before any USM pointers are accessed. Likewise, the routine's output event shall not be complete until the routine has finished accessing all USM pointer arguments.
-
-For class methods, "argument" includes any USM pointers previously provided to the object via the class constructor or other class methods.
-
-.. _onemkl_host_thread_safety:
-
-Host Thread Safety
-++++++++++++++++++
-
-All oneMKL member and non-member functions shall be *host thread safe*. That is, they may be safely called simultaneously from concurrent host threads. However, oneMKL objects in class-based APIs may not be shared between concurrent host threads unless otherwise specified.
diff --git a/source/elements/oneMKL/source/architecture/memory_model.inc.rst b/source/elements/oneMKL/source/architecture/memory_model.inc.rst
deleted file mode 100644
index 34693ad64c..0000000000
--- a/source/elements/oneMKL/source/architecture/memory_model.inc.rst
+++ /dev/null
@@ -1,34 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemkl_memory_model:
-
-Memory Model
--------------
-
-The oneMKL memory model shall follow directly from the oneAPI memory model.  Mainly, oneMKL shall support two modes of encapsulating data for consumption on the device: the buffer memory abstraction model and the pointer-based memory model using Unified Shared Memory (USM).  These two paradigms shall also support both synchronous and asynchronous execution models as described in :ref:`onemkl_asynchronous_synchronous_execution`.
-
-
-.. _onemkl_buffers:
-
-The Buffer Memory Model
-+++++++++++++++++++++++
-
-The SYCL 1.2.1 specification defines the buffer container templated on the provided data type which encapsulates the data in a SYCL application across both host and devices.  It provides the concept of accessors as the mechanism to access the buffer data with different modes to read and or write into that data. These accessors allow SYCL to create and manage the data dependencies in the SYCL graph that order the kernel executions.  With the buffer model, all data movement is handled by the SYCL runtime supporting both synchronous and asynchronous execution.
-
-oneMKL provides APIs where buffers (in particular 1D buffers, ``sycl::buffer<T,1>``) contain the memory for all non scalar input and output data arguments. See :ref:`onemkl_synchronization_with_buffers` for details on how oneMKL routines manage any data dependencies with buffer arguments.  Any higher dimensional buffer must be converted to a 1D buffer prior to use in oneMKL APIs, e.g., via ``buffer::reinterpret``.
-
-
-
-.. _onemkl_usm:
-
-Unified Shared Memory Model
-+++++++++++++++++++++++++++
-
-While the buffer model is powerful and elegantly expresses data dependencies, it can be a burden for programmers to replace all pointers and arrays by buffers in their C++ applications. DPC++ also provides pointer-based addressing for device-accessible data, using the Unified Shared Memory (USM) model. Correspondingly, oneMKL provides USM APIs in which non-scalar input and output data arguments are passed by USM pointer.
-
-USM devices and system configurations vary in their ability to share data between devices and between a device and the host. oneMKL implementations may only assume that user-provided USM pointers are accessible by the device associated with the user-provided queue. In particular, an implementation must not assume that USM pointers can be accessed by any other device, or by the host, without querying the DPC++ runtime. An implementation must accept any device-accessible USM pointer regardless of how it was created (`sycl::malloc_device`, `sycl::malloc_shared`, etc.).
-
-Unlike buffers, USM pointers cannot automatically manage data dependencies between kernels. Users may use in-order queues to ensure ordered execution, or explicitly manage dependencies with ``sycl::event`` objects. To support the second use case, oneMKL USM APIs accept input events (prerequisites before computation can begin) and return an output event (indicating computation is complete). See :ref:`onemkl_synchronization_with_usm` for details.
-
diff --git a/source/elements/oneMKL/source/domains/stats.inc.rst b/source/elements/oneMKL/source/domains/stats.inc.rst
deleted file mode 100755
index 3b953cab84..0000000000
--- a/source/elements/oneMKL/source/domains/stats.inc.rst
+++ /dev/null
@@ -1,15 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemkl_stats:
-
-Summary Statistics
--------------------
-
-The oneMKL provides a set of :ref:`Summary Statistics routines <onemkl_stats_overview>` that compute basic statistical estimates for single and double precision multi-dimensional datasets.
-
-.. toctree::
-	:hidden:
-
-	stats/onemkl_stats_overview.rst
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_routines.rst b/source/elements/oneMKL/source/domains/stats/onemkl_stats_routines.rst
deleted file mode 100755
index 4ac38578ea..0000000000
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_routines.rst
+++ /dev/null
@@ -1,76 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemkl_stats_routines:
-
-Summary Statistics Routines
-===========================
-
-The oneMKL Summary Statistics routines calculate next estimates:
-
-.. container::
-
-  .. container:: tablenoborder
-
-    .. list-table::
-      :header-rows: 1
-
-      * -  Routine
-        -  Description
-      * - :ref:`onemkl_stats_raw_sum`
-        - Raw sums up to the fourth order
-      * - :ref:`onemkl_stats_central_sum`
-        - Central sums up to the fourth order
-      * - :ref:`onemkl_stats_central_sum_user_mean`
-        - Central sums up to the fourth order with provided mean
-      * - :ref:`onemkl_stats_mean`
-        - Mean value
-      * - :ref:`onemkl_stats_raw_moment`
-        - Raw moments up to the fourth order
-      * - :ref:`onemkl_stats_central_moment`
-        - Central moments up to the fourth order
-      * - :ref:`onemkl_stats_central_moment_user_mean`
-        - Central moments up to the fourth order with provided mean
-      * - :ref:`onemkl_stats_variation`
-        - Variation coefficient
-      * - :ref:`onemkl_stats_variation_user_mean`
-        - Variation coefficient with provided mean
-      * - :ref:`onemkl_stats_skewness`
-        - Skewness value
-      * - :ref:`onemkl_stats_skewness_user_mean`
-        - Skewness value with provided mean
-      * - :ref:`onemkl_stats_kurtosis`
-        - Kurtosis value
-      * - :ref:`onemkl_stats_kurtosis_user_mean`
-        - Kurtosis value with provided mean
-      * - :ref:`onemkl_stats_min`
-        - Min value
-      * - :ref:`onemkl_stats_max`
-        - Max value
-      * - :ref:`onemkl_stats_min_max`
-        - Min and max values
-    
-   **Parent topic:** :ref:`onemkl_stats`
-
-
-
-.. toctree::
-    :hidden:
-
-    onemkl_stats_raw_sum
-    onemkl_stats_central_sum
-    onemkl_stats_central_sum_user_mean
-    onemkl_stats_mean
-    onemkl_stats_raw_moment
-    onemkl_stats_central_moment
-    onemkl_stats_central_moment_user_mean
-    onemkl_stats_variation
-    onemkl_stats_variation_user_mean
-    onemkl_stats_skewness
-    onemkl_stats_skewness_user_mean
-    onemkl_stats_kurtosis
-    onemkl_stats_kurtosis_user_mean
-    onemkl_stats_min
-    onemkl_stats_max
-    onemkl_stats_min_max
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/index.rst b/source/elements/oneMKL/source/index.rst
deleted file mode 100644
index 2ca635aa05..0000000000
--- a/source/elements/oneMKL/source/index.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _oneMKL-section:
-
-======
-oneMKL
-======
-
-The |mkl_full_name| (oneMKL) defines a set of fundamental mathematical routines for use in high-performance computing and other applications. As part of oneAPI, oneMKL is designed to allow execution on a wide variety of computational devices: CPUs, GPUs, FPGAs, and other accelerators. The functionality is subdivided into several domains: dense linear algebra, sparse linear algebra, discrete Fourier transforms, random number generators and vector math.
-
-
-The general assumptions, design features and requirements for the oneMKL library and host-to-device computational routines will be described in :ref:`onemkl_architecture`. 
-The individual domains and their APIs are described in :ref:`onemkl_domains`.  
-Other design considerations that are not necessarily part of the oneMKL specification but that are worth mentioning will be discussed in :ref:`onemkl_appendix`.
-
-
-.. toctree::
-   :maxdepth: 2
-
-   architecture/architecture.rst
-   domains/domains.rst
-   appendix/appendix.rst
diff --git a/source/elements/oneMKL/source/appendix/acknowledgment.inc.rst b/source/elements/oneMath/source/appendix/acknowledgment.inc.rst
similarity index 64%
rename from source/elements/oneMKL/source/appendix/acknowledgment.inc.rst
rename to source/elements/oneMath/source/appendix/acknowledgment.inc.rst
index 1e3ea2e190..41677b3a7f 100644
--- a/source/elements/oneMKL/source/appendix/acknowledgment.inc.rst
+++ b/source/elements/oneMath/source/appendix/acknowledgment.inc.rst
@@ -2,10 +2,10 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_acknowledgment:
+.. _onemath_acknowledgment:
 
 Acknowledgment
 ---------------
-The oneMKL `Technical Advisory Board <https://github.com/oneapi-src/oneAPI-tab>`__ members
+The oneMath `Technical Advisory Board <https://github.com/oneapi-src/oneAPI-tab>`__ members
 provided valuable feedback to the specification and are thanked for their contributions.
 
diff --git a/source/elements/oneMKL/source/appendix/appendix.rst b/source/elements/oneMath/source/appendix/appendix.rst
similarity index 83%
rename from source/elements/oneMKL/source/appendix/appendix.rst
rename to source/elements/oneMath/source/appendix/appendix.rst
index bc25618809..d5e673d2e1 100644
--- a/source/elements/oneMKL/source/appendix/appendix.rst
+++ b/source/elements/oneMath/source/appendix/appendix.rst
@@ -2,9 +2,9 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_appendix:
+.. _onemath_appendix:
 
-oneMKL Appendix
+oneMath Appendix
 ================
 
 .. include:: future_considerations.inc.rst
diff --git a/source/elements/oneMKL/source/appendix/future_considerations.inc.rst b/source/elements/oneMath/source/appendix/future_considerations.inc.rst
similarity index 93%
rename from source/elements/oneMKL/source/appendix/future_considerations.inc.rst
rename to source/elements/oneMath/source/appendix/future_considerations.inc.rst
index e892ac216d..75e5dfd0f7 100644
--- a/source/elements/oneMKL/source/appendix/future_considerations.inc.rst
+++ b/source/elements/oneMath/source/appendix/future_considerations.inc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_future_considerations:
+.. _onemath_future_considerations:
 
 Future considerations
 ---------------------
diff --git a/source/elements/oneMKL/source/architecture/api_design.inc.rst b/source/elements/oneMath/source/architecture/api_design.inc.rst
similarity index 70%
rename from source/elements/oneMKL/source/architecture/api_design.inc.rst
rename to source/elements/oneMath/source/architecture/api_design.inc.rst
index 00d8753cce..b2dddfefd7 100644
--- a/source/elements/oneMKL/source/architecture/api_design.inc.rst
+++ b/source/elements/oneMath/source/architecture/api_design.inc.rst
@@ -2,82 +2,82 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_api_design:
+.. _onemath_api_design:
 
 API Design
 -----------
 
-This section discusses the general features of oneMKL API design. In particular, it covers the use of namespaces and data types from C++, from DPC++ and new ones introduced for oneMKL APIs.
+This section discusses the general features of oneMath API design. In particular, it covers the use of namespaces and data types from C++, from DPC++ and new ones introduced for oneMath APIs.
 
-.. _onemkl_namespaces:
+.. _onemath_namespaces:
 
-oneMKL namespaces
+oneMath namespaces
 ++++++++++++++++++
 
-The oneMKL library uses C++ namespaces to organize routines by mathematical domain.  All oneMKL objects and routines shall be contained within the ``oneapi::mkl`` base namespace.  The individual oneMKL domains use a secondary namespace layer as follows:
+The oneMath library uses C++ namespaces to organize routines by mathematical domain.  All oneMath objects and routines shall be contained within the ``oneapi::mkl`` base namespace.  The individual oneMath domains use a secondary namespace layer as follows:
 
 ========================  =======================================================================================================
-namespace                 oneMKL domain or content
+namespace                 oneMath domain or content
 ========================  =======================================================================================================
-``oneapi::mkl``           oneMKL base namespace, contains general oneMKL data types, objects, exceptions and routines
-``oneapi::mkl::blas``     Dense linear algebra routines from BLAS and BLAS like extensions. The oneapi::mkl::blas namespace should contain two namespaces column_major and row_major to support both matrix layouts. See :ref:`onemkl_blas`
-``oneapi::mkl::lapack``   Dense linear algebra routines from LAPACK and LAPACK like extensions. See :ref:`onemkl_lapack`
-``oneapi::mkl::sparse``   Sparse linear algebra routines from Sparse BLAS and Sparse Solvers. See :ref:`onemkl_sparse_linear_algebra`
-``oneapi::mkl::dft``      Discrete Fourier Transforms. See :ref:`onemkl_dft`
-``oneapi::mkl::rng``      Random number generator routines. See :ref:`onemkl_rng`
-``oneapi::mkl::vm``       Vector mathematics routines, e.g. trigonometric, exponential functions acting on elements of a vector. See :ref:`onemkl_vm`
+``oneapi::mkl``           oneMath base namespace, contains general oneMath data types, objects, exceptions and routines
+``oneapi::mkl::blas``     Dense linear algebra routines from BLAS and BLAS like extensions. The oneapi::mkl::blas namespace should contain two namespaces column_major and row_major to support both matrix layouts. See :ref:`onemath_blas`
+``oneapi::mkl::lapack``   Dense linear algebra routines from LAPACK and LAPACK like extensions. See :ref:`onemath_lapack`
+``oneapi::mkl::sparse``   Sparse linear algebra routines from Sparse BLAS and Sparse Solvers. See :ref:`onemath_sparse_linear_algebra`
+``oneapi::mkl::dft``      Discrete Fourier Transforms. See :ref:`onemath_dft`
+``oneapi::mkl::rng``      Random number generator routines. See :ref:`onemath_rng`
+``oneapi::mkl::vm``       Vector mathematics routines, e.g. trigonometric, exponential functions acting on elements of a vector. See :ref:`onemath_vm`
 ========================  =======================================================================================================
 
 .. note::
    :name: Implementation Requirement
 
-   Inside each oneMKL domain, there are many routines, classes, enums and objects defined which constitute the breadth and scope of that oneMKL domain.  
-   It is permitted for a library implementation of the oneMKL specification to implement either all, one or more than one of the domains in oneMKL. However, within an implementation of a specific domain, all relevant routines, classes, enums and objects (including those relevant enums and objects which live outside a particular domain in the general ``oneapi::mkl`` namespace must be both declared and defined in the library so that an application that uses that domain could build and link against that library implementation successfully.
+   Inside each oneMath domain, there are many routines, classes, enums and objects defined which constitute the breadth and scope of that oneMath domain.  
+   It is permitted for a library implementation of the oneMath specification to implement either all, one or more than one of the domains in oneMath. However, within an implementation of a specific domain, all relevant routines, classes, enums and objects (including those relevant enums and objects which live outside a particular domain in the general ``oneapi::mkl`` namespace must be both declared and defined in the library so that an application that uses that domain could build and link against that library implementation successfully.
 
-   It is however acceptable to throw the runtime exception :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.  
-   For instance, a library may choose to implement the oneMKL BLAS functionality and in particular may choose to implement only the :ref:`onemkl_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>` exception inside all the others.  
+   It is however acceptable to throw the runtime exception :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.  
+   For instance, a library may choose to implement the oneMath BLAS functionality and in particular may choose to implement only the :ref:`onemath_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>` exception inside all the others.  
    
    In such a case, the implemented routines in such a library should be communicated clearly and easily understood by users of that library.
 
 
-.. _onemkl_cpp_datatypes:
+.. _onemath_cpp_datatypes:
 
 Standard C++ datatype usage
 +++++++++++++++++++++++++++
 
-oneMKL uses C++ STL data types for scalars where applicable:
+oneMath uses C++ STL data types for scalars where applicable:
 
 * Integer scalars are C++ fixed-size integer types (``std::intN_t``, ``std::uintN_t``).
 * Complex numbers are represented by C++ ``std::complex`` types.
 
-In general, scalar integer arguments to oneMKL routines are 64-bit integers (``std::int64_t`` or ``std::uint64_t``). Integer vectors and matrices may have varying bit widths, defined on a per-routine basis.
+In general, scalar integer arguments to oneMath routines are 64-bit integers (``std::int64_t`` or ``std::uint64_t``). Integer vectors and matrices may have varying bit widths, defined on a per-routine basis.
 
-.. _onemkl_dpcpp_datatypes:
+.. _onemath_dpcpp_datatypes:
 
 DPC++ datatype usage
 ++++++++++++++++++++
 
-oneMKL uses the following DPC++ data types:
+oneMath uses the following DPC++ data types:
 
-* SYCL queue ``sycl::queue`` for scheduling kernels on a SYCL device. See :ref:`onemkl_queues` for more details.
-* SYCL buffer ``sycl::buffer`` for buffer-based memory access. See :ref:`onemkl_buffers` for more details.
-* Unified Shared Memory (USM) for pointer-based memory access. See :ref:`onemkl_usm` for more details.
-* SYCL event ``sycl::event`` for output event synchronization in oneMKL routines with USM pointers. See :ref:`onemkl_synchronization_with_usm` for more details.
-* Vector of SYCL events ``std::vector<sycl::event>`` for input events synchronization in oneMKL routines with USM pointers. See :ref:`onemkl_synchronization_with_usm` for more details.
+* SYCL queue ``sycl::queue`` for scheduling kernels on a SYCL device. See :ref:`onemath_queues` for more details.
+* SYCL buffer ``sycl::buffer`` for buffer-based memory access. See :ref:`onemath_buffers` for more details.
+* Unified Shared Memory (USM) for pointer-based memory access. See :ref:`onemath_usm` for more details.
+* SYCL event ``sycl::event`` for output event synchronization in oneMath routines with USM pointers. See :ref:`onemath_synchronization_with_usm` for more details.
+* Vector of SYCL events ``std::vector<sycl::event>`` for input events synchronization in oneMath routines with USM pointers. See :ref:`onemath_synchronization_with_usm` for more details.
 
 .. note::
-    The class ``sycl::vector_class`` has been removed from SYCL 2020 and the standard class ``std::vector`` should be used instead for vector of SYCL events in oneMKL routines with USM pointers
+    The class ``sycl::vector_class`` has been removed from SYCL 2020 and the standard class ``std::vector`` should be used instead for vector of SYCL events in oneMath routines with USM pointers
 
-.. _onemkl_datatypes:
+.. _onemath_datatypes:
 
-oneMKL defined datatypes
+oneMath defined datatypes
 ++++++++++++++++++++++++
 
-oneMKL dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::mkl`` namespace.  
+oneMath dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::mkl`` namespace.  
 
 Each enumeration value comes with two names: A single-character name (the traditional BLAS/LAPACK character) and a longer, more descriptive name. The two names are exactly equivalent and may be used interchangeably.
 
-      .. _onemkl_enum_transpose:
+      .. _onemath_enum_transpose:
 
       .. rubric:: transpose
          :name: transpose
@@ -104,7 +104,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
               -  ``transpose::conjtrans``
               -  Perform Hermitian transpose (transpose and conjugate). Is the same as ``transpose::trans`` for real matrices.
 
-      .. _onemkl_enum_uplo:
+      .. _onemath_enum_uplo:
 
       .. rubric:: uplo
          :name: uplo
@@ -132,7 +132,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
       In both cases, elements that are not in the selected triangle are
       not accessed or updated.
 
-      .. _onemkl_enum_diag:
+      .. _onemath_enum_diag:
 
       .. rubric:: diag
          :name: diag
@@ -156,7 +156,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
               -  ``diag::unit``
               -  The matrix is unit triangular (the diagonal entries are all 1's). The diagonal entries in the matrix data are not accessed.
 
-      .. _onemkl_enum_side:
+      .. _onemath_enum_side:
 
       .. rubric:: side
          :name: side
@@ -181,7 +181,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
               -  ``side::right``
               -  The special form matrix is on the right in the multiplication.
 
-      .. _onemkl_enum_offset:
+      .. _onemath_enum_offset:
 
       .. rubric:: offset
          :name: offset
@@ -209,7 +209,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
               -  ``offset::row``
               -  The offset to apply to the output matrix is a row offset, that is to say all the rows in the ``C_offset`` matrix are the same and given by the elements in the ``co`` array.
 
-      .. _onemkl_enum_index_base:
+      .. _onemath_enum_index_base:
 
       .. rubric:: index_base
          :name: index_base
@@ -232,7 +232,7 @@ Each enumeration value comes with two names: A single-character name (the tradit
               -  Index arrays for an input matrix are provided using one-based (Fortran style) index values.  That is, indices start at 1.
 
 
-      .. _onemkl_enum_layout:
+      .. _onemath_enum_layout:
 
       .. rubric:: layout
          :name: layout
@@ -259,6 +259,6 @@ Each enumeration value comes with two names: A single-character name (the tradit
 
 
 .. note::
-        :ref:`onemkl_appendix` may contain other API design decisions or recommendations that may be of use to the general developer of oneMKL, but which may not necessarily be part of the oneMKL specification.
+        :ref:`onemath_appendix` may contain other API design decisions or recommendations that may be of use to the general developer of oneMath, but which may not necessarily be part of the oneMath specification.
 
 
diff --git a/source/elements/oneMath/source/architecture/architecture.rst b/source/elements/oneMath/source/architecture/architecture.rst
new file mode 100644
index 0000000000..248132c2c8
--- /dev/null
+++ b/source/elements/oneMath/source/architecture/architecture.rst
@@ -0,0 +1,23 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_architecture:
+
+oneMath Architecture
+====================
+
+The oneMath element of oneAPI has several general assumptions, requirements and recommendations for all domains contained therein.  These will be addressed in this architecture section.  
+In particular, DPC++ allows for a great control over the execution of kernels on the various devices.  We discuss the supported execution models of oneMath APIs in :ref:`onemath_execution_model`. 
+A discussion of how data is stored and passed in and out of the APIs is addressed in :ref:`onemath_memory_model`.
+The general structure and design of oneMath APIs including namespaces and common data types are expressed in :ref:`onemath_api_design`.
+The exceptions and error handling are described in :ref:`onemath_exceptions`.  
+Finally all the other necessary aspects related to oneMath architecture can be found in :ref:`onemath_arch_other` including versioning and discussion of pre and post conditions. 
+Other nonessential, but useful aspects of the oneMath architecture and design may also be found in the :ref:`onemath_appendix`.
+
+
+.. include:: execution_model.inc.rst
+.. include:: memory_model.inc.rst
+.. include:: api_design.inc.rst
+.. include:: exceptions.inc.rst
+.. include:: other_architecture.inc.rst
diff --git a/source/elements/oneMKL/source/architecture/exceptions.inc.rst b/source/elements/oneMath/source/architecture/exceptions.inc.rst
similarity index 68%
rename from source/elements/oneMKL/source/architecture/exceptions.inc.rst
rename to source/elements/oneMath/source/architecture/exceptions.inc.rst
index e896badd0e..6675cb6bb8 100644
--- a/source/elements/oneMKL/source/architecture/exceptions.inc.rst
+++ b/source/elements/oneMath/source/architecture/exceptions.inc.rst
@@ -2,24 +2,24 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_exceptions:
+.. _onemath_exceptions:
 
 Exceptions and Error Handling
 ------------------------------
 
-oneMKL error handling relies on the mechanism of C++ exceptions. Should error occur, it will be propagated at the point of a function call where it is caught using standard C++ error handling mechanism.
+oneMath error handling relies on the mechanism of C++ exceptions. Should error occur, it will be propagated at the point of a function call where it is caught using standard C++ error handling mechanism.
 
-.. _onemkl_exception_classification:
+.. _onemath_exception_classification:
 
 Exception classification
 ++++++++++++++++++++++++
 
-Exception classification in oneMKL is aligned with C++ Standard Library classification. oneMKL introduces class that defines the base class in the hierarchy of oneMKL exception classes. All oneMKL routines throw exceptions inherited from this base class.
-In the hierarchy of oneMKL exceptions, ``oneapi::mkl::exception`` is the base class inherited from ``std::exception`` class. All other oneMKL exception classes are derived from this base class.
+Exception classification in oneMath is aligned with C++ Standard Library classification. oneMath introduces class that defines the base class in the hierarchy of oneMath exception classes. All oneMath routines throw exceptions inherited from this base class.
+In the hierarchy of oneMath exceptions, ``oneapi::mkl::exception`` is the base class inherited from ``std::exception`` class. All other oneMath exception classes are derived from this base class.
 
 This specification does not require implementations to perform error-checking. However, if an implementation does provide error-checking, it shall use the following exception classes. Additional implementation-specific exception classes can be used for exceptional conditions not fitting any of these classes.
 
-.. _onemkl_common_exceptions:
+.. _onemath_common_exceptions:
 
 Common exceptions
 *****************
@@ -28,36 +28,36 @@ Common exceptions
     :header: "Exception class", "Description"
     :widths: 40, 60
 
-    ".. _onemkl_exception:
+    ".. _onemath_exception:
 
     ``oneapi::mkl::exception``", "Reports general unspecified problem"
-    ".. _onemkl_exception_unsupported_device:
+    ".. _onemath_exception_unsupported_device:
 
     ``oneapi::mkl::unsupported_device``", "Reports a problem when the routine is not supported on a specific device"
-    ".. _onemkl_exception_host_bad_alloc:
+    ".. _onemath_exception_host_bad_alloc:
 
     ``oneapi::mkl::host_bad_alloc``", "Reports a problem that occurred during memory allocation on the host"
-    ".. _onemkl_exception_device_bad_alloc:
+    ".. _onemath_exception_device_bad_alloc:
 
     ``oneapi::mkl::device_bad_alloc``", "Reports a problem that occurred during memory allocation on a specific device"
-    ".. _onemkl_exception_unimplemented:
+    ".. _onemath_exception_unimplemented:
 
     ``oneapi::mkl::unimplemented``", "Reports a problem when a specific routine has not been implemented for the specified parameters"
-    ".. _onemkl_exception_invalid_argument:
+    ".. _onemath_exception_invalid_argument:
 
     ``oneapi::mkl::invalid_argument``", "Reports problem when arguments to the routine were rejected"
-    ".. _onemkl_exception_uninitialized:
+    ".. _onemath_exception_uninitialized:
 
     ``oneapi::mkl::uninitialized``", "Reports problem when a handle (descriptor) has not been initialized"
-    ".. _onemkl_exception_computation_error:
+    ".. _onemath_exception_computation_error:
 
-    ``oneapi::mkl::computation_error``", "Reports any computation errors that have occurred inside a oneMKL routine"
-    ".. _onemkl_exception_batch_error:
+    ``oneapi::mkl::computation_error``", "Reports any computation errors that have occurred inside a oneMath routine"
+    ".. _onemath_exception_batch_error:
 
-    ``oneapi::mkl::batch_error``", "Reports errors that have occurred inside a batch oneMKL routine"
+    ``oneapi::mkl::batch_error``", "Reports errors that have occurred inside a batch oneMath routine"
 
 
-.. _onemkl_lapack_specific_exceptions:
+.. _onemath_lapack_specific_exceptions:
 
 LAPACK specific exceptions
 **************************
@@ -66,16 +66,16 @@ LAPACK specific exceptions
     :header: "Exception class", "Description"
     :widths: 40, 60
 
-    ".. _onemkl_lapack_exception:
+    ".. _onemath_lapack_exception:
 
     ``oneapi::mkl::lapack::exception``", "Base class for all LAPACK exceptions providing access to info code familiar to users of conventional LAPACK API. All LAPACK related exceptions can be handled with catch block for this class."
-    ".. _onemkl_lapack_exception_invalid_argument:
+    ".. _onemath_lapack_exception_invalid_argument:
     
     ``oneapi::mkl::lapack::invalid_argument``", "Reports errors when arguments provided to the LAPACK subroutine are inconsistent or do not match expected values. Class extends base ``oneapi::mkl::invalid_argument`` with ability to access conventional status info code."
-    ".. _onemkl_lapack_exception_computation_error:
+    ".. _onemath_lapack_exception_computation_error:
     
     ``oneapi::mkl::lapack::computation_error``", "Reports computation errors that have occurred during call to LAPACK subroutine. Class extends base ``oneapi::mkl::computation_error`` with ability to access conventional status info code familiar to LAPACK users."
-    ".. _onemkl_lapack_exception_batch_error:
+    ".. _onemath_lapack_exception_batch_error:
     
     ``oneapi::mkl::lapack::batch_error``", "Reports errors that have occurred during batch LAPACK computations. Class extends base ``oneapi::mkl::batch_error`` with ability to access individual exception objects for each of the issues observed in a batch and an info code. The info code contains the number of errors that occurred in a batch. Positions of problems in a supplied batch that experienced issues during computations can be retrieved with `ids()` method, and list of particular exceptions can be obtained with `exceptions()` method of the exception object. Possible exceptions for a batch are documented for corresponding non-batch API."
 
diff --git a/source/elements/oneMath/source/architecture/execution_model.inc.rst b/source/elements/oneMath/source/architecture/execution_model.inc.rst
new file mode 100644
index 0000000000..c08fddd8eb
--- /dev/null
+++ b/source/elements/oneMath/source/architecture/execution_model.inc.rst
@@ -0,0 +1,91 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_execution_model:
+
+Execution Model
+---------------
+
+This section describes the execution environment common to all oneMath functionality. The execution environment includes how data is provided to computational routines in :ref:`onemath_queues`, support for several devices in :ref:`onemath_device_usage`, synchronous and asynchronous execution models in :ref:`onemath_asynchronous_synchronous_execution` and :ref:`onemath_host_thread_safety`.  
+
+.. _onemath_queues:
+
+Use of Queues
++++++++++++++
+
+The ``sycl::queue`` defined in the oneAPI DPC++ specification is used to specify the device and features enabled on that device on which a task will be enqueued.  There are two forms of computational routines in oneMath: class based :ref:`onemath_member_functions` and standalone :ref:`onemath_nonmember_functions`.  As these may interact with the ``sycl::queue`` in different ways, we provide a section for each one to describe assumptions.
+
+
+.. _onemath_nonmember_functions:
+
+Non-Member Functions
+********************
+
+Each oneMath non-member computational routine takes a ``sycl::queue`` reference as its first parameter::
+
+    mkl::domain::routine(sycl::queue &q, ...);
+
+All computation performed by the routine shall be done on the hardware device(s) associated with this queue, with possible aid from the host, unless otherwise specified.
+In the case of an ordered queue, all computation shall also be ordered with respect to other kernels as if enqueued on that queue.
+
+A particular oneMath implementation may not support the execution of a given oneMath routine on the specified device(s). In this case, the implementation may either perform the computation on the host or throw an exception.  See :ref:`onemath_exceptions` for the possible exceptions.
+
+
+.. _onemath_member_functions:
+
+Member Functions
+****************
+
+oneMath class-based APIs, such as those in the RNG and DFT domains, require a ``sycl::queue`` as an argument to the constructor or another setup routine.
+The execution requirements for computational routines from the previous section also apply to computational class methods.
+
+.. _onemath_device_usage:
+
+Device Usage
+++++++++++++
+
+oneMath itself does not currently provide any interfaces for controlling device usage: for instance, controlling the number of cores used on the CPU, or the number of execution units on a GPU. However, such functionality may be available by partitioning a ``sycl::device`` instance into subdevices, when supported by the device.
+
+When given a queue associated with such a subdevice, a oneMath implementation shall only perform computation on that subdevice.
+
+.. _onemath_asynchronous_synchronous_execution:
+
+Asynchronous Execution
+++++++++++++++++++++++
+The oneMath API is designed to allow asynchronous execution of computational routines, to facilitate concurrent usage of multiple devices in the system. Each computational routine enqueues work to be performed on the selected device, and may (but is not required to) return before execution completes.
+
+Hence, it is the calling application's responsibility to ensure that any inputs are valid until computation is complete, and likewise to wait for computation completion before reading any outputs. This can be done automatically when using DPC++ buffers, or manually when using Unified Shared Memory (USM) pointers, as described in the sections below.
+
+Unless otherwise specified, asynchronous execution is *allowed*, but not *guaranteed*, by any oneMath computational routine, and may vary between implementations and/or versions. oneMath implementations must clearly document whether execution is guaranteed to be asynchronous for each supported routine. Regardless, calling applications shall not launch any oneMath computational routine with a dependency on a future oneMath API call, even if this computational routine executes asynchronously (i.e. a oneMath implementation may assume no antidependencies are present). This guarantee allows oneMath implementations to reserve resources for execution without risking deadlock.
+
+.. _onemath_synchronization_with_buffers:
+
+Synchronization When Using Buffers
+***********************************
+
+``sycl::buffer`` objects automatically manage synchronization between kernel launches linked by a data dependency (either read-after-write, write-after-write, or write-after-read).
+
+oneMath routines are not required to perform any additional synchronization of ``sycl::buffer`` arguments.
+
+.. _onemath_synchronization_with_usm:
+
+Synchronization When Using USM APIs
+***********************************
+
+When USM pointers are used as input to, or output from, a oneMath routine, it becomes the calling application's responsibility to manage possible asynchronicity.
+
+To help the calling application, all oneMath routines with at least one USM pointer argument also take an optional reference to a list of *input events*, of type ``std::vector<sycl::event>``, and have a return value of type ``sycl::event`` representing computation completion::
+
+    sycl::event mkl::domain::routine(..., std::vector<sycl::event> &in_events = {});
+
+The routine shall ensure that all input events (if the list is present and non-empty) have occurred before any USM pointers are accessed. Likewise, the routine's output event shall not be complete until the routine has finished accessing all USM pointer arguments.
+
+For class methods, "argument" includes any USM pointers previously provided to the object via the class constructor or other class methods.
+
+.. _onemath_host_thread_safety:
+
+Host Thread Safety
+++++++++++++++++++
+
+All oneMath member and non-member functions shall be *host thread safe*. That is, they may be safely called simultaneously from concurrent host threads. However, oneMath objects in class-based APIs may not be shared between concurrent host threads unless otherwise specified.
diff --git a/source/elements/oneMath/source/architecture/memory_model.inc.rst b/source/elements/oneMath/source/architecture/memory_model.inc.rst
new file mode 100644
index 0000000000..cba1ebde37
--- /dev/null
+++ b/source/elements/oneMath/source/architecture/memory_model.inc.rst
@@ -0,0 +1,34 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_memory_model:
+
+Memory Model
+-------------
+
+The oneMath memory model shall follow directly from the oneAPI memory model.  Mainly, oneMath shall support two modes of encapsulating data for consumption on the device: the buffer memory abstraction model and the pointer-based memory model using Unified Shared Memory (USM).  These two paradigms shall also support both synchronous and asynchronous execution models as described in :ref:`onemath_asynchronous_synchronous_execution`.
+
+
+.. _onemath_buffers:
+
+The Buffer Memory Model
++++++++++++++++++++++++
+
+The SYCL 1.2.1 specification defines the buffer container templated on the provided data type which encapsulates the data in a SYCL application across both host and devices.  It provides the concept of accessors as the mechanism to access the buffer data with different modes to read and or write into that data. These accessors allow SYCL to create and manage the data dependencies in the SYCL graph that order the kernel executions.  With the buffer model, all data movement is handled by the SYCL runtime supporting both synchronous and asynchronous execution.
+
+oneMath provides APIs where buffers (in particular 1D buffers, ``sycl::buffer<T,1>``) contain the memory for all non scalar input and output data arguments. See :ref:`onemath_synchronization_with_buffers` for details on how oneMath routines manage any data dependencies with buffer arguments.  Any higher dimensional buffer must be converted to a 1D buffer prior to use in oneMath APIs, e.g., via ``buffer::reinterpret``.
+
+
+
+.. _onemath_usm:
+
+Unified Shared Memory Model
++++++++++++++++++++++++++++
+
+While the buffer model is powerful and elegantly expresses data dependencies, it can be a burden for programmers to replace all pointers and arrays by buffers in their C++ applications. DPC++ also provides pointer-based addressing for device-accessible data, using the Unified Shared Memory (USM) model. Correspondingly, oneMath provides USM APIs in which non-scalar input and output data arguments are passed by USM pointer.
+
+USM devices and system configurations vary in their ability to share data between devices and between a device and the host. oneMath implementations may only assume that user-provided USM pointers are accessible by the device associated with the user-provided queue. In particular, an implementation must not assume that USM pointers can be accessed by any other device, or by the host, without querying the DPC++ runtime. An implementation must accept any device-accessible USM pointer regardless of how it was created (`sycl::malloc_device`, `sycl::malloc_shared`, etc.).
+
+Unlike buffers, USM pointers cannot automatically manage data dependencies between kernels. Users may use in-order queues to ensure ordered execution, or explicitly manage dependencies with ``sycl::event`` objects. To support the second use case, oneMath USM APIs accept input events (prerequisites before computation can begin) and return an output event (indicating computation is complete). See :ref:`onemath_synchronization_with_usm` for details.
+
diff --git a/source/elements/oneMKL/source/architecture/other_architecture.inc.rst b/source/elements/oneMath/source/architecture/other_architecture.inc.rst
similarity index 76%
rename from source/elements/oneMKL/source/architecture/other_architecture.inc.rst
rename to source/elements/oneMath/source/architecture/other_architecture.inc.rst
index 9c5473803c..df2c21ba5f 100644
--- a/source/elements/oneMKL/source/architecture/other_architecture.inc.rst
+++ b/source/elements/oneMath/source/architecture/other_architecture.inc.rst
@@ -2,19 +2,19 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_arch_other:
+.. _onemath_arch_other:
 
 Other Features
 ----------------
-This section covers all other features in the design of oneMKL architecture.
+This section covers all other features in the design of oneMath architecture.
 
 
-.. _onemkl_spec_current_version:
+.. _onemath_spec_current_version:
 
 Specification Version and Compliance
 +++++++++++++++++++++++++++++++++++++++++++++
 
-Each oneMKL domain must define a preprocessor macro to represent the version of the specification that the implementation is compliant with.
+Each oneMath domain must define a preprocessor macro to represent the version of the specification that the implementation is compliant with.
 
 The macros for each domain are listed as follows:
 
@@ -49,11 +49,11 @@ Macro Example
 
 Versioning details are defined here: https://github.com/uxlfoundation/oneAPI-spec/blob/main/doc/versioning.rst#provisional-versions
 
-.. _onemkl_pre_post_conditions:
+.. _onemath_pre_post_conditions:
 
 Pre/Post Condition Checking
 +++++++++++++++++++++++++++++++++++++++
 
-The individual oneMKL computational routines will define any preconditions and postconditions and will define in this specification any specific checks or verifications that should be enabled for all implementations.
+The individual oneMath computational routines will define any preconditions and postconditions and will define in this specification any specific checks or verifications that should be enabled for all implementations.
 
 
diff --git a/source/elements/oneMKL/source/conf.py b/source/elements/oneMath/source/conf.py
similarity index 97%
rename from source/elements/oneMKL/source/conf.py
rename to source/elements/oneMath/source/conf.py
index fcd29abe19..c316d6ae14 100644
--- a/source/elements/oneMKL/source/conf.py
+++ b/source/elements/oneMath/source/conf.py
@@ -21,7 +21,7 @@
 from os.path import join
 
 
-project = 'oneMKL'
+project = 'oneMath'
 
 repo_root = join('..', '..', '..', '..')
 exec(open(join(repo_root, 'source', 'conf', 'common_conf.py')).read())
diff --git a/source/elements/oneMKL/source/domains/blas/asum.rst b/source/elements/oneMath/source/domains/blas/asum.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/blas/asum.rst
rename to source/elements/oneMath/source/domains/blas/asum.rst
index e18c4014e5..62a73a4185 100644
--- a/source/elements/oneMKL/source/domains/blas/asum.rst
+++ b/source/elements/oneMath/source/domains/blas/asum.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_asum:
+.. _onemath_blas_asum:
 
 asum
 ====
 
 Computes the sum of magnitudes of the vector elements.
 
-.. _onemkl_blas_asum_description:
+.. _onemath_blas_asum_description:
 
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ where ``x`` is a vector with ``n`` elements.
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_asum_buffer:
+.. _onemath_blas_asum_buffer:
 
 asum (Buffer Version)
 ---------------------
@@ -97,22 +97,22 @@ asum (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_asum_usm:
+.. _onemath_blas_asum_usm:
 
 asum (USM Version)
 ------------------
@@ -184,20 +184,20 @@ asum (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/axpby.rst b/source/elements/oneMath/source/domains/blas/axpby.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/axpby.rst
rename to source/elements/oneMath/source/domains/blas/axpby.rst
index 8e499c1730..15db2e6f90 100644
--- a/source/elements/oneMKL/source/domains/blas/axpby.rst
+++ b/source/elements/oneMath/source/domains/blas/axpby.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_axpby:
+.. _onemath_blas_axpby:
 
 axpby
 =====
 
 Computes a vector-scalar product added to a scaled-vector.
 
-.. _onemkl_blas_axpby_description:
+.. _onemath_blas_axpby_description:
 
 .. rubric:: Description
 
@@ -32,7 +32,7 @@ where ``x`` and ``y`` are vectors of ``n`` elements and ``alpha`` and ``beta`` a
       * -  ``std::complex<float>``
       * -  ``std::complex<double>``
 
-.. _onemkl_blas_axpby_buffer:
+.. _onemath_blas_axpby_buffer:
 
 axpby (Buffer Version)
 ----------------------
@@ -105,17 +105,17 @@ axpby (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-.. _onemkl_blas_axpby_usm:
+.. _onemath_blas_axpby_usm:
 
 axpby (USM Version)
 -------------------
@@ -200,15 +200,15 @@ axpby (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
    **Parent topic:** :ref:`blas-like-extensions`
 
diff --git a/source/elements/oneMKL/source/domains/blas/axpy.rst b/source/elements/oneMath/source/domains/blas/axpy.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/axpy.rst
rename to source/elements/oneMath/source/domains/blas/axpy.rst
index d44d7bb9f1..8d9fd57f4d 100644
--- a/source/elements/oneMKL/source/domains/blas/axpy.rst
+++ b/source/elements/oneMath/source/domains/blas/axpy.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_axpy:
+.. _onemath_blas_axpy:
 
 axpy
 ====
 
 Computes a vector-scalar product and adds the result to a vector.
 
-.. _onemkl_blas_axpy_description:
+.. _onemath_blas_axpy_description:
       
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_axpy_buffer:
+.. _onemath_blas_axpy_buffer:
 
 axpy (Buffer Version)
 ---------------------
@@ -111,22 +111,22 @@ axpy (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_axpy_usm:
+.. _onemath_blas_axpy_usm:
 
 axpy (USM Version)
 ------------------
@@ -212,20 +212,20 @@ axpy (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/axpy_batch.rst b/source/elements/oneMath/source/domains/blas/axpy_batch.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/blas/axpy_batch.rst
rename to source/elements/oneMath/source/domains/blas/axpy_batch.rst
index cc3a8ff434..e9b6440f1a 100644
--- a/source/elements/oneMKL/source/domains/blas/axpy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/axpy_batch.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_axpy_batch:
+.. _onemath_blas_axpy_batch:
 
 axpy_batch
 ==========
 
 Computes a group of ``axpy`` operations.
 
-.. _onemkl_blas_axpy_batch_description:
+.. _onemath_blas_axpy_batch_description:
 
 .. rubric:: Description
 
-The ``axpy_batch`` routines are batched versions of :ref:`onemkl_blas_axpy`, performing
+The ``axpy_batch`` routines are batched versions of :ref:`onemath_blas_axpy`, performing
 multiple ``axpy`` operations in a single call. Each ``axpy`` 
 operation adds a scalar-vector product to a vector.
    
@@ -28,7 +28,7 @@ operation adds a scalar-vector product to a vector.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_axpy_batch_buffer:
+.. _onemath_blas_axpy_batch_buffer:
 
 axpy_batch (Buffer Version)
 ---------------------------
@@ -136,22 +136,22 @@ where:
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_axpy_batch_usm:
+.. _onemath_blas_axpy_batch_usm:
 
 axpy_batch (USM Version)
 ------------------------
@@ -376,20 +376,20 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:**:ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/blas-level-1-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
similarity index 66%
rename from source/elements/oneMKL/source/domains/blas/blas-level-1-routines.rst
rename to source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
index 756ad03558..0721fbc823 100644
--- a/source/elements/oneMKL/source/domains/blas/blas-level-1-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
@@ -23,37 +23,37 @@ BLAS Level 1 Routines
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemkl_blas_asum`   
+         * -     :ref:`onemath_blas_asum`   
            -     Sum of vector magnitudes      
-         * -     :ref:`onemkl_blas_axpy`   
+         * -     :ref:`onemath_blas_axpy`   
            -     Scalar-vector product      
-         * -     :ref:`onemkl_blas_copy`   
+         * -     :ref:`onemath_blas_copy`   
            -     Copy vector      
-         * -     :ref:`onemkl_blas_dot`   
+         * -     :ref:`onemath_blas_dot`   
            -     Dot product      
-         * -     :ref:`onemkl_blas_sdsdot`   
+         * -     :ref:`onemath_blas_sdsdot`   
            -     Dot product with double precision      
-         * -     :ref:`onemkl_blas_dotc`   
+         * -     :ref:`onemath_blas_dotc`   
            -     Dot product conjugated      
-         * -     :ref:`onemkl_blas_dotu`
+         * -     :ref:`onemath_blas_dotu`
            -     Dot product unconjugated      
-         * -     :ref:`onemkl_blas_nrm2`   
+         * -     :ref:`onemath_blas_nrm2`   
            -     Vector 2-norm (Euclidean norm)      
-         * -     :ref:`onemkl_blas_rot`
+         * -     :ref:`onemath_blas_rot`
            -     Plane rotation of points      
-         * -     :ref:`onemkl_blas_rotg`   
+         * -     :ref:`onemath_blas_rotg`   
            -     Generate Givens rotation of points      
-         * -     :ref:`onemkl_blas_rotm`   
+         * -     :ref:`onemath_blas_rotm`   
            -     Modified Givens plane rotation of points           
-         * -     :ref:`onemkl_blas_rotmg`  
+         * -     :ref:`onemath_blas_rotmg`  
            -     Generate modified Givens plane rotation of points           
-         * -     :ref:`onemkl_blas_scal`
+         * -     :ref:`onemath_blas_scal`
            -     Vector-scalar product      
-         * -     :ref:`onemkl_blas_swap`   
+         * -     :ref:`onemath_blas_swap`   
            -     Vector-vector swap      
-         * -     :ref:`onemkl_blas_iamax`   
+         * -     :ref:`onemath_blas_iamax`   
            -     Index of the maximum absolute value element of a vector     
-         * -     :ref:`onemkl_blas_iamin`   
+         * -     :ref:`onemath_blas_iamin`   
            -     Index of the minimum absolute value element of a vector     
 
 .. toctree::
@@ -77,4 +77,4 @@ BLAS Level 1 Routines
     iamin
 
 
-**Parent topic:** :ref:`onemkl_blas`
+**Parent topic:** :ref:`onemath_blas`
diff --git a/source/elements/oneMKL/source/domains/blas/blas-level-2-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
similarity index 68%
rename from source/elements/oneMKL/source/domains/blas/blas-level-2-routines.rst
rename to source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
index a1631bf7e2..260a290220 100644
--- a/source/elements/oneMKL/source/domains/blas/blas-level-2-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
@@ -23,55 +23,55 @@ BLAS Level 2 Routines
 
          * -     Routines
            -     Description  
-         * -     :ref:`onemkl_blas_gbmv`   
+         * -     :ref:`onemath_blas_gbmv`   
            -     Matrix-vector product using a general band matrix         
-         * -     :ref:`onemkl_blas_gemv`   
+         * -     :ref:`onemath_blas_gemv`   
            -     Matrix-vector product using a general matrix     
-         * -     :ref:`onemkl_blas_ger`   
+         * -     :ref:`onemath_blas_ger`   
            -     Rank-1 update of a general matrix     
-         * -     :ref:`onemkl_blas_gerc`   
+         * -     :ref:`onemath_blas_gerc`   
            -     Rank-1 update of a conjugated general matrix     
-         * -     :ref:`onemkl_blas_geru`   
+         * -     :ref:`onemath_blas_geru`   
            -     Rank-1 update of a general matrix, unconjugated          
-         * -     :ref:`onemkl_blas_hbmv`   
+         * -     :ref:`onemath_blas_hbmv`   
            -     Matrix-vector product using a Hermitian band matrix          
-         * -     :ref:`onemkl_blas_hemv`
+         * -     :ref:`onemath_blas_hemv`
            -     Matrix-vector product using a Hermitian matrix          
-         * -     :ref:`onemkl_blas_her`   
+         * -     :ref:`onemath_blas_her`   
            -     Rank-1 update of a Hermitian matrix     
-         * -     :ref:`onemkl_blas_her2`   
+         * -     :ref:`onemath_blas_her2`   
            -     Rank-2 update of a Hermitian matrix     
-         * -     :ref:`onemkl_blas_hpmv`   
+         * -     :ref:`onemath_blas_hpmv`   
            -     Matrix-vector product using a Hermitian packed matrix          
-         * -     :ref:`onemkl_blas_hpr`   
+         * -     :ref:`onemath_blas_hpr`   
            -     Rank-1 update of a Hermitian packed matrix     
-         * -     :ref:`onemkl_blas_hpr2`   
+         * -     :ref:`onemath_blas_hpr2`   
            -     Rank-2 update of a Hermitian packed matrix     
-         * -     :ref:`onemkl_blas_sbmv`   
+         * -     :ref:`onemath_blas_sbmv`   
            -     Matrix-vector product using symmetric band matrix          
-         * -     :ref:`onemkl_blas_spmv`   
+         * -     :ref:`onemath_blas_spmv`   
            -     Matrix-vector product using a symmetric packed matrix          
-         * -     :ref:`onemkl_blas_spr`   
+         * -     :ref:`onemath_blas_spr`   
            -     Rank-1 update of a symmetric packed matrix     
-         * -     :ref:`onemkl_blas_spr2`   
+         * -     :ref:`onemath_blas_spr2`   
            -     Rank-2 update of a symmetric packed matrix     
-         * -     :ref:`onemkl_blas_symv`   
+         * -     :ref:`onemath_blas_symv`   
            -     Matrix-vector product using a symmetric matrix          
-         * -     :ref:`onemkl_blas_syr`   
+         * -     :ref:`onemath_blas_syr`   
            -     Rank-1 update of a symmetric matrix     
-         * -     :ref:`onemkl_blas_syr2`   
+         * -     :ref:`onemath_blas_syr2`   
            -     Rank-2 update of a symmetric matrix     
-         * -     :ref:`onemkl_blas_tbmv`   
+         * -     :ref:`onemath_blas_tbmv`   
            -     Matrix-vector product using a triangular band matrix          
-         * -     :ref:`onemkl_blas_tbsv`   
+         * -     :ref:`onemath_blas_tbsv`   
            -     Solution of a linear system of equations with a triangular band matrix    
-         * -     :ref:`onemkl_blas_tpmv`   
+         * -     :ref:`onemath_blas_tpmv`   
            -     Matrix-vector product using a triangular packed matrix          
-         * -     :ref:`onemkl_blas_tpsv`   
+         * -     :ref:`onemath_blas_tpsv`   
            -     Solution of a linear system of equations with a triangular packed matrix    
-         * -     :ref:`onemkl_blas_trmv`   
+         * -     :ref:`onemath_blas_trmv`   
            -     Matrix-vector product using a triangular matrix          
-         * -     :ref:`onemkl_blas_trsv`   
+         * -     :ref:`onemath_blas_trsv`   
            -     Solution of a linear system of equations with a triangular matrix    
 
 
@@ -106,4 +106,4 @@ BLAS Level 2 Routines
     trmv
     trsv
 
-**Parent topic:** :ref:`onemkl_blas`
+**Parent topic:** :ref:`onemath_blas`
diff --git a/source/elements/oneMKL/source/domains/blas/blas-level-3-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
similarity index 74%
rename from source/elements/oneMKL/source/domains/blas/blas-level-3-routines.rst
rename to source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
index 85e3720942..160eb0d241 100644
--- a/source/elements/oneMKL/source/domains/blas/blas-level-3-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
@@ -22,23 +22,23 @@ BLAS Level 3 Routines
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemkl_blas_gemm`   
+         * -     :ref:`onemath_blas_gemm`   
            -     Computes a matrix-matrix product with general matrices.   
-         * -     :ref:`onemkl_blas_hemm`   
+         * -     :ref:`onemath_blas_hemm`   
            -     Computes a matrix-matrix product where one input matrix is Hermitian and one is general.   
-         * -     :ref:`onemkl_blas_herk`   
+         * -     :ref:`onemath_blas_herk`   
            -     Performs a Hermitian rank-k update.    
-         * -     :ref:`onemkl_blas_her2k`   
+         * -     :ref:`onemath_blas_her2k`   
            -     Performs a Hermitian rank-2k update.    
-         * -     :ref:`onemkl_blas_symm`   
+         * -     :ref:`onemath_blas_symm`   
            -     Computes a matrix-matrix product where one input matrix is symmetric and one matrix is general.   
-         * -     :ref:`onemkl_blas_syrk`   
+         * -     :ref:`onemath_blas_syrk`   
            -     Performs a symmetric rank-k update.    
-         * -     :ref:`onemkl_blas_syr2k`   
+         * -     :ref:`onemath_blas_syr2k`   
            -     Performs a symmetric rank-2k update.    
-         * -     :ref:`onemkl_blas_trmm`   
+         * -     :ref:`onemath_blas_trmm`   
            -     Computes a matrix-matrix product where one input matrix is triangular and one input matrix is general.   
-         * -     :ref:`onemkl_blas_trsm`   
+         * -     :ref:`onemath_blas_trsm`   
            -     Solves a triangular matrix equation (forward or backward solve).   
 
 
@@ -56,4 +56,4 @@ BLAS Level 3 Routines
     trmm
     trsm
 
-**Parent topic:** :ref:`onemkl_blas`
+**Parent topic:** :ref:`onemath_blas`
diff --git a/source/elements/oneMKL/source/domains/blas/blas-like-extensions.rst b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/blas/blas-like-extensions.rst
rename to source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
index cabc5441b6..4b9750501f 100644
--- a/source/elements/oneMKL/source/domains/blas/blas-like-extensions.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
@@ -26,30 +26,30 @@ BLAS-like Extensions
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemkl_blas_axpy_batch`   
+         * -     :ref:`onemath_blas_axpy_batch`   
            -     Computes groups of vector-scalar products added to a vector.
-         * -     :ref:`onemkl_blas_gemm_batch`   
+         * -     :ref:`onemath_blas_gemm_batch`   
            -     Computes groups of matrix-matrix products with general matrices.   
-         * -     :ref:`onemkl_blas_trsm_batch`   
+         * -     :ref:`onemath_blas_trsm_batch`   
            -     Solves a triangular matrix equation for a group of matrices.   
-         * -     :ref:`onemkl_blas_gemmt`   
+         * -     :ref:`onemath_blas_gemmt`   
            -     Computes a matrix-matrix product with general matrices, but updates
                  only the upper or lower triangular part of the result matrix.
-         * -     :ref:`onemkl_blas_gemm_bias`   
+         * -     :ref:`onemath_blas_gemm_bias`   
            -     Computes a matrix-matrix product using general integer matrices with bias
-         * -     :ref:`onemkl_blas_imatcopy`
+         * -     :ref:`onemath_blas_imatcopy`
            -     Computes an in-place matrix transposition or copy.
-         * -     :ref:`onemkl_blas_omatcopy`
+         * -     :ref:`onemath_blas_omatcopy`
            -     Computes an out-of-place matrix transposition or copy.
-         * -     :ref:`onemkl_blas_omatcopy2`
+         * -     :ref:`onemath_blas_omatcopy2`
            -     Computes a two-strided out-of-place matrix transposition or copy.
-         * -     :ref:`onemkl_blas_omatadd`
+         * -     :ref:`onemath_blas_omatadd`
            -     Computes scaled matrix addition with possibly transposed arguments.
-         * -     :ref:`onemkl_blas_imatcopy_batch`
+         * -     :ref:`onemath_blas_imatcopy_batch`
            -     Computes groups of in-place matrix transposition or copy operations.
-         * -     :ref:`onemkl_blas_omatcopy_batch`
+         * -     :ref:`onemath_blas_omatcopy_batch`
            -     Computes groups of out-of-place matrix transposition or copy operations.
-         * -     :ref:`onemkl_blas_omatadd_batch`
+         * -     :ref:`onemath_blas_omatadd_batch`
            -     Computes groups of scaled matrix additions.
  
 
@@ -77,4 +77,4 @@ BLAS-like Extensions
     omatcopy_batch
     omatadd_batch
 
-**Parent topic:** :ref:`onemkl_blas`
+**Parent topic:** :ref:`onemath_blas`
diff --git a/source/elements/oneMKL/source/domains/blas/blas.rst b/source/elements/oneMath/source/domains/blas/blas.rst
similarity index 54%
rename from source/elements/oneMKL/source/domains/blas/blas.rst
rename to source/elements/oneMath/source/domains/blas/blas.rst
index 429b014d9c..8b621d2f20 100644
--- a/source/elements/oneMKL/source/domains/blas/blas.rst
+++ b/source/elements/oneMath/source/domains/blas/blas.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas:
+.. _onemath_blas:
 
 BLAS Routines
 +++++++++++++
 
-oneMKL provides DPC++ interfaces to the Basic Linear Algebra Subprograms (BLAS) routines (Level1, Level2, Level3), as well as several BLAS-like extension routines.
+oneMath provides DPC++ interfaces to the Basic Linear Algebra Subprograms (BLAS) routines (Level1, Level2, Level3), as well as several BLAS-like extension routines.
 
 .. toctree::
     :maxdepth: 1
@@ -18,4 +18,4 @@ oneMKL provides DPC++ interfaces to the Basic Linear Algebra Subprograms (BLAS)
     blas-like-extensions.rst
 
 
-**Parent topic:** :ref:`onemkl_dense_linear_algebra`
+**Parent topic:** :ref:`onemath_dense_linear_algebra`
diff --git a/source/elements/oneMKL/source/domains/blas/copy.rst b/source/elements/oneMath/source/domains/blas/copy.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/blas/copy.rst
rename to source/elements/oneMath/source/domains/blas/copy.rst
index 080358e1b5..634e113f6b 100644
--- a/source/elements/oneMKL/source/domains/blas/copy.rst
+++ b/source/elements/oneMath/source/domains/blas/copy.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_copy:
+.. _onemath_blas_copy:
 
 copy
 ====
 
 Copies a vector to another vector.
 
-.. _onemkl_blas_copy_description:
+.. _onemath_blas_copy_description:
 
 .. rubric:: Description
 
@@ -33,7 +33,7 @@ where ``x`` and ``y`` are vectors of n elements.
       * -  ``std::complex<double>`` 
 
 
-.. _onemkl_blas_copy_buffer:
+.. _onemath_blas_copy_buffer:
 
 copy (Buffer Version)
 ---------------------
@@ -95,22 +95,22 @@ copy (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_copy_usm:
+.. _onemath_blas_copy_usm:
 
 copy (USM Version)
 ------------------
@@ -185,20 +185,20 @@ copy (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/copy_batch.rst b/source/elements/oneMath/source/domains/blas/copy_batch.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/blas/copy_batch.rst
rename to source/elements/oneMath/source/domains/blas/copy_batch.rst
index 8c845e27c6..9b44e940ca 100644
--- a/source/elements/oneMKL/source/domains/blas/copy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/copy_batch.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_copy_batch:
+.. _onemath_blas_copy_batch:
 
 copy_batch
 ==========
 
 Computes a group of ``copy`` operations.
 
-.. _onemkl_blas_copy_batch_description:
+.. _onemath_blas_copy_batch_description:
 
 .. rubric:: Description
 
-The ``copy_batch`` routines are batched versions of :ref:`onemkl_blas_copy`, performing
+The ``copy_batch`` routines are batched versions of :ref:`onemath_blas_copy`, performing
 multiple ``copy`` operations in a single call. Each ``copy`` 
 operation copies one vector to another.
    
@@ -28,7 +28,7 @@ operation copies one vector to another.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_copy_batch_buffer:
+.. _onemath_blas_copy_batch_buffer:
 
 copy_batch (Buffer Version)
 ---------------------------
@@ -128,22 +128,22 @@ where:
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_copy_batch_usm:
+.. _onemath_blas_copy_batch_usm:
 
 copy_batch (USM Version)
 ------------------------
@@ -354,20 +354,20 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:**:ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/dgmm_batch.rst b/source/elements/oneMath/source/domains/blas/dgmm_batch.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/blas/dgmm_batch.rst
rename to source/elements/oneMath/source/domains/blas/dgmm_batch.rst
index fecd54260d..e8572fc422 100644
--- a/source/elements/oneMKL/source/domains/blas/dgmm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/dgmm_batch.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_dgmm_batch:
+.. _onemath_blas_dgmm_batch:
 
 dgmm_batch
 ==========
 
 Computes a group of ``dgmm`` operations.
 
-.. _onemkl_blas_dgmm_batch_description:
+.. _onemath_blas_dgmm_batch_description:
 
 .. rubric:: Description
 
@@ -27,7 +27,7 @@ multiple diagonal matrix-matrix product operations in a single call.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_dgmm_batch_buffer:
+.. _onemath_blas_dgmm_batch_buffer:
 
 dgmm_batch (Buffer Version)
 ---------------------------
@@ -105,7 +105,7 @@ of matrices in ``a`` and ``x`` buffers is given by the ``batch_size`` parameter.
 
    left_right
       Specifies the position of the diagonal matrix in the product.
-      See :ref:`onemkl_datatypes` for more details.
+      See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of matrices ``A`` and ``C``. Must be at least zero.
@@ -171,22 +171,22 @@ of matrices in ``a`` and ``x`` buffers is given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_dgmm_batch_usm:
+.. _onemath_blas_dgmm_batch_usm:
 
 dgmm_batch (USM Version)
 ---------------------------
@@ -288,7 +288,7 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
 
    left_right
       Specifies the position of the diagonal matrix in the product.
-      See :ref:`onemkl_datatypes` for more details.
+      See :ref:`onemath_datatypes` for more details.
 
    m
       Array of ``group_count`` integers. ``m[i]`` specifies the
@@ -416,7 +416,7 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
 
    left_right
       Specifies the position of the diagonal matrix in the product.
-      See :ref:`onemkl_datatypes` for more details.
+      See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``A``. Must be at least zero.
@@ -488,20 +488,20 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/dot.rst b/source/elements/oneMath/source/domains/blas/dot.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/dot.rst
rename to source/elements/oneMath/source/domains/blas/dot.rst
index 15b5369796..ad528d808a 100644
--- a/source/elements/oneMKL/source/domains/blas/dot.rst
+++ b/source/elements/oneMath/source/domains/blas/dot.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_dot:
+.. _onemath_blas_dot:
 
 dot
 ===
 
 Computes the dot product of two real vectors.
 
-.. _onemkl_blas_dot_description:
+.. _onemath_blas_dot_description:
 
 .. rubric:: Description
 
@@ -45,7 +45,7 @@ The ``dot`` routines perform a dot product between two vectors:
    For the mixed precision version (inputs are float while result is
    double), the dot product is computed with double precision.
 
-.. _onemkl_blas_dot_buffer:
+.. _onemath_blas_dot_buffer:
 
 dot (Buffer Version)
 --------------------
@@ -114,22 +114,22 @@ dot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_dot_usm:
+.. _onemath_blas_dot_usm:
 
 dot (USM Version)
 -----------------
@@ -212,20 +212,20 @@ dot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/dotc.rst b/source/elements/oneMath/source/domains/blas/dotc.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/dotc.rst
rename to source/elements/oneMath/source/domains/blas/dotc.rst
index c782e4122a..4694e4ab43 100644
--- a/source/elements/oneMKL/source/domains/blas/dotc.rst
+++ b/source/elements/oneMath/source/domains/blas/dotc.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_dotc:
+.. _onemath_blas_dotc:
 
 dotc
 ====
 
 Computes the dot product of two complex vectors, conjugating the first vector.
 
-.. _onemkl_blas_dotc_description:
+.. _onemath_blas_dotc_description:
 
 .. rubric:: Description
 
@@ -29,7 +29,7 @@ vectors, conjugating the first of them:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_dotc_buffer:
+.. _onemath_blas_dotc_buffer:
 
 dotc (Buffer Version)
 ---------------------
@@ -98,22 +98,22 @@ dotc (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_dotc_usm:
+.. _onemath_blas_dotc_usm:
 
 dotc (USM Version)
 ------------------
@@ -196,20 +196,20 @@ dotc (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/dotu.rst b/source/elements/oneMath/source/domains/blas/dotu.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/dotu.rst
rename to source/elements/oneMath/source/domains/blas/dotu.rst
index 551ad2fb52..3b860011da 100644
--- a/source/elements/oneMKL/source/domains/blas/dotu.rst
+++ b/source/elements/oneMath/source/domains/blas/dotu.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_dotu:
+.. _onemath_blas_dotu:
 
 dotu
 ====
 
 Computes the dot product of two complex vectors.
 
-.. _onemkl_blas_dotu_description:
+.. _onemath_blas_dotu_description:
 
 .. rubric:: Description
 
@@ -28,7 +28,7 @@ The ``dotu`` routines perform a dot product between two complex vectors:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_dotu_buffer:
+.. _onemath_blas_dotu_buffer:
 
 dotu (Buffer Version)
 ---------------------
@@ -98,22 +98,22 @@ dotu (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_dotu_usm:
+.. _onemath_blas_dotu_usm:
 
 dotu (USM Version)
 ------------------
@@ -196,20 +196,20 @@ dotu (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/gbmv.rst b/source/elements/oneMath/source/domains/blas/gbmv.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/blas/gbmv.rst
rename to source/elements/oneMath/source/domains/blas/gbmv.rst
index fd90069ba1..6852602abc 100644
--- a/source/elements/oneMKL/source/domains/blas/gbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/gbmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gbmv:
+.. _onemath_blas_gbmv:
 
 gbmv
 ====
 
 Computes a matrix-vector product with a general band matrix.
 
-.. _onemkl_blas_gbmv_description:
+.. _onemath_blas_gbmv_description:
 
 .. rubric:: Description
 
@@ -44,7 +44,7 @@ op(``A``) is one of op(``A``) = ``A``, or op(``A``) =
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gbmv_buffer:
+.. _onemath_blas_gbmv_buffer:
 
 gbmv (Buffer Version)
 ---------------------
@@ -98,7 +98,7 @@ gbmv (Buffer Version)
    trans
       Specifies op(``A``), the transposition operation applied to ``A``.
       See
-      :ref:`onemkl_datatypes` for more
+      :ref:`onemath_datatypes` for more
       details.
 
    m
@@ -164,22 +164,22 @@ gbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gbmv_usm:
+.. _onemath_blas_gbmv_usm:
 
 gbmv (USM Version)
 ------------------
@@ -235,7 +235,7 @@ gbmv (USM Version)
    trans
       Specifies op(``A``), the transposition operation applied to
       ``A``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
 
    m
@@ -312,20 +312,20 @@ gbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/gemm.rst b/source/elements/oneMath/source/domains/blas/gemm.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/blas/gemm.rst
rename to source/elements/oneMath/source/domains/blas/gemm.rst
index b9d1956e4f..e2b9cd6168 100644
--- a/source/elements/oneMKL/source/domains/blas/gemm.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemm:
+.. _onemath_blas_gemm:
 
 gemm
 ====
 
 Computes a matrix-matrix product with general matrices.
 
-.. _onemkl_blas_gemm_description:
+.. _onemath_blas_gemm_description:
 
 .. rubric:: Description
 
@@ -90,7 +90,7 @@ op(``X``) = ``X``\ :sup:`H`,
        -  ``std::complex<double>`` 
        -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gemm_buffer:
+.. _onemath_blas_gemm_buffer:
 
 gemm (Buffer Version)
 ---------------------
@@ -277,22 +277,22 @@ gemm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemm_usm:
+.. _onemath_blas_gemm_usm:
 
 gemm (USM Version)
 ------------------
@@ -497,19 +497,19 @@ gemm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/gemm_batch.rst b/source/elements/oneMath/source/domains/blas/gemm_batch.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/blas/gemm_batch.rst
rename to source/elements/oneMath/source/domains/blas/gemm_batch.rst
index 0dfb4fff2f..39dbce91f7 100644
--- a/source/elements/oneMKL/source/domains/blas/gemm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm_batch.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemm_batch:
+.. _onemath_blas_gemm_batch:
 
 gemm_batch
 ==========
 
 Computes a group of ``gemm`` operations.
 
-.. _onemkl_blas_gemm_batch_description:
+.. _onemath_blas_gemm_batch_description:
 
 .. rubric:: Description
 
-The ``gemm_batch`` routines are batched versions of :ref:`onemkl_blas_gemm`, performing
+The ``gemm_batch`` routines are batched versions of :ref:`onemath_blas_gemm`, performing
 multiple ``gemm`` operations in a single call. Each ``gemm`` 
 operation perform a matrix-matrix product with general matrices.
    
@@ -71,7 +71,7 @@ operation perform a matrix-matrix product with general matrices.
         -  ``std::complex<double>`` 
         -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gemm_batch_buffer:
+.. _onemath_blas_gemm_batch_buffer:
 
 gemm_batch (Buffer Version)
 ---------------------------
@@ -161,11 +161,11 @@ of matrices in ``a``, ``b`` and ``c`` buffers is given by the ``batch_size`` par
 
    transa
       Specifies op(``A``) the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``) the transposition operation applied to the
-      matrices ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of op(``A``) and ``C``. Must be at least zero.
@@ -265,22 +265,22 @@ of matrices in ``a``, ``b`` and ``c`` buffers is given by the ``batch_size`` par
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemm_batch_usm:
+.. _onemath_blas_gemm_batch_usm:
 
 gemm_batch (USM Version)
 ---------------------------
@@ -442,11 +442,11 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
 
    transa
       Array or span of ``group_count`` ``oneapi::mkl::transpose`` values. ``transa[i]`` specifies the form of op(``A``) used in
-      the matrix multiplication in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      the matrix multiplication in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Array or span of ``group_count`` ``oneapi::mkl::transpose`` values. ``transb[i]`` specifies the form of op(``B``) used in
-      the matrix multiplication in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      the matrix multiplication in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
       Array or span of ``group_count`` integers. ``m[i]`` specifies the
@@ -640,11 +640,11 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
 
    transa
       Specifies op(``A``) the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``) the transposition operation applied to the
-      matrices ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of op(``A``) and ``C``. Must be at least zero.
@@ -751,20 +751,20 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/gemm_bias.rst b/source/elements/oneMath/source/domains/blas/gemm_bias.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/blas/gemm_bias.rst
rename to source/elements/oneMath/source/domains/blas/gemm_bias.rst
index 0ca1a841da..4007fe561a 100644
--- a/source/elements/oneMKL/source/domains/blas/gemm_bias.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm_bias.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemm_bias:
+.. _onemath_blas_gemm_bias:
 
 gemm_bias
 =========
 
 Computes a matrix-matrix product using general integer matrices with bias.
 
-.. _onemkl_blas_gemm_bias_description:
+.. _onemath_blas_gemm_bias_description:
 
 .. rubric:: Description
 
@@ -56,7 +56,7 @@ op(``A``) is ``m`` x ``k``, op(``B``) is ``k`` x ``n``, and
      * -  ``std::int8_t`` 
        -  ``std::int8_t`` 
 
-.. _onemkl_blas_gemm_bias_buffer:
+.. _onemath_blas_gemm_bias_buffer:
 
 gemm_bias (Buffer Version)
 --------------------------
@@ -118,19 +118,19 @@ gemm_bias (Buffer Version)
    transa
       Specifies op(``A``), the transposition operation applied to
       ``A``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    transb
       Specifies op(``B``), the transposition operation applied to
       ``B``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    offset_type
       Specifies the form of ``C_offset`` used in the matrix
       multiplication. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    m
@@ -279,22 +279,22 @@ gemm_bias (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemm_bias_usm:
+.. _onemath_blas_gemm_bias_usm:
 
 gemm_bias (USM Version)
 -----------------------
@@ -358,19 +358,19 @@ gemm_bias (USM Version)
    transa
       Specifies op(``A``), the transposition operation applied to
       ``A``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    transb
       Specifies op(``B``), the transposition operation applied to
       ``B``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    offset_type
       Specifies the form of ``C_offset`` used in the matrix
       multiplication. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
  
    m
@@ -529,20 +529,20 @@ gemm_bias (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/gemmt.rst b/source/elements/oneMath/source/domains/blas/gemmt.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/blas/gemmt.rst
rename to source/elements/oneMath/source/domains/blas/gemmt.rst
index 76e7ef61a2..cfa6aec27f 100644
--- a/source/elements/oneMKL/source/domains/blas/gemmt.rst
+++ b/source/elements/oneMath/source/domains/blas/gemmt.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemmt:
+.. _onemath_blas_gemmt:
 
 gemmt
 =====
@@ -10,7 +10,7 @@ gemmt
 Computes a matrix-matrix product with general matrices, but updates
 only the upper or lower triangular part of the result matrix.
 
-.. _onemkl_blas_gemmt_description:
+.. _onemath_blas_gemmt_description:
 
 .. rubric:: Description
 
@@ -45,7 +45,7 @@ op(``A``) is ``n`` x ``k``, op(``B``) is ``k`` x ``n``, and
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gemmt_buffer:
+.. _onemath_blas_gemmt_buffer:
 
 gemmt (Buffer Version)
 ----------------------
@@ -98,15 +98,15 @@ gemmt (Buffer Version)
 
    upper_lower
       Specifies whether ``C``\ ’s data is stored in its upper or
-      lower triangle. See :ref:`onemkl_datatypes` for more details.
+      lower triangle. See :ref:`onemath_datatypes` for more details.
    
    transa
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to
-      ``B``. See :ref:`onemkl_datatypes` for more details.
+      ``B``. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows of op(``A``), columns of op(``B``), and
@@ -228,22 +228,22 @@ gemmt (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemmt_usm:
+.. _onemath_blas_gemmt_usm:
 
 gemmt (USM Version)
 -------------------
@@ -299,19 +299,19 @@ gemmt (USM Version)
    upper_lower
       Specifies whether ``C``\ ’s data is stored in its upper or
       lower triangle. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
 
    transa
       Specifies op(``A``), the transposition operation applied to
       ``A``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to
       ``B``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
 
    n
@@ -444,20 +444,20 @@ gemmt (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/gemv.rst b/source/elements/oneMath/source/domains/blas/gemv.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/blas/gemv.rst
rename to source/elements/oneMath/source/domains/blas/gemv.rst
index aa95b5d2e4..3548411630 100644
--- a/source/elements/oneMKL/source/domains/blas/gemv.rst
+++ b/source/elements/oneMath/source/domains/blas/gemv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemv:
+.. _onemath_blas_gemv:
 
 gemv
 ====
 
 Computes a matrix-vector product using a general matrix.
 
-.. _onemkl_blas_gemv_description:
+.. _onemath_blas_gemv_description:
 
 .. rubric:: Description
 
@@ -41,7 +41,7 @@ op(``A``) is one of op(``A``) = ``A``, or op(``A``) =
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gemv_buffer:
+.. _onemath_blas_gemv_buffer:
 
 gemv (Buffer Version)
 ---------------------
@@ -148,22 +148,22 @@ gemv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemv_usm:
+.. _onemath_blas_gemv_usm:
 
 gemv (USM Version)
 ------------------
@@ -215,7 +215,7 @@ gemv (USM Version)
    trans
       Specifies ``op(A)``, the transposition operation applied to
       ``A``. See
-      :ref:`onemkl_datatypes` for
+      :ref:`onemath_datatypes` for
       more details.
 
    m
@@ -287,20 +287,20 @@ gemv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/gemv_batch.rst b/source/elements/oneMath/source/domains/blas/gemv_batch.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/blas/gemv_batch.rst
rename to source/elements/oneMath/source/domains/blas/gemv_batch.rst
index 1db7c8ff93..ec0c0fae43 100644
--- a/source/elements/oneMKL/source/domains/blas/gemv_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/gemv_batch.rst
@@ -2,19 +2,19 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gemv_batch:
+.. _onemath_blas_gemv_batch:
 
 gemv_batch
 ==========
 
 Computes a group of ``gemv`` operations.
 
-.. _onemkl_blas_gemv_batch_description:
+.. _onemath_blas_gemv_batch_description:
 
 .. rubric:: Description
 
 The ``gemv_batch`` routines are batched versions of
-:ref:`onemkl_blas_gemv`, performing multiple ``gemv`` operations in a
+:ref:`onemath_blas_gemv`, performing multiple ``gemv`` operations in a
 single call. Each ``gemv`` operations perform a scalar-matrix-vector
 product and add the result to a scalar-vector product.
    
@@ -29,7 +29,7 @@ product and add the result to a scalar-vector product.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gemv_batch_buffer:
+.. _onemath_blas_gemv_batch_buffer:
 
 gemv_batch (Buffer Version)
 ---------------------------
@@ -114,7 +114,7 @@ parameter.
 
    trans
       Specifies op(``A``) the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``A``. Must be at least zero.
@@ -174,22 +174,22 @@ parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gemv_batch_usm:
+.. _onemath_blas_gemv_batch_usm:
 
 gemv_batch (USM Version)
 ---------------------------
@@ -293,7 +293,7 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
 
    trans
       Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
-      the matrix-vector product in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      the matrix-vector product in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
       Array of ``group_count`` integers. ``m[i]`` specifies the
@@ -426,7 +426,7 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
 
    trans
       Specifies op(``A``) the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``A``. Must be at least zero.
@@ -492,20 +492,20 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/ger.rst b/source/elements/oneMath/source/domains/blas/ger.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/ger.rst
rename to source/elements/oneMath/source/domains/blas/ger.rst
index 5179367eb1..c2f1437396 100644
--- a/source/elements/oneMKL/source/domains/blas/ger.rst
+++ b/source/elements/oneMath/source/domains/blas/ger.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_ger:
+.. _onemath_blas_ger:
 
 ger
 ===
 
 Computes a rank-1 update of a general matrix.
 
-.. _onemkl_blas_ger_description:
+.. _onemath_blas_ger_description:
 
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ where:
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_ger_buffer:
+.. _onemath_blas_ger_buffer:
 
 ger (Buffer Version)
 --------------------
@@ -131,22 +131,22 @@ ger (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_ger_usm:
+.. _onemath_blas_ger_usm:
 
 ger (USM Version)
 -----------------
@@ -251,20 +251,20 @@ ger (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/gerc.rst b/source/elements/oneMath/source/domains/blas/gerc.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/gerc.rst
rename to source/elements/oneMath/source/domains/blas/gerc.rst
index da26513588..66cb03cf8b 100644
--- a/source/elements/oneMKL/source/domains/blas/gerc.rst
+++ b/source/elements/oneMath/source/domains/blas/gerc.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_gerc:
+.. _onemath_blas_gerc:
 
 gerc
 ====
 
 Computes a rank-1 update (conjugated) of a general complex matrix.
 
-.. _onemkl_blas_gerc_description:
+.. _onemath_blas_gerc_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_gerc_buffer:
+.. _onemath_blas_gerc_buffer:
 
 gerc (Buffer Version)
 ---------------------
@@ -133,22 +133,22 @@ gerc (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_gerc_usm:
+.. _onemath_blas_gerc_usm:
 
 gerc (USM Version)
 ------------------
@@ -254,20 +254,20 @@ gerc (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/geru.rst b/source/elements/oneMath/source/domains/blas/geru.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/geru.rst
rename to source/elements/oneMath/source/domains/blas/geru.rst
index b9952a75d7..274c8870c3 100644
--- a/source/elements/oneMKL/source/domains/blas/geru.rst
+++ b/source/elements/oneMath/source/domains/blas/geru.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_geru:
+.. _onemath_blas_geru:
 
 geru
 ====
 
 Computes a rank-1 update (unconjugated) of a general complex matrix.
 
-.. _onemkl_blas_geru_description:
+.. _onemath_blas_geru_description:
 
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_geru_buffer:
+.. _onemath_blas_geru_buffer:
 
 geru (Buffer Version)
 ---------------------
@@ -131,22 +131,22 @@ geru (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_geru_usm:
+.. _onemath_blas_geru_usm:
 
 geru (USM Version)
 ------------------
@@ -252,20 +252,20 @@ geru (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hbmv.rst b/source/elements/oneMath/source/domains/blas/hbmv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/hbmv.rst
rename to source/elements/oneMath/source/domains/blas/hbmv.rst
index 7e3958d201..17c16a6056 100644
--- a/source/elements/oneMKL/source/domains/blas/hbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/hbmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hbmv:
+.. _onemath_blas_hbmv:
 
 hbmv
 ====
 
 Computes a matrix-vector product using a Hermitian band matrix.
 
-.. _onemkl_blas_hbmv_description:
+.. _onemath_blas_hbmv_description:
 
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ super-diagonals,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_hbmv_buffer:
+.. _onemath_blas_hbmv_buffer:
 
 hbmv (Buffer Version)
 ---------------------
@@ -87,7 +87,7 @@ hbmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -140,22 +140,22 @@ hbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hbmv_usm:
+.. _onemath_blas_hbmv_usm:
 
 hbmv (USM Version)
 ------------------
@@ -205,7 +205,7 @@ hbmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -271,20 +271,20 @@ hbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hemm.rst b/source/elements/oneMath/source/domains/blas/hemm.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/blas/hemm.rst
rename to source/elements/oneMath/source/domains/blas/hemm.rst
index defb56a4ae..280b59ca56 100644
--- a/source/elements/oneMKL/source/domains/blas/hemm.rst
+++ b/source/elements/oneMath/source/domains/blas/hemm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hemm:
+.. _onemath_blas_hemm:
 
 hemm
 ====
@@ -10,7 +10,7 @@ hemm
 Computes a matrix-matrix product where one input matrix is Hermitian
 and one is general.
 
-.. _onemkl_blas_hemm_description:
+.. _onemath_blas_hemm_description:
 
 .. rubric:: Description
 
@@ -50,7 +50,7 @@ matrices,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_hemm_buffer:
+.. _onemath_blas_hemm_buffer:
 
 hemm (Buffer Version)
 ---------------------
@@ -101,11 +101,11 @@ hemm (Buffer Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the multiplication
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    uplo
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of the matrix ``B`` and ``C``.
@@ -180,22 +180,22 @@ hemm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hemm_usm:
+.. _onemath_blas_hemm_usm:
 
 hemm (USM Version)
 ------------------
@@ -249,11 +249,11 @@ hemm (USM Version)
    left_right
       Specifies whether ``A`` is on the left side of the
       multiplication (``side::left``) or on the right side
-      (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    uplo
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of the matrix ``B`` and ``C``.
@@ -340,20 +340,20 @@ hemm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hemv.rst b/source/elements/oneMath/source/domains/blas/hemv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/hemv.rst
rename to source/elements/oneMath/source/domains/blas/hemv.rst
index 87cd997e0c..c324466e23 100644
--- a/source/elements/oneMKL/source/domains/blas/hemv.rst
+++ b/source/elements/oneMath/source/domains/blas/hemv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hemv:
+.. _onemath_blas_hemv:
 
 hemv
 ====
 
 Computes a matrix-vector product using a Hermitian matrix.
 
-.. _onemkl_blas_hemv_description:
+.. _onemath_blas_hemv_description:
 
 .. rubric:: Description
 
@@ -38,7 +38,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_hemv_buffer:
+.. _onemath_blas_hemv_buffer:
 
 hemv (Buffer Version)
 ---------------------
@@ -84,7 +84,7 @@ hemv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether *A* is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether *A* is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -133,22 +133,22 @@ hemv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hemv_usm:
+.. _onemath_blas_hemv_usm:
 
 hemv (USM Version)
 ------------------
@@ -196,7 +196,7 @@ hemv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether *A* is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether *A* is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -257,20 +257,20 @@ hemv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/her.rst b/source/elements/oneMath/source/domains/blas/her.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/blas/her.rst
rename to source/elements/oneMath/source/domains/blas/her.rst
index 101109bc17..d6010cfef5 100644
--- a/source/elements/oneMKL/source/domains/blas/her.rst
+++ b/source/elements/oneMath/source/domains/blas/her.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_her:
+.. _onemath_blas_her:
 
 her
 ===
 
 Computes a rank-1 update of a Hermitian matrix.
 
-.. _onemkl_blas_her_description:
+.. _onemath_blas_her_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_her_buffer:
+.. _onemath_blas_her_buffer:
 
 her (Buffer Version)
 --------------------
@@ -80,7 +80,7 @@ her (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -123,22 +123,22 @@ her (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_her_usm:
+.. _onemath_blas_her_usm:
 
 her (USM Version)
 -----------------
@@ -180,7 +180,7 @@ her (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether *A* is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether *A* is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -234,20 +234,20 @@ her (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/her2.rst b/source/elements/oneMath/source/domains/blas/her2.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/her2.rst
rename to source/elements/oneMath/source/domains/blas/her2.rst
index 5fdce1277a..4035acec4f 100644
--- a/source/elements/oneMKL/source/domains/blas/her2.rst
+++ b/source/elements/oneMath/source/domains/blas/her2.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_her2:
+.. _onemath_blas_her2:
 
 her2
 ====
 
 Computes a rank-2 update of a Hermitian matrix.
 
-.. _onemkl_blas_her2_description:
+.. _onemath_blas_her2_description:
 
 .. rubric:: Description
 
@@ -37,7 +37,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_her2_buffer:
+.. _onemath_blas_her2_buffer:
 
 her2 (Buffer Version)
 ---------------------
@@ -81,7 +81,7 @@ her2 (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -132,22 +132,22 @@ her2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_her2_usm:
+.. _onemath_blas_her2_usm:
 
 her2 (USM Version)
 ------------------
@@ -193,7 +193,7 @@ her2 (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -256,20 +256,20 @@ her2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/her2k.rst b/source/elements/oneMath/source/domains/blas/her2k.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/blas/her2k.rst
rename to source/elements/oneMath/source/domains/blas/her2k.rst
index 80cdbb733e..8f9c8ce84d 100644
--- a/source/elements/oneMKL/source/domains/blas/her2k.rst
+++ b/source/elements/oneMath/source/domains/blas/her2k.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_her2k:
+.. _onemath_blas_her2k:
 
 her2k
 =====
 
 Performs a Hermitian rank-2k update.
 
-.. _onemkl_blas_her2k_description:
+.. _onemath_blas_her2k_description:
 
 .. rubric:: Description
 
@@ -52,7 +52,7 @@ The inner dimension of both matrix multiplications is ``k``.
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_her2k_buffer:
+.. _onemath_blas_her2k_buffer:
 
 her2k (Buffer Version)
 ----------------------
@@ -103,7 +103,7 @@ her2k (Buffer Version)
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies the operation to apply, as described above. Supported
@@ -223,22 +223,22 @@ her2k (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_her2k_usm:
+.. _onemath_blas_her2k_usm:
 
 her2k (USM Version)
 -------------------
@@ -291,7 +291,7 @@ her2k (USM Version)
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies the operation to apply, as described above. Supported
@@ -422,20 +422,20 @@ her2k (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/herk.rst b/source/elements/oneMath/source/domains/blas/herk.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/herk.rst
rename to source/elements/oneMath/source/domains/blas/herk.rst
index ea80e89b00..bb4298f190 100644
--- a/source/elements/oneMKL/source/domains/blas/herk.rst
+++ b/source/elements/oneMath/source/domains/blas/herk.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_herk:
+.. _onemath_blas_herk:
 
 herk
 ====
 
 Performs a Hermitian rank-k update.
 
-.. _onemkl_blas_herk_description:
+.. _onemath_blas_herk_description:
 
 .. rubric:: Description
 
@@ -42,7 +42,7 @@ Here op(``A``) is ``n`` x ``k``, and ``C`` is ``n`` x ``n``.
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_herk_buffer:
+.. _onemath_blas_herk_buffer:
 
 herk (Buffer Version)
 ---------------------
@@ -89,11 +89,11 @@ herk (Buffer Version)
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to ``A``. See
-      :ref:`onemkl_datatypes` for more
+      :ref:`onemath_datatypes` for more
       details. Supported operations are ``transpose::nontrans`` and
       ``transpose::conjtrans``.
 
@@ -174,22 +174,22 @@ herk (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_herk_usm:
+.. _onemath_blas_herk_usm:
 
 herk (USM Version)
 ------------------
@@ -238,11 +238,11 @@ herk (USM Version)
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details. Supported operations are ``transpose::nontrans``
+      ``A``. See :ref:`onemath_datatypes` for more details. Supported operations are ``transpose::nontrans``
       and ``transpose::conjtrans``.
 
    n
@@ -333,20 +333,20 @@ herk (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hpmv.rst b/source/elements/oneMath/source/domains/blas/hpmv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/hpmv.rst
rename to source/elements/oneMath/source/domains/blas/hpmv.rst
index b89dff3f9a..52f28a5e53 100644
--- a/source/elements/oneMKL/source/domains/blas/hpmv.rst
+++ b/source/elements/oneMath/source/domains/blas/hpmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hpmv:
+.. _onemath_blas_hpmv:
 
 hpmv
 ====
 
 Computes a matrix-vector product using a Hermitian packed matrix.
 
-.. _onemkl_blas_hpmv_description:
+.. _onemath_blas_hpmv_description:
 
 .. rubric:: Description
 
@@ -38,7 +38,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_hpmv_buffer:
+.. _onemath_blas_hpmv_buffer:
 
 hpmv (Buffer Version)
 ---------------------
@@ -82,7 +82,7 @@ hpmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -130,22 +130,22 @@ hpmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hpmv_usm:
+.. _onemath_blas_hpmv_usm:
 
 hpmv (USM Version)
 ------------------
@@ -191,7 +191,7 @@ hpmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -252,20 +252,20 @@ hpmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hpr.rst b/source/elements/oneMath/source/domains/blas/hpr.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/blas/hpr.rst
rename to source/elements/oneMath/source/domains/blas/hpr.rst
index d528c22e06..26b5189e4a 100644
--- a/source/elements/oneMKL/source/domains/blas/hpr.rst
+++ b/source/elements/oneMath/source/domains/blas/hpr.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hpr:
+.. _onemath_blas_hpr:
 
 hpr
 ===
 
 Computes a rank-1 update of a Hermitian packed matrix.
 
-.. _onemkl_blas_hpr_description:
+.. _onemath_blas_hpr_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_hpr_buffer:
+.. _onemath_blas_hpr_buffer:
 
 hpr (Buffer Version)
 --------------------
@@ -78,7 +78,7 @@ hpr (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -120,22 +120,22 @@ hpr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hpr_usm:
+.. _onemath_blas_hpr_usm:
 
 hpr (USM Version)
 -----------------
@@ -175,7 +175,7 @@ hpr (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -229,20 +229,20 @@ hpr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/hpr2.rst b/source/elements/oneMath/source/domains/blas/hpr2.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/hpr2.rst
rename to source/elements/oneMath/source/domains/blas/hpr2.rst
index d0f263ceb8..55556daca0 100644
--- a/source/elements/oneMKL/source/domains/blas/hpr2.rst
+++ b/source/elements/oneMath/source/domains/blas/hpr2.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_hpr2:
+.. _onemath_blas_hpr2:
 
 hpr2
 ====
 
 Performs a rank-2 update of a Hermitian packed matrix.
 
-.. _onemkl_blas_hpr2_description:
+.. _onemath_blas_hpr2_description:
 
 .. rubric:: Description
 
@@ -37,7 +37,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_hpr2_buffer:
+.. _onemath_blas_hpr2_buffer:
 
 hpr2 (Buffer Version)
 ---------------------
@@ -79,7 +79,7 @@ hpr2 (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -129,22 +129,22 @@ hpr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_hpr2_usm:
+.. _onemath_blas_hpr2_usm:
 
 hpr2 (USM Version)
 ------------------
@@ -188,7 +188,7 @@ hpr2 (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -251,20 +251,20 @@ hpr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/iamax.rst b/source/elements/oneMath/source/domains/blas/iamax.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/iamax.rst
rename to source/elements/oneMath/source/domains/blas/iamax.rst
index 708b940f5c..694a3c890e 100644
--- a/source/elements/oneMKL/source/domains/blas/iamax.rst
+++ b/source/elements/oneMath/source/domains/blas/iamax.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_iamax:
+.. _onemath_blas_iamax:
 
 iamax
 =====
 
 Finds the index of the element with the largest absolute value in a vector.
 
-.. _onemkl_blas_iamax_description:
+.. _onemath_blas_iamax_description:
 
 .. rubric:: Description
 
@@ -41,7 +41,7 @@ index of the first ``NaN``.
       * -  ``std::complex<float>`` 
       * -  ``std:complex<double>`` 
 
-.. _onemkl_blas_iamax_buffer:
+.. _onemath_blas_iamax_buffer:
 
 iamax (Buffer Version)
 ----------------------
@@ -105,22 +105,22 @@ iamax (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_iamax_usm:
+.. _onemath_blas_iamax_usm:
 
 iamax (USM Version)
 -------------------
@@ -197,20 +197,20 @@ iamax (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/iamin.rst b/source/elements/oneMath/source/domains/blas/iamin.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/iamin.rst
rename to source/elements/oneMath/source/domains/blas/iamin.rst
index ca84466ded..62a5130d69 100644
--- a/source/elements/oneMKL/source/domains/blas/iamin.rst
+++ b/source/elements/oneMath/source/domains/blas/iamin.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_iamin:
+.. _onemath_blas_iamin:
 
 iamin
 =====
 
 Finds the index of the element with the smallest absolute value.
 
-.. _onemkl_blas_iamin_description:
+.. _onemath_blas_iamin_description:
 
 .. rubric:: Description
 
@@ -42,7 +42,7 @@ index of the first ``NaN``.
       * -  ``std::complex<double>`` 
 
 
-.. _onemkl_blas_iamin_buffer:
+.. _onemath_blas_iamin_buffer:
 
 iamin (Buffer Version)
 ----------------------
@@ -106,22 +106,22 @@ iamin (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_iamin_usm:
+.. _onemath_blas_iamin_usm:
 
 iamin (USM Version)
 -------------------
@@ -198,20 +198,20 @@ iamin (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/imatcopy.rst b/source/elements/oneMath/source/domains/blas/imatcopy.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/imatcopy.rst
rename to source/elements/oneMath/source/domains/blas/imatcopy.rst
index 5c8c0ecfbf..cd81148fad 100644
--- a/source/elements/oneMKL/source/domains/blas/imatcopy.rst
+++ b/source/elements/oneMath/source/domains/blas/imatcopy.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_imatcopy:
+.. _onemath_blas_imatcopy:
 
 imatcopy
 ========
@@ -10,7 +10,7 @@ imatcopy
 Computes an in-place scaled matrix transpose or copy operation
 using a general dense matrix.
 
-.. _onemkl_blas_imatcopy_description:
+.. _onemath_blas_imatcopy_description:
 
 .. rubric:: Description
 
@@ -44,7 +44,7 @@ and ``C`` is ``m`` x ``n`` on input.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_imatcopy_buffer:
+.. _onemath_blas_imatcopy_buffer:
 
 imatcopy (Buffer Version)
 -------------------------
@@ -85,7 +85,7 @@ imatcopy (Buffer Version)
 
    trans
       Specifies op(``C``), the transposition operation applied to the
-      matrix ``C``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``C``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``C`` on input. Must be at least zero.
@@ -149,22 +149,22 @@ imatcopy (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_imatcopy_usm:
+.. _onemath_blas_imatcopy_usm:
 
 imatcopy (USM Version)
 ----------------------
@@ -205,7 +205,7 @@ imatcopy (USM Version)
 
    trans
       Specifies op(``C``), the transposition operation applied to the
-      matrix ``C``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``C``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the matrix ``C`` on input. Must be at least zero.
@@ -280,19 +280,19 @@ imatcopy (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/imatcopy_batch.rst b/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/blas/imatcopy_batch.rst
rename to source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
index 5de027211f..336dab8a39 100644
--- a/source/elements/oneMKL/source/domains/blas/imatcopy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_imatcopy_batch:
+.. _onemath_blas_imatcopy_batch:
 
 imatcopy_batch
 ==============
@@ -10,12 +10,12 @@ imatcopy_batch
 Computes a group of in-place scaled matrix transpose or copy operations
 using general dense matrices.
 
-.. _onemkl_blas_imatcopy_batch_description:
+.. _onemath_blas_imatcopy_batch_description:
 
 .. rubric:: Description
 
 The ``imatcopy_batch`` routines perform a series of in-place scaled matrix
-copies or transpositions. They are batched versions of :ref:`onemkl_blas_imatcopy`,
+copies or transpositions. They are batched versions of :ref:`onemath_blas_imatcopy`,
 but the ``imatcopy_batch`` routines perform their operations with
 groups of matrices. Each group contains matrices with the same parameters.
 
@@ -53,7 +53,7 @@ and buffer memory.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_imatcopy_batch_buffer:
+.. _onemath_blas_imatcopy_batch_buffer:
 
 imatcopy_batch (Buffer Version)
 -------------------------------
@@ -127,7 +127,7 @@ parameter.
 
    trans
       Specifies op(``C``), the transposition operation applied to the
-      matrices ``C``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``C``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of each matrix ``C`` on input. Must be at least zero.
@@ -199,22 +199,22 @@ parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_imatcopy_batch_usm:
+.. _onemath_blas_imatcopy_batch_usm:
    
 imatcopy_batch (USM Version)
 ----------------------------
@@ -491,19 +491,19 @@ matrices is given by the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/nrm2.rst b/source/elements/oneMath/source/domains/blas/nrm2.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/blas/nrm2.rst
rename to source/elements/oneMath/source/domains/blas/nrm2.rst
index 537360cf97..35e42b87a0 100644
--- a/source/elements/oneMKL/source/domains/blas/nrm2.rst
+++ b/source/elements/oneMath/source/domains/blas/nrm2.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_nrm2:
+.. _onemath_blas_nrm2:
 
 nrm2
 ====
 
 Computes the Euclidean norm of a vector.
 
-.. _onemkl_blas_nrm2_description:
+.. _onemath_blas_nrm2_description:
 
 .. rubric:: Description
 
@@ -43,7 +43,7 @@ where:
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_nrm2_buffer:
+.. _onemath_blas_nrm2_buffer:
 
 nrm2 (Buffer Version)
 ---------------------
@@ -101,22 +101,22 @@ nrm2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_nrm2_usm:
+.. _onemath_blas_nrm2_usm:
 
 nrm2 (USM Version)
 ------------------
@@ -187,20 +187,20 @@ nrm2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/omatadd.rst b/source/elements/oneMath/source/domains/blas/omatadd.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/blas/omatadd.rst
rename to source/elements/oneMath/source/domains/blas/omatadd.rst
index 953e572791..1fab023270 100644
--- a/source/elements/oneMKL/source/domains/blas/omatadd.rst
+++ b/source/elements/oneMath/source/domains/blas/omatadd.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_omatadd:
+.. _onemath_blas_omatadd:
 
 omatadd
 =======
 
 Computes a sum of two general dense matrices, with optional transposes.
 
-.. _onemkl_blas_omatadd_description:
+.. _onemath_blas_omatadd_description:
 
 .. rubric:: Description
 
@@ -54,7 +54,7 @@ the following in-place operations:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_omatadd_buffer:
+.. _onemath_blas_omatadd_buffer:
 
 omatadd (Buffer Version)
 ------------------------
@@ -105,11 +105,11 @@ omatadd (Buffer Version)
 
    transa
       Specifies op(``A``), the transposition operation applied to the
-      matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to the
-      matrix ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the result matrix ``C``. Must be at least zero.
@@ -219,22 +219,22 @@ omatadd (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_omatadd_usm:
+.. _onemath_blas_omatadd_usm:
    
 omatadd (USM Version)
 ---------------------
@@ -287,11 +287,11 @@ omatadd (USM Version)
 
    transa
       Specifies op(``A``), the transposition operation applied to the
-      matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to the
-      matrix ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the result matrix ``C``. Must be at least zero.
@@ -411,19 +411,19 @@ omatadd (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/omatadd_batch.rst b/source/elements/oneMath/source/domains/blas/omatadd_batch.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/blas/omatadd_batch.rst
rename to source/elements/oneMath/source/domains/blas/omatadd_batch.rst
index 200acbaae6..cb2b8c335d 100644
--- a/source/elements/oneMKL/source/domains/blas/omatadd_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/omatadd_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_omatadd_batch:
+.. _onemath_blas_omatadd_batch:
 
 omatadd_batch
 =============
@@ -10,12 +10,12 @@ omatadd_batch
 Computes a group of out-of-place scaled matrix additions using general
 dense matrices.
 
-.. _onemkl_blas_omatadd_batch_description:
+.. _onemath_blas_omatadd_batch_description:
 
 .. rubric:: Description
 
 The ``omatadd_batch`` routines perform a series of out-of-place scaled matrix
-additions. They are batched versions of :ref:`onemkl_blas_omatadd`,
+additions. They are batched versions of :ref:`onemath_blas_omatadd`,
 but the ``omatadd_batch`` routines perform their operations with
 groups of matrices. Each group contains matrices with the same parameters.
 
@@ -53,7 +53,7 @@ and buffer memory.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_omatadd_batch_buffer:
+.. _onemath_blas_omatadd_batch_buffer:
 
 omatadd_batch (Buffer Version)
 ------------------------------
@@ -156,11 +156,11 @@ memory, with the exception of the following in-place operations:
 
    transa
       Specifies op(``A``), the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to the
-      matrices ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the result matrix ``C``. Must be at least zero.
@@ -282,22 +282,22 @@ memory, with the exception of the following in-place operations:
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_omatadd_batch_usm:
+.. _onemath_blas_omatadd_batch_usm:
    
 omatadd_batch (USM Version)
 ---------------------------
@@ -616,11 +616,11 @@ in-place operations:
 
    transa
       Specifies op(``A``), the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    transb
       Specifies op(``B``), the transposition operation applied to the
-      matrices ``B``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``B``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the result matrix ``C``. Must be at least zero.
@@ -752,19 +752,19 @@ in-place operations:
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/omatcopy.rst b/source/elements/oneMath/source/domains/blas/omatcopy.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/blas/omatcopy.rst
rename to source/elements/oneMath/source/domains/blas/omatcopy.rst
index b0d99f9bdd..daef2e2262 100644
--- a/source/elements/oneMKL/source/domains/blas/omatcopy.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_omatcopy:
+.. _onemath_blas_omatcopy:
 
 omatcopy
 ========
@@ -10,7 +10,7 @@ omatcopy
 Computes an out-of-place scaled matrix transpose or copy operation
 using a general dense matrix.
 
-.. _onemkl_blas_omatcopy_description:
+.. _onemath_blas_omatcopy_description:
 
 .. rubric:: Description
 
@@ -46,7 +46,7 @@ op(``X``) is one of op(``X``) = ``X``, or op(``X``) = ``X``\ :sup:`T`, or op(``X
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_omatcopy_buffer:
+.. _onemath_blas_omatcopy_buffer:
 
 omatcopy (Buffer Version)
 -------------------------
@@ -89,7 +89,7 @@ omatcopy (Buffer Version)
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the matrix ``A``. Must be at least zero.
@@ -158,22 +158,22 @@ omatcopy (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_omatcopy_usm:
+.. _onemath_blas_omatcopy_usm:
    
 omatcopy (USM Version)
 ----------------------
@@ -218,7 +218,7 @@ omatcopy (USM Version)
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the matrix ``A``. Must be at least zero.
@@ -297,19 +297,19 @@ omatcopy (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/omatcopy2.rst b/source/elements/oneMath/source/domains/blas/omatcopy2.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/blas/omatcopy2.rst
rename to source/elements/oneMath/source/domains/blas/omatcopy2.rst
index 302f321f0e..ebc8530578 100644
--- a/source/elements/oneMKL/source/domains/blas/omatcopy2.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy2.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_omatcopy2:
+.. _onemath_blas_omatcopy2:
 
 omatcopy2
 =========
@@ -10,7 +10,7 @@ omatcopy2
 Computes two-strided scaling and out-of-place transposition or copying of general
 dense matrices.
 
-.. _onemkl_blas_omatcopy2_description:
+.. _onemath_blas_omatcopy2_description:
 
 .. rubric:: Description
 
@@ -54,7 +54,7 @@ op(``X``) is one of op(``X``) = ``X``, or op(``X``) = ``X``\ :sup:`T`, or op(``X
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_omatcopy2_buffer:
+.. _onemath_blas_omatcopy2_buffer:
 
 omatcopy2 (Buffer Version)
 --------------------------
@@ -101,7 +101,7 @@ omatcopy2 (Buffer Version)
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the matrix ``A``. Must be at least zero.
@@ -184,22 +184,22 @@ omatcopy2 (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_omatcopy2_usm:
+.. _onemath_blas_omatcopy2_usm:
    
 omatcopy2 (USM Version)
 -----------------------
@@ -248,7 +248,7 @@ omatcopy2 (USM Version)
 
    trans
       Specifies op(``A``), the transposition operation applied to matrix ``A``.
-      See :ref:`onemkl_datatypes` for more details.
+      See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for the matrix ``A``. Must be at least zero.
@@ -340,19 +340,19 @@ omatcopy2 (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/omatcopy_batch.rst b/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/blas/omatcopy_batch.rst
rename to source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
index c361b3d304..72370390b7 100644
--- a/source/elements/oneMKL/source/domains/blas/omatcopy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_omatcopy_batch:
+.. _onemath_blas_omatcopy_batch:
 
 omatcopy_batch
 ==============
@@ -10,12 +10,12 @@ omatcopy_batch
 Computes a group of out-of-place scaled matrix transpose or copy operations
 using general dense matrices.
 
-.. _onemkl_blas_omatcopy_batch_description:
+.. _onemath_blas_omatcopy_batch_description:
 
 .. rubric:: Description
 
 The ``omatcopy_batch`` routines perform a series of out-of-place scaled matrix
-copies or transpositions. They are batched versions of :ref:`onemkl_blas_omatcopy`,
+copies or transpositions. They are batched versions of :ref:`onemath_blas_omatcopy`,
 but the ``omatcopy_batch`` routines perform their operations with
 groups of matrices. Each group contains matrices with the same parameters.
 
@@ -53,7 +53,7 @@ and buffer memory.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_omatcopy_batch_buffer:
+.. _onemath_blas_omatcopy_batch_buffer:
 
 omatcopy_batch (Buffer Version)
 -------------------------------
@@ -134,7 +134,7 @@ each buffer is given by the ``batch_size`` parameter.
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows for each matrix ``A``. Must be at least zero.
@@ -214,22 +214,22 @@ each buffer is given by the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_omatcopy_batch_usm:
+.. _onemath_blas_omatcopy_batch_usm:
    
 omatcopy_batch (USM Version)
 ----------------------------
@@ -560,19 +560,19 @@ the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/rot.rst b/source/elements/oneMath/source/domains/blas/rot.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/rot.rst
rename to source/elements/oneMath/source/domains/blas/rot.rst
index f7e4b46a0b..30fec7fa49 100644
--- a/source/elements/oneMKL/source/domains/blas/rot.rst
+++ b/source/elements/oneMath/source/domains/blas/rot.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_rot:
+.. _onemath_blas_rot:
 
 rot
 ===
 
 Performs rotation of points in the plane.
 
-.. _onemkl_blas_rot_description:
+.. _onemath_blas_rot_description:
 
 .. rubric:: Description
 
@@ -73,7 +73,7 @@ If ``s`` is a complex type, the operation is defined as:
      -  ``double``
      -  ``double``
 
-.. _onemkl_blas_rot_buffer:
+.. _onemath_blas_rot_buffer:
 
 rot (Buffer Version)
 --------------------
@@ -153,22 +153,22 @@ rot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_rot_usm:
+.. _onemath_blas_rot_usm:
 
 rot (USM Version)
 -----------------
@@ -262,20 +262,20 @@ rot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/rotg.rst b/source/elements/oneMath/source/domains/blas/rotg.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/rotg.rst
rename to source/elements/oneMath/source/domains/blas/rotg.rst
index 0409a2a02f..8e32436af3 100644
--- a/source/elements/oneMKL/source/domains/blas/rotg.rst
+++ b/source/elements/oneMath/source/domains/blas/rotg.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_rotg:
+.. _onemath_blas_rotg:
 
 rotg
 ====
 
 Computes the parameters for a Givens rotation.
 
-.. _onemkl_blas_rotg_description:
+.. _onemath_blas_rotg_description:
 
 .. rubric:: Description
 
@@ -44,7 +44,7 @@ The parameter ``z`` is defined such that if \|\ ``a``\ \| >
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_rotg_buffer:
+.. _onemath_blas_rotg_buffer:
 
 rotg (Buffer Version)
 ---------------------
@@ -109,22 +109,22 @@ rotg (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_rotg_usm:
+.. _onemath_blas_rotg_usm:
 
 rotg (USM Version)
 ------------------
@@ -201,20 +201,20 @@ rotg (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/rotm.rst b/source/elements/oneMath/source/domains/blas/rotm.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/rotm.rst
rename to source/elements/oneMath/source/domains/blas/rotm.rst
index fde25b6ae0..1d28792d9e 100644
--- a/source/elements/oneMKL/source/domains/blas/rotm.rst
+++ b/source/elements/oneMath/source/domains/blas/rotm.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_rotm:
+.. _onemath_blas_rotm:
 
 rotm
 ====
 
 Performs modified Givens rotation of points in the plane.
 
-.. _onemkl_blas_rotm_description:
+.. _onemath_blas_rotm_description:
 
 .. rubric:: Description
 
@@ -34,7 +34,7 @@ transformation matrix.
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_rotm_buffer:
+.. _onemath_blas_rotm_buffer:
 
 rotm (Buffer Version)
 ---------------------
@@ -148,22 +148,22 @@ rotm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_rotm_usm:
+.. _onemath_blas_rotm_usm:
 
 rotm (USM Version)
 ------------------
@@ -291,20 +291,20 @@ rotm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/rotmg.rst b/source/elements/oneMath/source/domains/blas/rotmg.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/blas/rotmg.rst
rename to source/elements/oneMath/source/domains/blas/rotmg.rst
index 2474a105e4..620686cd64 100644
--- a/source/elements/oneMKL/source/domains/blas/rotmg.rst
+++ b/source/elements/oneMath/source/domains/blas/rotmg.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_rotmg:
+.. _onemath_blas_rotmg:
 
 rotmg
 =====
 
 Computes the parameters for a modified Givens rotation.
 
-.. _onemkl_blas_rotmg_description:
+.. _onemath_blas_rotmg_description:
 
 .. rubric:: Description
 
@@ -33,7 +33,7 @@ the resulting vector:
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_rotmg_buffer:
+.. _onemath_blas_rotmg_buffer:
 
 rotmg (Buffer Version)
 ----------------------
@@ -144,22 +144,22 @@ rotmg (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_rotmg_usm:
+.. _onemath_blas_rotmg_usm:
 
 rotmg (USM Version)
 -------------------
@@ -282,20 +282,20 @@ rotmg (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/sbmv.rst b/source/elements/oneMath/source/domains/blas/sbmv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/sbmv.rst
rename to source/elements/oneMath/source/domains/blas/sbmv.rst
index aad42517f5..925a656a58 100644
--- a/source/elements/oneMKL/source/domains/blas/sbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/sbmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_sbmv:
+.. _onemath_blas_sbmv:
 
 sbmv
 ====
 
 Computes a matrix-vector product with a symmetric band matrix.
 
-.. _onemkl_blas_sbmv_description:
+.. _onemath_blas_sbmv_description:
 
 .. rubric:: Description
 
@@ -39,7 +39,7 @@ super-diagonals,
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_sbmv_buffer:
+.. _onemath_blas_sbmv_buffer:
 
 sbmv (Buffer Version)
 ---------------------
@@ -87,7 +87,7 @@ sbmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -140,22 +140,22 @@ sbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_sbmv_usm:
+.. _onemath_blas_sbmv_usm:
 
 sbmv (USM Version)
 ------------------
@@ -205,7 +205,7 @@ sbmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -270,20 +270,20 @@ sbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/scal.rst b/source/elements/oneMath/source/domains/blas/scal.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/blas/scal.rst
rename to source/elements/oneMath/source/domains/blas/scal.rst
index bef42a9e46..c05ab30607 100644
--- a/source/elements/oneMKL/source/domains/blas/scal.rst
+++ b/source/elements/oneMath/source/domains/blas/scal.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_scal:
+.. _onemath_blas_scal:
 
 scal
 ====
 
 Computes the product of a vector by a scalar.
 
-.. _onemkl_blas_scal_description:
+.. _onemath_blas_scal_description:
 
 .. rubric:: Description
 
@@ -49,7 +49,7 @@ where:
       * -  ``std::complex<double>`` 
         -  ``double`` 
 
-.. _onemkl_blas_scal_buffer:
+.. _onemath_blas_scal_buffer:
 
 scal (Buffer Version)
 ---------------------
@@ -109,22 +109,22 @@ scal (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_scal_usm:
+.. _onemath_blas_scal_usm:
 
 scal (USM Version)
 ------------------
@@ -192,20 +192,20 @@ scal (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/sdsdot.rst b/source/elements/oneMath/source/domains/blas/sdsdot.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/sdsdot.rst
rename to source/elements/oneMath/source/domains/blas/sdsdot.rst
index c606e4cdd1..33d3e080e9 100644
--- a/source/elements/oneMKL/source/domains/blas/sdsdot.rst
+++ b/source/elements/oneMath/source/domains/blas/sdsdot.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_sdsdot:
+.. _onemath_blas_sdsdot:
 
 sdsdot
 ======
 
 Computes a vector-vector dot product with double precision.
 
-.. _onemkl_blas_sdsdot_description:
+.. _onemath_blas_sdsdot_description:
 
 .. rubric:: Description
 
@@ -20,7 +20,7 @@ double precision:
 
    result = sb + \sum_{i=1}^{n}X_iY_i
 
-.. _onemkl_blas_sdsdot_buffer:
+.. _onemath_blas_sdsdot_buffer:
 
 sdsdot (Buffer Version)
 -----------------------
@@ -95,22 +95,22 @@ sdsdot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_sdsdot_usm:
+.. _onemath_blas_sdsdot_usm:
 
 sdsdot (USM Version)
 --------------------
@@ -197,20 +197,20 @@ sdsdot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/spmv.rst b/source/elements/oneMath/source/domains/blas/spmv.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/blas/spmv.rst
rename to source/elements/oneMath/source/domains/blas/spmv.rst
index d3bf3b72da..220a6393ce 100644
--- a/source/elements/oneMKL/source/domains/blas/spmv.rst
+++ b/source/elements/oneMath/source/domains/blas/spmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_spmv:
+.. _onemath_blas_spmv:
 
 spmv
 ====
 
 Computes a matrix-vector product with a symmetric packed matrix.
 
-.. _onemkl_blas_spmv_description:
+.. _onemath_blas_spmv_description:
 
 .. rubric:: Description
 
@@ -38,7 +38,7 @@ where:
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_spmv_buffer:
+.. _onemath_blas_spmv_buffer:
 
 spmv (Buffer Version)
 ---------------------
@@ -82,7 +82,7 @@ spmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -127,22 +127,22 @@ spmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_spmv_usm:
+.. _onemath_blas_spmv_usm:
 
 spmv (USM Version)
 ------------------
@@ -188,7 +188,7 @@ spmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -246,20 +246,20 @@ spmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/spr.rst b/source/elements/oneMath/source/domains/blas/spr.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/spr.rst
rename to source/elements/oneMath/source/domains/blas/spr.rst
index 595c8f64e6..366ae00edf 100644
--- a/source/elements/oneMKL/source/domains/blas/spr.rst
+++ b/source/elements/oneMath/source/domains/blas/spr.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_spr:
+.. _onemath_blas_spr:
 
 spr
 ===
 
 Performs a rank-1 update of a symmetric packed matrix.
 
-.. _onemkl_blas_spr_description:
+.. _onemath_blas_spr_description:
 
 .. rubric:: Description
 
@@ -37,7 +37,7 @@ where:
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_spr_buffer:
+.. _onemath_blas_spr_buffer:
 
 spr (Buffer Version)
 --------------------
@@ -75,7 +75,7 @@ spr (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -113,22 +113,22 @@ spr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_spr_usm:
+.. _onemath_blas_spr_usm:
 
 spr (USM Version)
 -----------------
@@ -168,7 +168,7 @@ spr (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -217,20 +217,20 @@ spr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/spr2.rst b/source/elements/oneMath/source/domains/blas/spr2.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/blas/spr2.rst
rename to source/elements/oneMath/source/domains/blas/spr2.rst
index 49a495108b..ae65ecb96d 100644
--- a/source/elements/oneMKL/source/domains/blas/spr2.rst
+++ b/source/elements/oneMath/source/domains/blas/spr2.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_spr2:
+.. _onemath_blas_spr2:
 
 spr2
 ====
 
 Computes a rank-2 update of a symmetric packed matrix.
 
-.. _onemkl_blas_spr2_description:
+.. _onemath_blas_spr2_description:
 
 .. rubric:: Description
 
@@ -37,7 +37,7 @@ where:
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_blas_spr2_buffer:
+.. _onemath_blas_spr2_buffer:
 
 spr2 (Buffer Version)
 ---------------------
@@ -79,7 +79,7 @@ spr2 (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -124,22 +124,22 @@ spr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_spr2_usm:
+.. _onemath_blas_spr2_usm:
 
 spr2 (USM Version)
 ------------------
@@ -183,7 +183,7 @@ spr2 (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -241,20 +241,20 @@ spr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/swap.rst b/source/elements/oneMath/source/domains/blas/swap.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/swap.rst
rename to source/elements/oneMath/source/domains/blas/swap.rst
index 0f01714e40..0007ad418b 100644
--- a/source/elements/oneMKL/source/domains/blas/swap.rst
+++ b/source/elements/oneMath/source/domains/blas/swap.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_swap:
+.. _onemath_blas_swap:
 
 swap
 ====
 
 Swaps a vector with another vector.
 
-.. _onemkl_blas_swap_description:
+.. _onemath_blas_swap_description:
 
 .. rubric:: Description
 
@@ -38,7 +38,7 @@ other.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_swap_buffer:
+.. _onemath_blas_swap_buffer:
 
 swap (Buffer Version)
 ---------------------
@@ -110,22 +110,22 @@ swap (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_swap_usm:
+.. _onemath_blas_swap_usm:
 
 swap (USM Version)
 ------------------
@@ -209,20 +209,20 @@ swap (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/symm.rst b/source/elements/oneMath/source/domains/blas/symm.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/blas/symm.rst
rename to source/elements/oneMath/source/domains/blas/symm.rst
index f65bca11fa..d9a6d72f41 100644
--- a/source/elements/oneMKL/source/domains/blas/symm.rst
+++ b/source/elements/oneMath/source/domains/blas/symm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_symm:
+.. _onemath_blas_symm:
 
 symm
 ====
@@ -10,7 +10,7 @@ symm
 Computes a matrix-matrix product where one input matrix is symmetric
 and one matrix is general.
 
-.. _onemkl_blas_symm_description:
+.. _onemath_blas_symm_description:
 
 .. rubric:: Description
 
@@ -51,7 +51,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_symm_buffer:
+.. _onemath_blas_symm_buffer:
 
 symm (Buffer Version)
 ---------------------
@@ -102,11 +102,11 @@ symm (Buffer Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the multiplication
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``B`` and ``C``. The value of ``m`` must be at
@@ -179,22 +179,22 @@ symm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_symm_usm:
+.. _onemath_blas_symm_usm:
 
 symm (USM Version)
 ------------------
@@ -248,11 +248,11 @@ symm (USM Version)
    left_right
       Specifies whether ``A`` is on the left side of the
       multiplication (``side::left``) or on the right side
-      (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether ``A``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of ``B`` and ``C``. The value of ``m`` must be
@@ -337,20 +337,20 @@ symm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/symv.rst b/source/elements/oneMath/source/domains/blas/symv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/symv.rst
rename to source/elements/oneMath/source/domains/blas/symv.rst
index e79e3574c9..d3d66a9368 100644
--- a/source/elements/oneMKL/source/domains/blas/symv.rst
+++ b/source/elements/oneMath/source/domains/blas/symv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_symv:
+.. _onemath_blas_symv:
 
 symv
 ====
 
 Computes a matrix-vector product for a symmetric matrix.
 
-.. _onemkl_blas_symv_description:
+.. _onemath_blas_symv_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_symv_buffer:
+.. _onemath_blas_symv_buffer:
 
 symv (Buffer Version)
 ---------------------
@@ -86,7 +86,7 @@ symv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -135,22 +135,22 @@ symv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_symv_usm:
+.. _onemath_blas_symv_usm:
 
 symv (USM Version)
 ------------------
@@ -198,7 +198,7 @@ symv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -260,20 +260,20 @@ symv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/syr.rst b/source/elements/oneMath/source/domains/blas/syr.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/blas/syr.rst
rename to source/elements/oneMath/source/domains/blas/syr.rst
index 18d7137d4d..937bcf1378 100644
--- a/source/elements/oneMKL/source/domains/blas/syr.rst
+++ b/source/elements/oneMath/source/domains/blas/syr.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_syr:
+.. _onemath_blas_syr:
 
 syr
 ===
 
 Computes a rank-1 update of a symmetric matrix.
 
-.. _onemkl_blas_syr_description:
+.. _onemath_blas_syr_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_syr_buffer:
+.. _onemath_blas_syr_buffer:
 
 syr (Buffer Version)
 --------------------
@@ -80,7 +80,7 @@ syr (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -121,22 +121,22 @@ syr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_syr_usm:
+.. _onemath_blas_syr_usm:
 
 syr (USM Version)
 -----------------
@@ -178,7 +178,7 @@ syr (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -230,20 +230,20 @@ syr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/syr2.rst b/source/elements/oneMath/source/domains/blas/syr2.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/syr2.rst
rename to source/elements/oneMath/source/domains/blas/syr2.rst
index 00e6191b4e..8903ed0fc9 100644
--- a/source/elements/oneMKL/source/domains/blas/syr2.rst
+++ b/source/elements/oneMath/source/domains/blas/syr2.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_syr2:
+.. _onemath_blas_syr2:
 
 syr2
 ====
 
 Computes a rank-2 update of a symmetric matrix.
 
-.. _onemkl_blas_syr2_description:
+.. _onemath_blas_syr2_description:
 
 .. rubric:: Description
 
@@ -40,7 +40,7 @@ where:
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_syr2_buffer:
+.. _onemath_blas_syr2_buffer:
 
 syr2 (Buffer Version)
 ---------------------
@@ -84,7 +84,7 @@ syr2 (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -133,22 +133,22 @@ syr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_syr2_usm:
+.. _onemath_blas_syr2_usm:
 
 syr2 (USM Version)
 ------------------
@@ -194,7 +194,7 @@ syr2 (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of columns of ``A``. Must be at least zero.
@@ -255,20 +255,20 @@ syr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/syr2k.rst b/source/elements/oneMath/source/domains/blas/syr2k.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/blas/syr2k.rst
rename to source/elements/oneMath/source/domains/blas/syr2k.rst
index 8be26c8940..9e5c66fc3a 100644
--- a/source/elements/oneMKL/source/domains/blas/syr2k.rst
+++ b/source/elements/oneMath/source/domains/blas/syr2k.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_syr2k:
+.. _onemath_blas_syr2k:
 
 syr2k
 =====
 
 Performs a symmetric rank-2k update.
 
-.. _onemkl_blas_syr2k_description:
+.. _onemath_blas_syr2k_description:
 
 .. rubric:: Description
 
@@ -53,7 +53,7 @@ The inner dimension of both matrix multiplications is ``k``.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_syr2k_buffer:
+.. _onemath_blas_syr2k_buffer:
 
 syr2k (Buffer Version)
 ----------------------
@@ -104,7 +104,7 @@ syr2k (Buffer Version)
 
    upper_lower
       Specifies whether ``C``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies the operation to apply, as described above. Conjugation
@@ -223,22 +223,22 @@ syr2k (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_syr2k_usm:
+.. _onemath_blas_syr2k_usm:
 
 syr2k (USM Version)
 -------------------
@@ -291,7 +291,7 @@ syr2k (USM Version)
 
    upper_lower
       Specifies whether ``C``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies the operation to apply, as described above.
@@ -422,20 +422,20 @@ syr2k (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/syrk.rst b/source/elements/oneMath/source/domains/blas/syrk.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/syrk.rst
rename to source/elements/oneMath/source/domains/blas/syrk.rst
index cdc35413cc..f4e8138603 100644
--- a/source/elements/oneMKL/source/domains/blas/syrk.rst
+++ b/source/elements/oneMath/source/domains/blas/syrk.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_syrk:
+.. _onemath_blas_syrk:
 
 syrk
 ====
 
 Performs a symmetric rank-k update.
 
-.. _onemkl_blas_syrk_description:
+.. _onemath_blas_syrk_description:
 
 .. rubric:: Description
 
@@ -42,7 +42,7 @@ Here op(``A``) is ``n``-by-``k``, and ``C`` is ``n``-by-``n``.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_syrk_buffer:
+.. _onemath_blas_syrk_buffer:
 
 syrk (Buffer Version)
 ---------------------
@@ -89,10 +89,10 @@ syrk (Buffer Version)
 
    upper_lower
       Specifies whether ``C``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A`` (See :ref:`onemkl_datatypes` for more details). Conjugation is never performed, even if ``trans`` = ``transpose::conjtrans``.
+      Specifies op(``A``), the transposition operation applied to ``A`` (See :ref:`onemath_datatypes` for more details). Conjugation is never performed, even if ``trans`` = ``transpose::conjtrans``.
 
    n
       Number of rows and columns in ``C``. The value of ``n`` must be at
@@ -169,22 +169,22 @@ syrk (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_syrk_usm:
+.. _onemath_blas_syrk_usm:
 
 syrk (USM Version)
 ------------------
@@ -233,11 +233,11 @@ syrk (USM Version)
 
    upper_lower
       Specifies whether ``C``'s data is stored in its upper or lower
-      triangle. See :ref:`onemkl_datatypes` for more details.
+      triangle. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A`` (See :ref:`onemkl_datatypes` for more details). Conjugation is never performed, even if
+      ``A`` (See :ref:`onemath_datatypes` for more details). Conjugation is never performed, even if
       ``trans`` = ``transpose::conjtrans``.
 
    n
@@ -322,20 +322,20 @@ syrk (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/syrk_batch.rst b/source/elements/oneMath/source/domains/blas/syrk_batch.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/blas/syrk_batch.rst
rename to source/elements/oneMath/source/domains/blas/syrk_batch.rst
index c106468dcc..4959c7e734 100644
--- a/source/elements/oneMKL/source/domains/blas/syrk_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/syrk_batch.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_syrk_batch:
+.. _onemath_blas_syrk_batch:
 
 syrk_batch
 ==========
 
 Computes a group of ``syrk`` operations.
 
-.. _onemkl_blas_syrk_batch_description:
+.. _onemath_blas_syrk_batch_description:
 
 .. rubric:: Description
 
-The ``syrk_batch`` routines are batched versions of :ref:`onemkl_blas_syrk`, performing
+The ``syrk_batch`` routines are batched versions of :ref:`onemath_blas_syrk`, performing
 multiple ``syrk`` operations in a single call. Each ``syrk`` 
 operation perform a rank-k update with general matrices.
    
@@ -28,7 +28,7 @@ operation perform a rank-k update with general matrices.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_syrk_batch_buffer:
+.. _onemath_blas_syrk_batch_buffer:
 
 syrk_batch (Buffer Version)
 ---------------------------
@@ -109,12 +109,12 @@ of matrices in ``a`` and ``c`` buffers is given by the ``batch_size`` parameter.
 
    upper_lower
       Specifies whether data in ``C`` is stored in its upper or lower triangle.
-      For more details, see :ref:`onemkl_datatypes`.
+      For more details, see :ref:`onemath_datatypes`.
 
    trans
       Specifies op(``A``) the transposition operation applied to the
       matrix ``A``. Conjugation is never performed, even if trans =
-      transpose::conjtrans. See :ref:`onemkl_datatypes` for more
+      transpose::conjtrans. See :ref:`onemath_datatypes` for more
       details.
 
    n
@@ -181,22 +181,22 @@ of matrices in ``a`` and ``c`` buffers is given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_syrk_batch_usm:
+.. _onemath_blas_syrk_batch_usm:
 
 syrk_batch (USM Version)
 ---------------------------
@@ -301,7 +301,7 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
 
    trans
       Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
-      the rank-k update in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      the rank-k update in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    n
       Array of ``group_count`` integers. ``n[i]`` specifies the
@@ -429,12 +429,12 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
 
    upper_lower
       Specifies whether data in ``C`` is stored in its upper or lower triangle.
-      For more details, see :ref:`onemkl_datatypes`.
+      For more details, see :ref:`onemath_datatypes`.
 
    trans
       Specifies op(``A``) the transposition operation applied to the
       matrices ``A``. Conjugation is never performed, even if trans =
-      transpose::conjtrans. See :ref:`onemkl_datatypes` for more
+      transpose::conjtrans. See :ref:`onemath_datatypes` for more
       details.
 
    n
@@ -510,20 +510,20 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/tbmv.rst b/source/elements/oneMath/source/domains/blas/tbmv.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/tbmv.rst
rename to source/elements/oneMath/source/domains/blas/tbmv.rst
index 6de8c9f655..cd94325251 100644
--- a/source/elements/oneMKL/source/domains/blas/tbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/tbmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_tbmv:
+.. _onemath_blas_tbmv:
 
 tbmv
 ====
 
 Computes a matrix-vector product using a triangular band matrix.
 
-.. _onemkl_blas_tbmv_description:
+.. _onemath_blas_tbmv_description:
 
 .. rubric:: Description
 
@@ -41,7 +41,7 @@ triangular band matrix, with (``k`` + 1) diagonals,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_tbmv_buffer:
+.. _onemath_blas_tbmv_buffer:
 
 tbmv (Buffer Version)
 ---------------------
@@ -85,13 +85,13 @@ tbmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -130,22 +130,22 @@ tbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_tbmv_usm:
+.. _onemath_blas_tbmv_usm:
 
 tbmv (USM Version)
 ------------------
@@ -191,14 +191,14 @@ tbmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -248,20 +248,20 @@ tbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/tbsv.rst b/source/elements/oneMath/source/domains/blas/tbsv.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/blas/tbsv.rst
rename to source/elements/oneMath/source/domains/blas/tbsv.rst
index 0bd82caffa..c37a109e88 100644
--- a/source/elements/oneMKL/source/domains/blas/tbsv.rst
+++ b/source/elements/oneMath/source/domains/blas/tbsv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_tbsv:
+.. _onemath_blas_tbsv:
 
 tbsv
 ====
@@ -10,7 +10,7 @@ tbsv
 Solves a system of linear equations whose coefficients are in a
 triangular band matrix.
 
-.. _onemkl_blas_tbsv_description:
+.. _onemath_blas_tbsv_description:
 
 .. rubric:: Description
 
@@ -43,7 +43,7 @@ triangular band matrix, with (``k`` + 1) diagonals,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_tbsv_buffer:
+.. _onemath_blas_tbsv_buffer:
 
 tbsv (Buffer Version)
 ---------------------
@@ -87,13 +87,13 @@ tbsv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -132,22 +132,22 @@ tbsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_tbsv_usm:
+.. _onemath_blas_tbsv_usm:
 
 tbsv (USM Version)
 ------------------
@@ -193,14 +193,14 @@ tbsv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Number of rows and columns of ``A``. Must be at least zero.
@@ -250,20 +250,20 @@ tbsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/tpmv.rst b/source/elements/oneMath/source/domains/blas/tpmv.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/blas/tpmv.rst
rename to source/elements/oneMath/source/domains/blas/tpmv.rst
index a15b57c622..901483ae62 100644
--- a/source/elements/oneMKL/source/domains/blas/tpmv.rst
+++ b/source/elements/oneMath/source/domains/blas/tpmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_tpmv:
+.. _onemath_blas_tpmv:
 
 tpmv
 ====
 
 Computes a matrix-vector product using a triangular packed matrix.
 
-.. _onemkl_blas_tpmv_description:
+.. _onemath_blas_tpmv_description:
 
 .. rubric:: Description
 
@@ -41,7 +41,7 @@ triangular band matrix, supplied in packed form,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_tpmv_buffer:
+.. _onemath_blas_tpmv_buffer:
 
 tpmv (Buffer Version)
 ---------------------
@@ -81,13 +81,13 @@ tpmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -118,22 +118,22 @@ tpmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_tpmv_usm:
+.. _onemath_blas_tpmv_usm:
 
 tpmv (USM Version)
 ------------------
@@ -175,14 +175,14 @@ tpmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -225,20 +225,20 @@ tpmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/tpsv.rst b/source/elements/oneMath/source/domains/blas/tpsv.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/blas/tpsv.rst
rename to source/elements/oneMath/source/domains/blas/tpsv.rst
index e5f67633bd..9a14c1590a 100644
--- a/source/elements/oneMKL/source/domains/blas/tpsv.rst
+++ b/source/elements/oneMath/source/domains/blas/tpsv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_tpsv:
+.. _onemath_blas_tpsv:
 
 tpsv
 ====
@@ -10,7 +10,7 @@ tpsv
 Solves a system of linear equations whose coefficients are in a
 triangular packed matrix.
 
-.. _onemkl_blas_tpsv_description:
+.. _onemath_blas_tpsv_description:
 
 .. rubric:: Description
 
@@ -43,7 +43,7 @@ triangular band matrix, supplied in packed form,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_tpsv_buffer:
+.. _onemath_blas_tpsv_buffer:
 
 tpsv (Buffer Version)
 ---------------------
@@ -85,13 +85,13 @@ tpsv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -123,22 +123,22 @@ tpsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_tpsv_usm:
+.. _onemath_blas_tpsv_usm:
 
 tpsv (USM Version)
 ------------------
@@ -182,14 +182,14 @@ tpsv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -233,20 +233,20 @@ tpsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/trmm.rst b/source/elements/oneMath/source/domains/blas/trmm.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/blas/trmm.rst
rename to source/elements/oneMath/source/domains/blas/trmm.rst
index e864846675..72b144cc18 100644
--- a/source/elements/oneMKL/source/domains/blas/trmm.rst
+++ b/source/elements/oneMath/source/domains/blas/trmm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_trmm:
+.. _onemath_blas_trmm:
 
 trmm
 ====
@@ -10,7 +10,7 @@ trmm
 Computes a matrix-matrix product where one input matrix is triangular
 and one input matrix is general.
 
-.. _onemkl_blas_trmm_description:
+.. _onemath_blas_trmm_description:
 
 .. rubric:: Description
 
@@ -68,7 +68,7 @@ Here ``B`` and ``C`` are  ``m`` x ``n`` and ``A`` is either ``m`` x ``m`` or
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_trmm_buffer:
+.. _onemath_blas_trmm_buffer:
 
 trmm (Buffer Version)
 ---------------------
@@ -120,17 +120,17 @@ trmm (Buffer Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the multiplication
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether ``A`` is assumed to be unit triangular (all
-      diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of ``B``. The value of ``m`` must be
@@ -187,19 +187,19 @@ trmm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
 **Out-of-place API**
 --------------------
@@ -256,16 +256,16 @@ trmm (Buffer Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the multiplication
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
-      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifices the number of rows of ``B``. The value of ``m`` must be at least zero.
@@ -313,22 +313,22 @@ trmm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
         
-.. _onemkl_blas_trmm_usm:
+.. _onemath_blas_trmm_usm:
 
 trmm (USM Version)
 ------------------
@@ -383,19 +383,19 @@ trmm (USM Version)
    left_right
       Specifies whether ``A`` is on the left side of the
       multiplication (``side::left``) or on the right side
-      (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether the matrix ``A`` is upper or lower
-      triangular. See :ref:`onemkl_datatypes` for more details.
+      triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether ``A`` is assumed to be unit triangular (all
-      diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of ``B``. The value of ``m`` must
@@ -463,20 +463,20 @@ trmm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 **Out-of-place API**
 --------------------
@@ -535,16 +535,16 @@ trmm (USM Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the multiplication
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
-      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifices the number of rows of ``B``. The value of ``m`` must be at least zero.
@@ -596,18 +596,18 @@ trmm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/trmv.rst b/source/elements/oneMath/source/domains/blas/trmv.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/blas/trmv.rst
rename to source/elements/oneMath/source/domains/blas/trmv.rst
index e660a932a2..ec13be0b33 100644
--- a/source/elements/oneMKL/source/domains/blas/trmv.rst
+++ b/source/elements/oneMath/source/domains/blas/trmv.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_trmv:
+.. _onemath_blas_trmv:
 
 trmv
 ====
 
 Computes a matrix-vector product using a triangular matrix.
 
-.. _onemkl_blas_trmv_description:
+.. _onemath_blas_trmv_description:
 
 .. rubric:: Description
 
@@ -41,7 +41,7 @@ triangular band matrix,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_trmv_buffer:
+.. _onemath_blas_trmv_buffer:
 
 trmv (Buffer Version)
 ---------------------
@@ -83,13 +83,13 @@ trmv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -124,22 +124,22 @@ trmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_trmv_usm:
+.. _onemath_blas_trmv_usm:
 
 trmv (USM Version)
 ------------------
@@ -183,14 +183,14 @@ trmv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -236,20 +236,20 @@ trmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/trsm.rst b/source/elements/oneMath/source/domains/blas/trsm.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/blas/trsm.rst
rename to source/elements/oneMath/source/domains/blas/trsm.rst
index 70bac6b62c..4695cc9e19 100644
--- a/source/elements/oneMKL/source/domains/blas/trsm.rst
+++ b/source/elements/oneMath/source/domains/blas/trsm.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_trsm:
+.. _onemath_blas_trsm:
 
 trsm
 ====
 
 Solves a triangular matrix equation (forward or backward solve).
 
-.. _onemkl_blas_trsm_description:
+.. _onemath_blas_trsm_description:
 
 .. rubric:: Description
 
@@ -66,7 +66,7 @@ For the out-of-place operation, ``B`` remains untouched and the solution is adde
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_trsm_buffer:
+.. _onemath_blas_trsm_buffer:
 
 trsm (Buffer Version)
 ---------------------
@@ -118,17 +118,17 @@ trsm (Buffer Version)
 
    left_right
       Specifies whether ``A`` multiplies ``X`` on the left
-      (``side::left``) or on the right (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether ``A`` is assumed to be unit triangular (all
-      diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of ``B``. The value of ``m`` must be
@@ -184,19 +184,19 @@ trsm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 **Out-of-place API**
 --------------------
@@ -253,16 +253,16 @@ trsm (Buffer Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the matrix solve
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
-      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifices the number of rows of ``B``. The value of ``m`` must be at least zero.
@@ -310,22 +310,22 @@ trsm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
 
-.. _onemkl_blas_trsm_usm:
+.. _onemath_blas_trsm_usm:
 
 trsm (USM Version)
 ------------------
@@ -379,19 +379,19 @@ trsm (USM Version)
 
    left_right
       Specifies whether ``A`` multiplies ``X`` on the left
-      (``side::left``) or on the right (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether the matrix ``A`` is upper or lower
-      triangular. See :ref:`onemkl_datatypes` for more details.
+      triangular. See :ref:`onemath_datatypes` for more details.
 
    transa
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether ``A`` is assumed to be unit triangular (all
-      diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifies the number of rows of ``B``. The value of ``m`` must
@@ -458,20 +458,20 @@ trsm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
 **Out-of-place API**
 --------------------
@@ -530,16 +530,16 @@ trsm (USM Version)
 
    left_right
       Specifies whether ``A`` is on the left side of the matrix solve
-      (``side::left``) or on the right side (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right side (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to matrix ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
-      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is assumed to be unit triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Specifices the number of rows of ``B``. The value of ``m`` must be at least zero.
@@ -591,19 +591,19 @@ trsm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
    
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMKL/source/domains/blas/trsm_batch.rst b/source/elements/oneMath/source/domains/blas/trsm_batch.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/blas/trsm_batch.rst
rename to source/elements/oneMath/source/domains/blas/trsm_batch.rst
index e31b403f66..4042873b4c 100644
--- a/source/elements/oneMKL/source/domains/blas/trsm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/trsm_batch.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_trsm_batch:
+.. _onemath_blas_trsm_batch:
 
 trsm_batch
 ==========
 
 Computes a group of ``trsm`` operations.
 
-.. _onemkl_blas_trsm_batch_description:
+.. _onemath_blas_trsm_batch_description:
 
 .. rubric:: Description
 
-The ``trsm_batch`` routines are batched versions of :ref:`onemkl_blas_trsm`, performing
+The ``trsm_batch`` routines are batched versions of :ref:`onemath_blas_trsm`, performing
 multiple ``trsm`` operations in a single call. Each ``trsm`` 
 solves an equation of the form op(A) \* X = alpha \* B or X \* op(A) = alpha \* B. 
    
@@ -28,7 +28,7 @@ solves an equation of the form op(A) \* X = alpha \* B or X \* op(A) = alpha \*
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_trsm_batch_buffer:
+.. _onemath_blas_trsm_batch_buffer:
 
 trsm_batch (Buffer Version)
 ---------------------------
@@ -121,19 +121,19 @@ of matrices in ``a`` and ``b`` buffers are given by the ``batch_size`` parameter
 
    left_right
       Specifies whether the matrices ``A`` multiply ``X`` on the left
-      (``side::left``) or on the right (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether the matrices ``A`` are upper or lower
-      triangular. See :ref:`onemkl_datatypes` for more details.
+      triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether the matrices ``A`` are assumed to be unit
-      triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of the ``B`` matrices. Must be at least zero.
@@ -190,19 +190,19 @@ of matrices in ``a`` and ``b`` buffers are given by the ``batch_size`` parameter
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
 trsm_batch (USM Version)
 ---------------------------
@@ -320,19 +320,19 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
    left_right
       Array of ``group_count`` ``oneapi::mkl::side`` values. ``left_right[i]`` specifies whether ``A`` multiplies
       ``X`` on the left (``side::left``) or on the right
-      (``side::right``) for every ``trsm`` operation in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      (``side::right``) for every ``trsm`` operation in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Array of ``group_count`` ``oneapi::mkl::uplo`` values. ``upper_lower[i]`` specifies whether ``A`` is upper or lower
-      triangular for every matrix in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      triangular for every matrix in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    trans
       Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used
-      for every ``trsm`` operation in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      for every ``trsm`` operation in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Array of ``group_count`` ``oneapi::mkl::diag`` values. ``unit_diag[i]`` specifies whether ``A`` is assumed to
-      be unit triangular (all diagonal elements are 1) for every matrix in group ``i``. See :ref:`onemkl_datatypes` for more details.
+      be unit triangular (all diagonal elements are 1) for every matrix in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
       Array of ``group_count`` integers. ``m[i]`` specifies the
@@ -450,19 +450,19 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
 
    left_right
       Specifies whether the matrices ``A`` multiply ``X`` on the left
-      (``side::left``) or on the right (``side::right``). See :ref:`onemkl_datatypes` for more details.
+      (``side::left``) or on the right (``side::right``). See :ref:`onemath_datatypes` for more details.
 
    upper_lower
       Specifies whether the matrices ``A`` are upper or lower
-      triangular. See :ref:`onemkl_datatypes` for more details.
+      triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to the
-      matrices ``A``. See :ref:`onemkl_datatypes` for more details.
+      matrices ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
       Specifies whether the matrices ``A`` are assumed to be unit
-      triangular (all diagonal elements are 1). See :ref:`onemkl_datatypes` for more details.
+      triangular (all diagonal elements are 1). See :ref:`onemath_datatypes` for more details.
 
    m
       Number of rows of the ``B`` matrices. Must be at least zero.
@@ -525,20 +525,20 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMKL/source/domains/blas/trsv.rst b/source/elements/oneMath/source/domains/blas/trsv.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/blas/trsv.rst
rename to source/elements/oneMath/source/domains/blas/trsv.rst
index bc72a057dc..99f1b40aa9 100644
--- a/source/elements/oneMKL/source/domains/blas/trsv.rst
+++ b/source/elements/oneMath/source/domains/blas/trsv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_blas_trsv:
+.. _onemath_blas_trsv:
 
 trsv
 ====
@@ -10,7 +10,7 @@ trsv
 Solves a system of linear equations whose coefficients are in a
 triangular matrix.
 
-.. _onemkl_blas_trsv_description:
+.. _onemath_blas_trsv_description:
 
 .. rubric:: Description
 
@@ -42,7 +42,7 @@ triangular matrix,
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_blas_trsv_buffer:
+.. _onemath_blas_trsv_buffer:
 
 trsv (Buffer Version)
 ---------------------
@@ -84,13 +84,13 @@ trsv (Buffer Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemkl_datatypes` for more details.
+      Specifies op(``A``), the transposition operation applied to ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -124,22 +124,22 @@ trsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
-.. _onemkl_blas_trsv_usm:
+.. _onemath_blas_trsv_usm:
 
 trsv (USM Version)
 ------------------
@@ -183,14 +183,14 @@ trsv (USM Version)
       The queue where the routine should be executed.
 
    upper_lower
-      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether ``A`` is upper or lower triangular. See :ref:`onemath_datatypes` for more details.
 
    trans
       Specifies op(``A``), the transposition operation applied to
-      ``A``. See :ref:`onemkl_datatypes` for more details.
+      ``A``. See :ref:`onemath_datatypes` for more details.
 
    unit_nonunit
-      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemkl_datatypes` for more details.
+      Specifies whether the matrix ``A`` is unit triangular or not. See :ref:`onemath_datatypes` for more details.
 
    n
       Numbers of rows and columns of ``A``. Must be at least zero.
@@ -236,20 +236,20 @@ trsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMKL/source/domains/dense_linear_algebra.inc.rst b/source/elements/oneMath/source/domains/dense_linear_algebra.inc.rst
similarity index 53%
rename from source/elements/oneMKL/source/domains/dense_linear_algebra.inc.rst
rename to source/elements/oneMath/source/domains/dense_linear_algebra.inc.rst
index 517ce35169..98d4eef97e 100644
--- a/source/elements/oneMKL/source/domains/dense_linear_algebra.inc.rst
+++ b/source/elements/oneMath/source/domains/dense_linear_algebra.inc.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dense_linear_algebra:
+.. _onemath_dense_linear_algebra:
 
 Dense Linear Algebra
 ---------------------
 
 This section contains information about dense linear algebra routines:
 
-:ref:`matrix-storage` provides information about dense matrix and vector storage formats that are used by oneMKL :ref:`onemkl_blas` and :ref:`onemkl_lapack`.
+:ref:`matrix-storage` provides information about dense matrix and vector storage formats that are used by oneMath :ref:`onemath_blas` and :ref:`onemath_lapack`.
 
-:ref:`onemkl_blas` provides vector, matrix-vector, and matrix-matrix routines for dense matrices and vector operations.
+:ref:`onemath_blas` provides vector, matrix-vector, and matrix-matrix routines for dense matrices and vector operations.
 
 :ref:`value_or_pointer` describes some details of how scalar parameters (such as ``alpha`` and ``beta``) are handled so that users may pass either values or pointers for these parameters.
 
-:ref:`onemkl_lapack` provides more complex dense linear algebra routines, e.g., matrix factorization, solving dense systems of linear equations, least square problems, eigenvalue and singular value problems, and performing a number of related computational tasks.
+:ref:`onemath_lapack` provides more complex dense linear algebra routines, e.g., matrix factorization, solving dense systems of linear equations, least square problems, eigenvalue and singular value problems, and performing a number of related computational tasks.
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/dft/compute_backward.rst b/source/elements/oneMath/source/domains/dft/compute_backward.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/dft/compute_backward.rst
rename to source/elements/oneMath/source/domains/dft/compute_backward.rst
index 2065f4a606..8b067427f8 100644
--- a/source/elements/oneMKL/source/domains/dft/compute_backward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_backward.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_compute_backward:
+.. _onemath_dft_compute_backward:
 
 The ``compute_backward`` function templates
 ===========================================
@@ -13,7 +13,7 @@ computation of backward DFT(s), as defined by a (committed)
 templates are declared in the ``oneapi::mkl::dft`` namespace; the usage of
 prepended namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
 
-.. _onemkl_dft_compute_backward_description:
+.. _onemath_dft_compute_backward_description:
 
 .. rubric:: Description
 
@@ -36,7 +36,7 @@ progress of the enqueued DFT calculations.
    done, for instance, by labeling them as friend functions to the
    ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
 
-.. onemkl_dft_compute_backward_buffer:
+.. onemath_dft_compute_backward_buffer:
 
 ``compute_backward`` (Buffer versions)
 --------------------------------------
@@ -207,7 +207,7 @@ progress of the enqueued DFT calculations.
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``.
 
-.. onemkl_dft_compute_backward_usm:
+.. onemath_dft_compute_backward_usm:
 
 ``compute_backward`` (USM versions)
 -----------------------------------
@@ -393,4 +393,4 @@ progress of the enqueued DFT calculations.
    routines, which may depend on the result of the backward transform(s) before
    proceeding with other operations.
 
-**Parent topic:** :ref:`onemkl_dft`
+**Parent topic:** :ref:`onemath_dft`
diff --git a/source/elements/oneMKL/source/domains/dft/compute_forward.rst b/source/elements/oneMath/source/domains/dft/compute_forward.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/dft/compute_forward.rst
rename to source/elements/oneMath/source/domains/dft/compute_forward.rst
index 4543b18d5c..a9d550f23c 100644
--- a/source/elements/oneMKL/source/domains/dft/compute_forward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_forward.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_compute_forward:
+.. _onemath_dft_compute_forward:
 
 The ``compute_forward`` function templates
 ==========================================
@@ -13,7 +13,7 @@ computation of forward DFT(s), as defined by a (committed)
 templates are declared in the ``oneapi::mkl::dft`` namespace; the usage of
 prepended namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
 
-.. _onemkl_dft_compute_forward_description:
+.. _onemath_dft_compute_forward_description:
 
 .. rubric:: Description
 
@@ -36,7 +36,7 @@ progress of the enqueued DFT calculations.
    done, for instance, by labeling them as friend functions to the
    ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
 
-.. onemkl_dft_compute_forward_buffer:
+.. onemath_dft_compute_forward_buffer:
 
 ``compute_forward`` (Buffer versions)
 -------------------------------------
@@ -208,7 +208,7 @@ progress of the enqueued DFT calculations.
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``.
 
-.. onemkl_dft_compute_forward_usm:
+.. onemath_dft_compute_forward_usm:
 
 ``compute_forward`` (USM versions)
 ----------------------------------
@@ -394,4 +394,4 @@ progress of the enqueued DFT calculations.
    routines, which may depend on the result of the forward transform(s) before
    proceeding with other operations.
 
-**Parent topic:** :ref:`onemkl_dft`
+**Parent topic:** :ref:`onemath_dft`
diff --git a/source/elements/oneMKL/source/domains/dft/config_params/data_layouts.rst b/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/dft/config_params/data_layouts.rst
rename to source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
index 9720aea80b..796366ae06 100644
--- a/source/elements/oneMKL/source/domains/dft/config_params/data_layouts.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_config_data_layouts:
+.. _onemath_dft_config_data_layouts:
 
 Configuration of data layouts
 -----------------------------
@@ -20,7 +20,7 @@ accordingly, ``config_param::FWD_DISTANCE`` (resp.
 specifying the distances between successive data sequences in the forward (resp.
 backward) domain.
 
-Using the notations from the :ref:`introduction<onemkl_dft_definitions>` and the
+Using the notations from the :ref:`introduction<onemath_dft_definitions>` and the
 superscript :math:`\text{fwd}` (resp. :math:`\text{bwd}`) for data sequences
 belonging to forward (resp. backward) domain, for any :math:`m` and multi-index
 :math:`\left(k_1, k_2, \ldots, k_d\right)` within :ref:`valid
@@ -35,31 +35,31 @@ imaginary part thereof – of the relevant data sequence is located at index
 of the corresponding data container (``sycl::buffer`` object or
 device-accessible USM allocation) provided to the compute function, the base
 data type of which is (possibly implicitly re-interpreted) as documented in the
-:ref:`table<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`
+:ref:`table<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`
 below. In the index expression :eq:`eq_idx_data_layout`,
 :math:`\text{x} = \text{f}` (resp. :math:`\text{x} = \text{b}`) for entries of
 forward-domain (resp. backward-domain) data sequences and
 
 - :math:`s^{\text{xwd}}_j`, :math:`\forall j \in \lbrace 0, \ldots, d\rbrace`
   represents the :ref:`offset and generalized
-  strides<onemkl_dft_fwd_bwd_strides>` defining the locations of entries within
+  strides<onemath_dft_fwd_bwd_strides>` defining the locations of entries within
   each :math:`d`-dimensional data sequence in the forward (resp. backward)
   domain if :math:`\text{x} = \text{f}` (resp. if :math:`\text{x} = \text{b}`),
   counted in number of elements of the relevant :ref:`implicitly-assumed
-  elementary data type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`;
+  elementary data type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`;
 - :math:`l^{\text{xwd}}` represents the
-  :ref:`distance<onemkl_dft_num_dft_data_layouts_batched_dfts>` between successive
+  :ref:`distance<onemath_dft_num_dft_data_layouts_batched_dfts>` between successive
   :math:`d`-dimensional data sequences in the forward (resp. backward) domain if
   :math:`\text{x} = \text{f}` (resp. if :math:`\text{x} = \text{b}`), counted
   in number of elements of the relevant :ref:`implicitly-assumed elementary data
-  type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`.
+  type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`.
 
 .. note::
     All data sequences (or respective real and imaginary parts thereof if
     separately stored) must belong to the same block allocation, as a
     consequence of the generalized index :eq:`eq_idx_data_layout`.
 
-.. _onemkl_dft_config_data_implicitly_assumed_elementary_data_type:
+.. _onemath_dft_config_data_implicitly_assumed_elementary_data_type:
 
 .. rubric:: Implicitly-assumed elementary data type 
 
@@ -108,7 +108,7 @@ its configuration value for ``config_param::COMPLEX_STORAGE`` (first 2 columns).
       -   ``double``
       -   ``std::complex<double>``
 
-.. _onemkl_dft_num_dft_data_layouts_batched_dfts:
+.. _onemath_dft_num_dft_data_layouts_batched_dfts:
 
 .. rubric:: Configuring data layouts for batched transforms
 
@@ -125,9 +125,9 @@ configuration parameter ``config_param::NUMBER_OF_TRANSFORMS``. In that case,
 the configuration parameters ``config_param::FWD_DISTANCE`` and
 ``config_param::BWD_DISTANCE`` *must also* be set explicitly since their default
 configuration values of :math:`0` would break the :ref:`consistency
-requirements<onemkl_dft_data_layout_requirements>` for any :math:`M > 1`.
+requirements<onemath_dft_data_layout_requirements>` for any :math:`M > 1`.
 
-.. _onemkl_dft_fwd_bwd_strides:
+.. _onemath_dft_fwd_bwd_strides:
 
 .. rubric:: Configuring strides in forward and backward domains
 
@@ -145,7 +145,7 @@ The default values set for the forward and backward strides correspond to the
 data layout configurations for unbatched, in-place transforms using unit stride
 along the last dimension with no offset (and minimal padding in forward
 domain in case of real descriptors, aligning with the :ref:`requirements for
-in-place transforms<onemkl_dft_data_layout_requirements>`). In other words, the
+in-place transforms<onemath_dft_data_layout_requirements>`). In other words, the
 default values are :math:`s^{\text{fwd}}_0 = s^{\text{bwd}}_0 = 0`,
 :math:`s^{\text{fwd}}_d = s^{\text{bwd}}_d = 1` and, for :math:`d`-dimensional
 DFTs with :math:`d > 1`,
@@ -158,7 +158,7 @@ DFTs with :math:`d > 1`,
   for :math:`k \in \lbrace 1, \ldots, d - 2\rbrace` (for
   :math:`\text{x} = \text{f}` and :math:`\text{x} = \text{b}`).
 
-.. _onemkl_dft_data_layout_requirements:
+.. _onemath_dft_data_layout_requirements:
 
 .. rubric:: General consistency requirements
 
@@ -168,7 +168,7 @@ under consideration. In other words, there must not be one index value as
 expressed in :eq:`eq_idx_data_layout` that corresponds to two different
 :math:`(d+1)`-tuples :math:`(m, k_{1}, k_{2}, \dots, k_d)` that are both within
 the :ref:`elementary range of indices considered by
-oneMKL<onemkl_dft_elementary_range_of_indices>`.
+oneMath<onemath_dft_elementary_range_of_indices>`.
 
 Additionally, for in-place transforms (configuration value
 ``config_value::INPLACE`` associated with configuration parameter
@@ -178,14 +178,14 @@ abide by following "*consistency requirement*": the memory address(es) of
 leading entry(ies) along the last dimension must be identical in forward and
 backward domains. Specifically, considering any :math:`(d+1)`-tuple
 :math:`(m, k_{1}, k_{2}, \dots, k_{d-1}, 0)` within :ref:`valid
-range<onemkl_dft_elementary_range_of_indices>`, the memory address of the
+range<onemath_dft_elementary_range_of_indices>`, the memory address of the
 element of corresponding index value :eq:`eq_idx_data_layout` in forward domain
 (considering the :ref:`implicitly assumed
-type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>` in forward
+type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>` in forward
 domain) must be identical to the memory address of the element of corresponding
 index value :eq:`eq_idx_data_layout` in backward domain (considering the
 :ref:`implicitly assumed
-type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>` in
+type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>` in
 backward domain). Equivalently,
 
 - for complex descriptors, the offset, stride(s) (and distances, if relevant)
@@ -197,7 +197,7 @@ backward domain). Equivalently,
   this leads to some data padding being required in forward domain if unit
   strides are used along the last dimension in forward and backward domains.
 
-.. _onemkl_dft_io_strides_deprecated:
+.. _onemath_dft_io_strides_deprecated:
 
 .. rubric:: Configuring strides for input and output data [deprecated, **not** recommended]
 
@@ -214,7 +214,7 @@ configuration parameter ``config_param::INPUT_STRIDES`` if
 :math:`\text{x} = \text{o}`).
 
 The values of :math:`s^{\text{i}}_{j}` and :math:`s^{\text{o}}_{j}` are to be
-used and considered by oneMKL if and only if
+used and considered by oneMath if and only if
 :math:`s^{\text{fwd}}_{j} = s^{\text{bwd}}_{j} = 0, \forall j \in \lbrace 0, 1, \ldots, d\rbrace`.
 This will happen automatically if ``config_param::INPUT_STRIDES`` and
 ``config_param::OUTPUT_STRIDES`` are set and ``config_param::FWD_STRIDES`` and
@@ -275,7 +275,7 @@ forward and backward domains must be supported by successfully-committed
     which is **not** to be supported. If such a configuration is attempted, an
     exception is to be thrown at commit time due to invalid configuration, as
     the stride values that were implicitly reset surely invalidate the
-    :ref:`consistency requirements<onemkl_dft_data_layout_requirements>` for any
+    :ref:`consistency requirements<onemath_dft_data_layout_requirements>` for any
     non-trivial DFT.
 
 If specifying the data layout strides using these deprecated configuration
@@ -302,4 +302,4 @@ parameters are deprecated. A warning message "{IN,OUT}PUT_STRIDES are deprecated
 please use {F,B}WD_STRIDES, instead." is to be reported to applications using
 these configuration parameters.
 
-**Parent topic** :ref:`onemkl_dft_enums`
+**Parent topic** :ref:`onemath_dft_enums`
diff --git a/source/elements/oneMKL/source/domains/dft/config_params/storage_formats.rst b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/dft/config_params/storage_formats.rst
rename to source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
index 7a8dfcdaea..e3a21cdbc6 100644
--- a/source/elements/oneMKL/source/domains/dft/config_params/storage_formats.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_data_storage:
+.. _onemath_dft_data_storage:
 
 Data storage
 ============
@@ -15,7 +15,7 @@ whether it is a real or complex descriptor and, in case of complex descriptors,
 on the configuration value associated with configuration parameter
 ``config_param::COMPLEX_STORAGE``.
 
-.. _onemkl_dft_complex_storage:
+.. _onemath_dft_complex_storage:
 
 Complex descriptors
 -------------------
@@ -36,7 +36,7 @@ and imaginary parts of those entries are accessed and stored as ``float`` (resp.
 
 These two behaviors are further specified and illustrated below.
 
-.. _onemkl_dft_complex_storage_complex_complex:
+.. _onemath_dft_complex_storage_complex_complex:
 
 .. rubric:: ``config_value::COMPLEX_COMPLEX`` for ``config_param::COMPLEX_STORAGE``
 
@@ -88,7 +88,7 @@ USM allocations.
     // Upon completion of ev, in backward domain: entry {m;k1,k2,k3}
     //   = Z[ strides[0] + k1*strides[1] + k2*strides[2] + k3*strides[3] + m*dist ]
 
-.. _onemkl_dft_complex_storage_real_real:
+.. _onemath_dft_complex_storage_real_real:
 
 .. rubric:: ``config_value::REAL_REAL`` for ``config_param::COMPLEX_STORAGE``
 
@@ -146,7 +146,7 @@ USM allocations.
     // and the imaginary part of entry {m;k1,k2,k3}
     //   = ZI[ strides[0] + k1*strides[1] + k2*strides[2] + k3*strides[3] + m*dist ]
 
-.. _onemkl_dft_real_storage:
+.. _onemath_dft_real_storage:
 
 Real descriptors
 ----------------
@@ -197,4 +197,4 @@ forward and backward domains, with USM allocations.
     //   Note: if n3/2 < k3 < n3, entry {m;k1,k2,k3} is not stored explicitly
     //   since it is equal to std::conj(entry {m;n1-k1,n2-k2,n3-k3})
 
-**Parent topic** :ref:`onemkl_dft_enums`
+**Parent topic** :ref:`onemath_dft_enums`
diff --git a/source/elements/oneMKL/source/domains/dft/config_params/workspace_placement.rst b/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/dft/config_params/workspace_placement.rst
rename to source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
index d187810fe6..517779cb8e 100644
--- a/source/elements/oneMKL/source/domains/dft/config_params/workspace_placement.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_config_workspace_placement:
+.. _onemath_dft_config_workspace_placement:
 
 Workspace placement
 -------------------
@@ -36,7 +36,7 @@ it manages its workspace automatically (configuration value
 ``config_value::WORKSPACE_AUTOMATIC``) or if it is to be provided with an
 external workspace (configuration value ``config_value::WORKSPACE_EXTERNAL``).
 
-.. _onemkl_dft_config_value_workspace_automatic:
+.. _onemath_dft_config_value_workspace_automatic:
 
 .. rubric:: Automatically-managed workspace
 
@@ -44,7 +44,7 @@ The default value for the ``config_param::WORKSPACE_PLACEMENT`` is ``config_valu
 
 When set to ``config_value::WORKSPACE_AUTOMATIC`` the user does not need to provide an external workspace. The workspace will be automatically managed by the backend library.
 
-.. _onemkl_dft_config_value_workspace_external:
+.. _onemath_dft_config_value_workspace_external:
 
 .. rubric:: Externally-managed workspace
 
@@ -58,7 +58,7 @@ More details can be found in the section dedicated to the ``set_workspace``
 :ref:`member function<onemkl_dft_descriptor_set_workspace>` and in the typical
 usage illustrated :ref:`below<onemkl_dft_typical_usage_of_workspace_external>`.
 
-.. _onemkl_dft_typical_usage_of_workspace_external:
+.. _onemath_dft_typical_usage_of_workspace_external:
 
 Typical usage of externally-managed workspaces
 ++++++++++++++++++++++++++++++++++++++++++++++
@@ -97,5 +97,5 @@ This is shown in the following example code:
    // 5. Now USM compute functions can be called.
 
 
-**Parent topic:** :ref:`onemkl_dft_enums`
+**Parent topic:** :ref:`onemath_dft_enums`
 
diff --git a/source/elements/oneMKL/source/domains/dft/descriptor.rst b/source/elements/oneMath/source/domains/dft/descriptor.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/dft/descriptor.rst
rename to source/elements/oneMath/source/domains/dft/descriptor.rst
index 2cdd7f8130..52f56c843b 100644
--- a/source/elements/oneMKL/source/domains/dft/descriptor.rst
+++ b/source/elements/oneMath/source/domains/dft/descriptor.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_descriptor:
+.. _onemath_dft_descriptor:
 
 The ``descriptor`` class template
 =================================
@@ -104,7 +104,7 @@ desired calculations to the ``sycl::queue`` object it was given when committing
        };
    }
 
-.. _onemkl_dft_descriptor_template_parameters:
+.. _onemath_dft_descriptor_template_parameters:
 
 .. rubric:: Template parameters
 
@@ -126,7 +126,7 @@ desired calculations to the ``sycl::queue`` object it was given when committing
   ``domain::REAL``) as ``dom`` are referred to as "complex descriptors" (resp.
   "real descriptors").
 
-.. _onemkl_dft_descriptor_member_table:
+.. _onemath_dft_descriptor_member_table:
 
 .. rubric:: Member functions of the ``descriptor`` class template
 
@@ -257,7 +257,7 @@ without copying them.
       than what is supported by the library implementation.
    
 
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
 
 .. _onemkl_dft_descriptor_assignment_operators:
@@ -310,9 +310,9 @@ The copy assignment operator results in a deep copy.
       If any memory allocations on host have failed, for instance due to
       insufficient memory.
 
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
-.. _onemkl_dft_descriptor_set_value:
+.. _onemath_dft_descriptor_set_value:
 
 ``set_value`` member functions
 ++++++++++++++++++++++++++++++
@@ -490,7 +490,7 @@ to inform about the recommended alternative.
 **Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
 
 
-.. _onemkl_dft_descriptor_get_value:
+.. _onemath_dft_descriptor_get_value:
 
 ``get_value`` member functions
 ++++++++++++++++++++++++++++++
@@ -698,9 +698,9 @@ to inform about the recommended alternative.
       If the queried ``param`` is valid, but not supported by the library
       implementation.
 
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
-.. _onemkl_dft_descriptor_set_workspace:
+.. _onemath_dft_descriptor_set_workspace:
 
 ``set_workspace`` member function
 +++++++++++++++++++++++++++++++++
@@ -789,9 +789,9 @@ be used in compute calls. However, the aforementioned restrictions will still ap
       If ``set_workspace`` is called before the descriptor is committed.
 
 
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
-.. _onemkl_dft_descriptor_commit:
+.. _onemath_dft_descriptor_commit:
 
 ``commit`` member function
 ++++++++++++++++++++++++++
@@ -805,7 +805,7 @@ the targeted device. Objects of any ``descriptor`` class **must** be committed
 prior to using them in any call to ``compute_forward`` or ``compute_backward``
 (which trigger actual DFT calculations).
 
-As specified :ref:`above<onemkl_dft_descriptor_set_value>`, all required
+As specified :ref:`above<onemath_dft_descriptor_set_value>`, all required
 configuration parameters must be set before this function is called. Any change
 in configuration operated on a ``descriptor`` object via a call to its
 ``set_value`` member function *after* it was committed results in an undefined
@@ -851,6 +851,6 @@ called again.
    ``oneapi::mkl::device_bad_alloc()``
       If any device or shared memory allocation fail.
  
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
-**Parent topic:** :ref:`onemkl_dft`
+**Parent topic:** :ref:`onemath_dft`
diff --git a/source/elements/oneMKL/source/domains/dft/dft.rst b/source/elements/oneMath/source/domains/dft/dft.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/dft/dft.rst
rename to source/elements/oneMath/source/domains/dft/dft.rst
index 7268c7cf76..92a3358a30 100644
--- a/source/elements/oneMKL/source/domains/dft/dft.rst
+++ b/source/elements/oneMath/source/domains/dft/dft.rst
@@ -2,15 +2,15 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft:
+.. _onemath_dft:
 
 Discrete Fourier Transform Functions
 ------------------------------------
 
-oneMKL provides a DPC++ interface to :math:`d`-dimensional :math:`\left(d \in
+oneMath provides a DPC++ interface to :math:`d`-dimensional :math:`\left(d \in
 \mathbb{Z}_{>0}\right)` Discrete Fourier Transforms (DFTs).
 
-.. _onemkl_dft_definitions:
+.. _onemath_dft_definitions:
 
 Definitions
 +++++++++++
@@ -29,7 +29,7 @@ For every :math:`m \in \lbrace 0, 1, \ldots, M - 1 \rbrace`, the DFT of sequence
 :math:`w^{m}` is the :math:`d`-dimensional discrete sequence :math:`z^{m}` of
 length(s) :math:`n_1 \times n_2 \times \dots \times n_d` whose entries are defined as
 
-.. _onemkl_dft_formula:
+.. _onemath_dft_formula:
 
 .. math::
     z^{m}_{k_1, k_2,\ldots, k_d} = \sigma_{\delta} \displaystyle\sum_{j_d=0}^{n_d-1}\dots\displaystyle\sum_{j_2=0}^{n_2-1}\displaystyle\sum_{j_1=0}^{n_1-1} w^{m}_{j_1, j_2,\dots,j_d} \exp \left[ \delta 2\pi \imath \left( \sum_{\ell=1}^{d} \frac{j_{\ell}k_{\ell}}{n_{\ell}} \right) \right],
@@ -99,7 +99,7 @@ elementary range
 - :math:`0 \leq k_d < n_d`, except for backward domain's data sequences of real DFTs;
 - :math:`0 \leq k_d \leq \lfloor\frac{n_d}{2}\rfloor`, for backward domain's data sequences of real DFTs.
 
-.. _onemkl_dft_additional_constraints_in_bwd_domain_for_real_dft:
+.. _onemath_dft_additional_constraints_in_bwd_domain_for_real_dft:
 
 Additional constraints for data in backward domain of real DFTs
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -121,12 +121,12 @@ DFTs. Specifically, for any of the :math:`M` sequences,
   that this case falls back to the above constraint if :math:`n_1 = 2`).
 
 .. note::
-  The behavior of oneMKL is undefined for real backward DFT if the input data
-  does not satisfy those constraints. oneMKL considers it the user's
+  The behavior of oneMath is undefined for real backward DFT if the input data
+  does not satisfy those constraints. oneMath considers it the user's
   responsibility to guarantee that these constraints are satisfied by the input
   data for real backward DFTs.
 
-.. _onemkl_dft_recommended_usage:
+.. _onemath_dft_recommended_usage:
 
 Recommended usage
 +++++++++++++++++
@@ -174,7 +174,7 @@ Summary table
 The table below summarizes the identifiers of the ``oneapi::mkl::dft`` namespace
 relevant to computing DFTs.
 
-.. _onemkl_dft_summary_table:
+.. _onemath_dft_summary_table:
 .. container::
 
 
@@ -229,7 +229,7 @@ relevant to computing DFTs.
                  :ref:`dedicated page<onemkl_dft_compute_backward>`).
 
 
-**Parent topic:** :ref:`onemkl_domains`
+**Parent topic:** :ref:`onemath_domains`
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/dft/enums_and_config_params.rst b/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/dft/enums_and_config_params.rst
rename to source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
index 6c86a0e9b8..f888282215 100644
--- a/source/elements/oneMKL/source/domains/dft/enums_and_config_params.rst
+++ b/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_dft_enums:
+.. _onemath_dft_enums:
 
 DFT-related scoped enumeration types
 ------------------------------------
@@ -33,7 +33,7 @@ namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
         -   Type for non-numeric configuration values corresponding to some of
             the :ref:`configuration parameters<onemkl_dft_enum_config_param>`.
 
-.. _onemkl_dft_enum_precision:
+.. _onemath_dft_enum_precision:
 
 ``precision``
 +++++++++++++
@@ -68,7 +68,7 @@ data, the computation being carried out by oneMKL and the delivered results.
         -   Double-precision floating-point format (FP64) is used for data
             representation and arithmetic operations.
 
-.. _onemkl_dft_enum_domain:
+.. _onemath_dft_enum_domain:
 
 ``domain``
 ++++++++++
@@ -102,7 +102,7 @@ the backward domain type is always complex.
         -   The forward domain is the set of complex :math:`d`-dimensional sequences.
 
 
-.. _onemkl_dft_enum_config_param:
+.. _onemath_dft_enum_config_param:
 
 ``config_param``
 ++++++++++++++++
@@ -240,7 +240,7 @@ Values in this scoped enumeration type represent configuration parameters for
             :math:`\left(\cdot\right)^{m + 1}_{k_1, k_2, \ldots, k_d}` for all
             :math:`0\leq m < M - 1` and
             :math:`\left(k_1, k_2, \ldots, k_d\right)` in
-            :ref:`valid range<onemkl_dft_elementary_range_of_indices>`. This is
+            :ref:`valid range<onemath_dft_elementary_range_of_indices>`. This is
             relevant (and *must* be set) for batched DFT(s), *i.e.*, if
             :math:`M > 1`.
         -   | ``std::int64_t``
@@ -254,7 +254,7 @@ Values in this scoped enumeration type represent configuration parameters for
             :math:`\left(\cdot\right)^{m + 1}_{k_1, k_2, \ldots, k_d}` for all
             :math:`0\leq m < M - 1` and
             :math:`\left(k_1, k_2, \ldots, k_d\right)` in
-            :ref:`valid range<onemkl_dft_elementary_range_of_indices>`. This is
+            :ref:`valid range<onemath_dft_elementary_range_of_indices>`. This is
             relevant (and *must* be set) for batched DFT(s), *i.e.*, if
             :math:`M > 1`.
         -   | ``std::int64_t``
@@ -274,7 +274,7 @@ Values in this scoped enumeration type represent configuration parameters for
         -   | ``std::int64_t``
             | [N/A]
 
-.. _onemkl_dft_enum_config_value:
+.. _onemath_dft_enum_config_value:
 
 ``config_value``
 ++++++++++++++++
@@ -341,7 +341,7 @@ configuration values associated with some
             available in the page dedicated to
             :ref:`workspace placement<onemkl_dft_config_workspace_placement>`.
 
-**Parent topic:** :ref:`onemkl_dft`
+**Parent topic:** :ref:`onemath_dft`
 
 .. toctree::
    :hidden:
diff --git a/source/elements/oneMKL/source/domains/discrete_fourier_transforms.inc.rst b/source/elements/oneMath/source/domains/discrete_fourier_transforms.inc.rst
similarity index 60%
rename from source/elements/oneMKL/source/domains/discrete_fourier_transforms.inc.rst
rename to source/elements/oneMath/source/domains/discrete_fourier_transforms.inc.rst
index 7bb406723d..bde4870a58 100644
--- a/source/elements/oneMKL/source/domains/discrete_fourier_transforms.inc.rst
+++ b/source/elements/oneMath/source/domains/discrete_fourier_transforms.inc.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_discrete_fourier_transforms:
+.. _onemath_discrete_fourier_transforms:
 
 Discrete Fourier Transforms
 ----------------------------------
 
-The :ref:`onemkl_dft` offer several options for computing Discrete Fourier Transforms (DFTs).
+The :ref:`onemath_dft` offer several options for computing Discrete Fourier Transforms (DFTs).
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/domains.rst b/source/elements/oneMath/source/domains/domains.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/domains.rst
rename to source/elements/oneMath/source/domains/domains.rst
index a243598ae9..741761db8a 100644
--- a/source/elements/oneMKL/source/domains/domains.rst
+++ b/source/elements/oneMath/source/domains/domains.rst
@@ -2,9 +2,9 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_domains:
+.. _onemath_domains:
 
-oneMKL Domains
+oneMath Domains
 ================
 
 This section describes the Data Parallel C++ (DPC++) interface.
diff --git a/source/elements/oneMKL/source/domains/equations/error_functions_plot.jpg b/source/elements/oneMath/source/domains/equations/error_functions_plot.jpg
similarity index 100%
rename from source/elements/oneMKL/source/domains/equations/error_functions_plot.jpg
rename to source/elements/oneMath/source/domains/equations/error_functions_plot.jpg
diff --git a/source/elements/oneMKL/source/domains/equations/inverse_error_functions_plot.jpg b/source/elements/oneMath/source/domains/equations/inverse_error_functions_plot.jpg
similarity index 100%
rename from source/elements/oneMKL/source/domains/equations/inverse_error_functions_plot.jpg
rename to source/elements/oneMath/source/domains/equations/inverse_error_functions_plot.jpg
diff --git a/source/elements/oneMKL/source/domains/equations/rng-leapfrog.png b/source/elements/oneMath/source/domains/equations/rng-leapfrog.png
similarity index 100%
rename from source/elements/oneMKL/source/domains/equations/rng-leapfrog.png
rename to source/elements/oneMath/source/domains/equations/rng-leapfrog.png
diff --git a/source/elements/oneMKL/source/domains/equations/rng-skip-ahead.png b/source/elements/oneMath/source/domains/equations/rng-skip-ahead.png
similarity index 100%
rename from source/elements/oneMKL/source/domains/equations/rng-skip-ahead.png
rename to source/elements/oneMath/source/domains/equations/rng-skip-ahead.png
diff --git a/source/elements/oneMKL/source/domains/lapack/gebrd.rst b/source/elements/oneMath/source/domains/lapack/gebrd.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/gebrd.rst
rename to source/elements/oneMath/source/domains/lapack/gebrd.rst
index 7ff12129c1..c95ce4f547 100644
--- a/source/elements/oneMKL/source/domains/lapack/gebrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/gebrd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gebrd:
+.. _onemath_lapack_gebrd:
 
 gebrd
 =====
@@ -52,12 +52,12 @@ representation:
 If the matrix :math:`A` is real,
 
 -  to compute :math:`Q` and :math:`P` explicitly, call
-   :ref:`onemkl_lapack_orgbr`.
+   :ref:`onemath_lapack_orgbr`.
 
 If the matrix :math:`A` is complex,
 
 -  to compute :math:`Q` and :math:`P` explicitly, call
-   :ref:`onemkl_lapack_ungbr`
+   :ref:`onemath_lapack_ungbr`
 
 gebrd (Buffer Version)
 ----------------------
@@ -95,7 +95,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_gebrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_gebrd_scratchpad_size` function.
 
 .. container:: section
 
@@ -144,17 +144,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -197,7 +197,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type T.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_gebrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_gebrd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -249,17 +249,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -273,6 +273,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/gebrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
similarity index 69%
rename from source/elements/oneMKL/source/domains/lapack/gebrd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
index 264e76cbb1..39500a2f59 100644
--- a/source/elements/oneMKL/source/domains/lapack/gebrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gebrd_scratchpad_size:
+.. _onemath_lapack_gebrd_scratchpad_size:
 
 gebrd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_gebrd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_gebrd` function.
 
 .. rubric:: Description
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_gebrd` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>``
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gebrd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gebrd` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 .. rubric:: Syntax
@@ -39,7 +39,7 @@ Calls to this routine must specify the template parameter explicitly.
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_gebrd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_gebrd` function will be performed.
 
 m
    The number of rows in the matrix :math:`A` (:math:`0 \le m`).
@@ -56,11 +56,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
       Exception is thrown in case of incorrect supplied argument value.
       Position of wrong argument can be determined by `info()` method of exception object.
@@ -69,8 +69,8 @@ This routine shall throw the following exceptions if the associated condition is
 
    .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gebrd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gebrd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/geqrf.rst b/source/elements/oneMath/source/domains/lapack/geqrf.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/lapack/geqrf.rst
rename to source/elements/oneMath/source/domains/lapack/geqrf.rst
index f9c436ce31..9395d54bba 100644
--- a/source/elements/oneMKL/source/domains/lapack/geqrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_geqrf:
+.. _onemath_lapack_geqrf:
 
 geqrf
 =====
@@ -63,7 +63,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_geqrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_geqrf_scratchpad_size` function.
 
 .. container:: section
 
@@ -92,17 +92,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -143,7 +143,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_geqrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_geqrf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -176,17 +176,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -200,6 +200,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/geqrf_batch.rst b/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/lapack/geqrf_batch.rst
rename to source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
index 7c5ffb2112..3b874c25c1 100644
--- a/source/elements/oneMKL/source/domains/lapack/geqrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_geqrf_batch:
+.. _onemath_lapack_geqrf_batch:
 
 geqrf_batch
 ===========
@@ -24,7 +24,7 @@ Computes the QR factorizations of a batch of general matrices.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_geqrf_batch_buffer:
+.. _onemath_lapack_geqrf_batch_buffer:
 
 geqrf_batch (Buffer Version)
 ----------------------------
@@ -79,7 +79,7 @@ scratchpad
    Scratchpad memory to be used by routine for storing intermediate results.
          
 scratchpad_size
-   Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_scratchpad_size` function.
+   Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemath_lapack_geqrf_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -97,13 +97,13 @@ tau
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -113,7 +113,7 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-.. _onemkl_lapack_geqrf_batch_usm:
+.. _onemath_lapack_geqrf_batch_usm:
 
 geqrf_batch (USM Version)
 -------------------------
@@ -171,7 +171,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Group API of the :ref:`onemkl_lapack_geqrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Group API of the :ref:`onemath_lapack_geqrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -198,13 +198,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -261,7 +261,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as the number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemath_lapack_geqrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -288,13 +288,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -304,4 +304,4 @@ This routine shall throw the following exceptions if the associated condition is
 
    If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/geqrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/geqrf_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
index beae625251..144fbf5b6a 100644
--- a/source/elements/oneMKL/source/domains/lapack/geqrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_geqrf_batch_scratchpad_size:
+.. _onemath_lapack_geqrf_batch_scratchpad_size:
 
 geqrf_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_geqrf_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. rubric:: Description
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_geqrf_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_geqrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. rubric:: Syntax
 
@@ -62,7 +62,7 @@ group_sizes
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_geqrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. container:: section
 
@@ -70,18 +70,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_geqrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. rubric:: Syntax
 
@@ -121,7 +121,7 @@ batch_size
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_geqrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. container:: section
 
@@ -129,13 +129,13 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/geqrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
similarity index 70%
rename from source/elements/oneMKL/source/domains/lapack/geqrf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
index 882fd2419b..0be351a195 100644
--- a/source/elements/oneMKL/source/domains/lapack/geqrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_geqrf_scratchpad_size:
+.. _onemath_lapack_geqrf_scratchpad_size:
 
 geqrf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_geqrf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_geqrf` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_geqrf` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>``
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_geqrf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_geqrf` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 .. container:: section
@@ -43,7 +43,7 @@ Calls to this routine must specify the template parameter explicitly.
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_geqrf` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_geqrf` function will be performed.
 
 m
    The number of rows in the matrix :math:`A` (:math:`0 \le m`).
@@ -60,11 +60,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -73,7 +73,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_geqrf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_geqrf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/gerqf.rst b/source/elements/oneMath/source/domains/lapack/gerqf.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/lapack/gerqf.rst
rename to source/elements/oneMath/source/domains/lapack/gerqf.rst
index ff13d24462..5e5f3f7559 100644
--- a/source/elements/oneMKL/source/domains/lapack/gerqf.rst
+++ b/source/elements/oneMath/source/domains/lapack/gerqf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gerqf:
+.. _onemath_lapack_gerqf:
 
 gerqf
 =====
@@ -63,7 +63,7 @@ scratchpad
    Buffer holding scratchpad memory to be used by the routine for storing intermediate results.
    
 scratchpad_size
-   Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the :ref:`onemkl_lapack_gerqf_scratchpad_size` function.
+   Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the :ref:`onemath_lapack_gerqf_scratchpad_size` function.
 
 .. container:: section
 
@@ -87,17 +87,17 @@ tau
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -141,7 +141,7 @@ scratchpad
    Buffer holding scratchpad memory to be used by the routine for storing intermediate results.
    
 scratchpad_size
-   Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the :ref:`onemkl_lapack_gerqf_scratchpad_size` function.
+   Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the :ref:`onemath_lapack_gerqf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -168,17 +168,17 @@ tau
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -192,5 +192,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/gerqf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/gerqf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
index 7970047d65..4faab2b2c9 100644
--- a/source/elements/oneMKL/source/domains/lapack/gerqf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gerqf_scratchpad_size:
+.. _onemath_lapack_gerqf_scratchpad_size:
 
 gerqf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_gerqf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_gerqf` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_gerqf` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gerqf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gerqf` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -64,11 +64,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -77,7 +77,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gerqf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gerqf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/gesvd.rst b/source/elements/oneMath/source/domains/lapack/gesvd.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/lapack/gesvd.rst
rename to source/elements/oneMath/source/domains/lapack/gesvd.rst
index c314fd3087..9195285135 100644
--- a/source/elements/oneMKL/source/domains/lapack/gesvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/gesvd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gesvd:
+.. _onemath_lapack_gesvd:
 
 gesvd
 =====
@@ -24,7 +24,7 @@ Computes the singular value decomposition of a general rectangular matrix.
        * -  ``std::complex<float>``
        * -  ``std::complex<double>``
 
-.. _onemkl_lapack_gesvd_batch_buffer:
+.. _onemath_lapack_gesvd_batch_buffer:
 
 gesvd (Buffer Version)
 ----------------------
@@ -123,7 +123,7 @@ ldvt
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_gesvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_gesvd_scratchpad_size` function.
 
 .. container:: section
 
@@ -185,17 +185,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -308,7 +308,7 @@ ldvt
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_gesvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_gesvd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -373,17 +373,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -405,4 +405,4 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/gesvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/gesvd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
index 275a448fa3..e3b6500f54 100644
--- a/source/elements/oneMKL/source/domains/lapack/gesvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_gesvd_scratchpad_size:
+.. _onemath_lapack_gesvd_scratchpad_size:
 
 gesvd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_gesvd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_gesvd` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_gesvd` funct
          * -  ``std::complex<float>`` 
          * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gesvd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gesvd` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 gesvd_scratchpad_size
@@ -46,7 +46,7 @@ gesvd_scratchpad_size
    .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_gesvd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_gesvd` function will be performed.
 
 jobu
    Must be ``job::allvec``, ``job::somevec``,
@@ -106,11 +106,11 @@ ldvt
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
     Exception is thrown in case of incorrect supplied argument value.
     Position of wrong argument can be determined by `info()` method of exception object.
@@ -119,8 +119,8 @@ This routine shall throw the following exceptions if the associated condition is
 
    .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_gesvd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_gesvd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrf.rst b/source/elements/oneMath/source/domains/lapack/getrf.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/lapack/getrf.rst
rename to source/elements/oneMath/source/domains/lapack/getrf.rst
index 7027641266..c99ff76cda 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrf:
+.. _onemath_lapack_getrf:
 
 getrf
 =====
@@ -66,7 +66,7 @@ lda
 
 scratchpad_size
       Size of scratchpad memory as a number of floating point elements of type ``T``.
-      Size should not be less than the value returned by :ref:`onemkl_lapack_getrf_scratchpad_size` function.
+      Size should not be less than the value returned by :ref:`onemath_lapack_getrf_scratchpad_size` function.
 
 .. container:: section
 
@@ -87,17 +87,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -141,7 +141,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_getrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_getrf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -165,17 +165,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -191,6 +191,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrf_batch.rst b/source/elements/oneMath/source/domains/lapack/getrf_batch.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/lapack/getrf_batch.rst
rename to source/elements/oneMath/source/domains/lapack/getrf_batch.rst
index 6dc2e2f9aa..629f758b98 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrf_batch:
+.. _onemath_lapack_getrf_batch:
 
 getrf_batch
 ===========
@@ -22,7 +22,7 @@ Computes the LU factorizations of a batch of general matrices.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_getrf_batch_buffer:
+.. _onemath_lapack_getrf_batch_buffer:
 
 getrf_batch (Buffer Version)
 ----------------------------
@@ -75,7 +75,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemkl_lapack_getrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemath_lapack_getrf_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -93,13 +93,13 @@ ipiv
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -113,7 +113,7 @@ This routine shall throw the following exceptions if the associated condition is
 
     The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these :math:`U_i` matrices can be obtained by `exceptions()` method of exception object.
 
-.. _onemkl_lapack_getrf_batch_usm:
+.. _onemath_lapack_getrf_batch_usm:
 
 getrf_batch (USM Version)
 -------------------------
@@ -163,7 +163,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemkl_lapack_getrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemath_lapack_getrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -190,13 +190,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -254,7 +254,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_getrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_getrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -281,13 +281,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
     
@@ -301,4 +301,4 @@ This routine shall throw the following exceptions if the associated condition is
 
     The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these :math:`U_i` matrices can be obtained by `exceptions()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/getrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/getrf_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
index 0d422cda00..c34b2f3dad 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrf_batch_scratchpad_size:
+.. _onemath_lapack_getrf_batch_scratchpad_size:
 
 getrf_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_getrf_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_getrf_batch` function.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_getrf_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getrf_batch` function.
 
 .. container:: section
 
@@ -65,7 +65,7 @@ group_sizes
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getrf_batch` function.
 
 .. container:: section
 
@@ -73,18 +73,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getrf_batch` function.
 
 .. container:: section
 
@@ -126,7 +126,7 @@ batch_size
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getrf_batch` function.
 
 .. container:: section
 
@@ -134,14 +134,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
similarity index 71%
rename from source/elements/oneMKL/source/domains/lapack/getrf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
index 7b5591ee8a..b4f1651c98 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrf_scratchpad_size:
+.. _onemath_lapack_getrf_scratchpad_size:
 
 getrf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_getrf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_getrf` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_getrf` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getrf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getrf` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 getrf_scratchpad_size
@@ -46,7 +46,7 @@ getrf_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_getrf` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_getrf` function will be performed.
 
 m
    The number of rows in the matrix :math:`A` (:math:`0 \le m`).
@@ -63,11 +63,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
     Exception is thrown in case of incorrect supplied argument value.
     Position of wrong argument can be determined by `info()` method of exception object.
@@ -76,7 +76,7 @@ This routine shall throw the following exceptions if the associated condition is
 
    .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getrf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getrf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getri.rst b/source/elements/oneMath/source/domains/lapack/getri.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/getri.rst
rename to source/elements/oneMath/source/domains/lapack/getri.rst
index 4356ffba6b..3d89b02c91 100644
--- a/source/elements/oneMKL/source/domains/lapack/getri.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getri:
+.. _onemath_lapack_getri:
 
 getri
 =====
 
 Computes the inverse of an LU-factored general matrix determined by
-:ref:`onemkl_lapack_getrf`.
+:ref:`onemath_lapack_getrf`.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computes the inverse of an LU-factored general matrix determined by
         * -  ``std::complex<double>`` 
 
 The routine computes the inverse :math:`A^{-1}` of a general matrix
-:math:`A`. Before calling this routine, call :ref:`onemkl_lapack_getrf`
+:math:`A`. Before calling this routine, call :ref:`onemath_lapack_getrf`
 to factorize :math:`A`.
 
 getri (BUFFER Version)
@@ -53,19 +53,19 @@ n
    The order of the matrix :math:`A` :math:`(0 \le n)`.
 
 a
-   The buffer ``a`` as returned by :ref:`onemkl_lapack_getrf`. Must
+   The buffer ``a`` as returned by :ref:`onemath_lapack_getrf`. Must
    be of size at least :math:`\text{lda} \cdot \max(1,n)`.
 
 lda
    The leading dimension of ``a`` :math:`(n \le \text{lda})`.
 
 ipiv
-   The buffer as returned by :ref:`onemkl_lapack_getrf`. The
+   The buffer as returned by :ref:`onemath_lapack_getrf`. The
    dimension of ``ipiv`` must be at least :math:`\max(1, n)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_getri_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_getri_scratchpad_size` function.
 
 .. container:: section
 
@@ -83,17 +83,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -125,19 +125,19 @@ n
    The order of the matrix :math:`A` :math:`(0 \le n)`.
 
 a
-   The array as returned by :ref:`onemkl_lapack_getrf`. Must
+   The array as returned by :ref:`onemath_lapack_getrf`. Must
    be of size at least :math:`\text{lda} \cdot \max(1,n)`.
 
 lda
    The leading dimension of ``a`` :math:`(n \le \text{lda})`.
 
 ipiv
-   The array as returned by :ref:`onemkl_lapack_getrf`. The
+   The array as returned by :ref:`onemath_lapack_getrf`. The
    dimension of ``ipiv`` must be at least :math:`\max(1, n)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_getri_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_getri_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -158,17 +158,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -182,5 +182,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getri_batch.rst b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/lapack/getri_batch.rst
rename to source/elements/oneMath/source/domains/lapack/getri_batch.rst
index 3cd2d5e977..a7eafc90b6 100644
--- a/source/elements/oneMKL/source/domains/lapack/getri_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getri_batch:
+.. _onemath_lapack_getri_batch:
 
 getri_batch
 ===========
 
-Computes the inverses of a batch of LU-factored matrices determined by :ref:`onemkl_lapack_getrf_batch`.
+Computes the inverses of a batch of LU-factored matrices determined by :ref:`onemath_lapack_getrf_batch`.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes the inverses of a batch of LU-factored matrices determined by :ref:`one
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_getri_batch_buffer:
+.. _onemath_lapack_getri_batch_buffer:
 
 getri_batch (Buffer Version)
 ----------------------------
@@ -37,7 +37,7 @@ The buffer version of ``getri_batch`` supports only the strided API.
 
 **Strided API**
 
-The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`. Before calling this routine, call the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function to factorize :math:`A_i`.
+The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`. Before calling this routine, call the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function to factorize :math:`A_i`.
 
 .. container:: section
 
@@ -60,7 +60,7 @@ n
   Order of the matrices :math:`A_i` (:math:`0 \le n`).
 
 a
-  Result of the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function.
+  Result of the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`n\le \text{lda}`).
@@ -69,7 +69,7 @@ stride_a
   Stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 ipiv
-  Arrays returned by the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function.
+  Arrays returned by the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function.
 
 stride_ipiv
   Stride between the beginnings of arrays :math:`\text{ipiv}_i` inside the array ``ipiv``.
@@ -81,7 +81,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemkl_lapack_getri_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemath_lapack_getri_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -96,13 +96,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
 
 The ``info`` code of the problem can be obtained by `info()` method of exception object:
@@ -124,7 +124,7 @@ The USM version of ``getri_batch`` supports the group API and strided API.
 
 **Group API**
 
-The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`. Before calling this routine, call the Group API of the :ref:`onemkl_lapack_getrf_batch_usm` function to factorize :math:`A_i`.
+The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`. Before calling this routine, call the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function to factorize :math:`A_i`.
 Total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array.
 
 .. container:: section
@@ -148,13 +148,13 @@ n
   Array of ``group_count`` :math:`n_g` parameters specifying the order of the matrices :math:`A_i` (:math:`0 \le n_g`) belonging to group :math:`g`.
 
 a
-  Result of the Group API of the :ref:`onemkl_lapack_getrf_batch_usm` function.
+  Result of the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function.
 
 lda
   Array of ``group_count`` :math:`\text{lda}_g` parameters specifying the leading dimensions of the matrices :math:`A_i` (:math:`n_g \le \text{lda}_g`) belonging to group :math:`g`.
 
 ipiv
-  Arrays returned by the Group API of the :ref:`onemkl_lapack_getrf_batch_usm` function.
+  Arrays returned by the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function.
 
 group_count
   Number of groups of parameters. Must be at least 0.
@@ -166,7 +166,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of  type ``T``. Size should not be less than the value returned by the Group API of the :ref:`onemkl_lapack_getri_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of  type ``T``. Size should not be less than the value returned by the Group API of the :ref:`onemath_lapack_getri_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -190,13 +190,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -208,7 +208,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 **Strided API**
 
-The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`. Before calling this routine, call the Strided API of the :ref:`onemkl_lapack_getrf_batch_usm` function to factorize :math:`A_i`.
+The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_i`. Before calling this routine, call the Strided API of the :ref:`onemath_lapack_getrf_batch_usm` function to factorize :math:`A_i`.
 
 .. container:: section
    
@@ -231,7 +231,7 @@ n
   Order of the matrices :math:`A_i` (:math:`0 \le n`).
 
 a
-  Result of the Strided API of the :ref:`onemkl_lapack_getrf_batch_usm` function.
+  Result of the Strided API of the :ref:`onemath_lapack_getrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`n \le \text{lda}`).
@@ -240,7 +240,7 @@ stride_a
   Stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 ipiv
-  Arrays returned by the Strided API of the :ref:`onemkl_lapack_getrf_batch_usm` function.
+  Arrays returned by the Strided API of the :ref:`onemath_lapack_getrf_batch_usm` function.
 
 stride_ipiv
   Stride between the beginnings of arrays :math:`\text{ipiv}_i` inside the array ``ipiv``.
@@ -252,7 +252,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size 
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemkl_lapack_getri_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less than the value returned by the Strided API of the :ref:`onemath_lapack_getri_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -276,13 +276,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -292,5 +292,5 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getri_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/lapack/getri_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
index 954f645544..2d367f83a1 100644
--- a/source/elements/oneMKL/source/domains/lapack/getri_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getri_batch_scratchpad_size:
+.. _onemath_lapack_getri_batch_scratchpad_size:
 
 getri_batch_scratchpad_size
 ===========================
 
-Computed size of scratchpad memory required for the :ref:`onemkl_lapack_getri_batch` function.
+Computed size of scratchpad memory required for the :ref:`onemath_lapack_getri_batch` function.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computed size of scratchpad memory required for the :ref:`onemkl_lapack_getri_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getri_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getri_batch` function.
 
 .. container:: section
 
@@ -62,7 +62,7 @@ group_sizes
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getri_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getri_batch` function.
 
 .. container:: section
 
@@ -70,18 +70,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getri_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getri_batch` function.
 
 .. container:: section
 
@@ -120,7 +120,7 @@ batch_size
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getri_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getri_batch` function.
 
 .. container:: section
 
@@ -128,14 +128,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getri_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
similarity index 70%
rename from source/elements/oneMKL/source/domains/lapack/getri_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
index 2be911c9f0..6bad7d04c4 100644
--- a/source/elements/oneMKL/source/domains/lapack/getri_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getri_scratchpad_size:
+.. _onemath_lapack_getri_scratchpad_size:
 
 getri_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_getri` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_getri` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_getri` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getri` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getri` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -47,7 +47,7 @@ getri_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_getri` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_getri` function will be performed.
 
 n
    The order of the matrix :math:`A` :math:`(0 \le n)`.
@@ -61,11 +61,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -74,8 +74,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
      
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getri` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getri` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines` 
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines` 
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrs.rst b/source/elements/oneMath/source/domains/lapack/getrs.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/lapack/getrs.rst
rename to source/elements/oneMath/source/domains/lapack/getrs.rst
index 4a88eedf5a..6ffb4eaaae 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrs:
+.. _onemath_lapack_getrs:
 
 getrs
 =====
@@ -39,7 +39,7 @@ equations:
          -     if ``trans``\ =\ ``oneapi::mkl::transpose::conjtrans``\     
 
 Before calling this routine, you must call
-:ref:`onemkl_lapack_getrf`
+:ref:`onemath_lapack_getrf`
 to compute the LU factorization of :math:`A`.
 
 getrs (Buffer Version)
@@ -83,7 +83,7 @@ nrhs
 
 a
    Buffer containing the factorization of the matrix :math:`A`, as
-   returned by :ref:`onemkl_lapack_getrf`. The second dimension of ``a`` must be at least
+   returned by :ref:`onemath_lapack_getrf`. The second dimension of ``a`` must be at least
    :math:`\max(1, n)`.
 
 lda
@@ -91,7 +91,7 @@ lda
 
 ipiv
    Array, size at least :math:`\max(1, n)`. The ``ipiv`` array, as returned by
-   :ref:`onemkl_lapack_getrf`.
+   :ref:`onemath_lapack_getrf`.
 
 b
    The array ``b`` contains the matrix :math:`B` whose columns are the
@@ -103,7 +103,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_getrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_getrs_scratchpad_size` function.
 
 .. container:: section
 
@@ -121,17 +121,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -183,7 +183,7 @@ nrhs
 
 a
    Pointer to array containing the factorization of the matrix :math:`A`, as
-   returned by :ref:`onemkl_lapack_getrf`. The second dimension of ``a`` must be at least
+   returned by :ref:`onemath_lapack_getrf`. The second dimension of ``a`` must be at least
    :math:`\max(1, n)`.
 
 lda
@@ -191,7 +191,7 @@ lda
 
 ipiv
    Array, size at least :math:`\max(1, n)`. The ``ipiv`` array, as returned by
-   :ref:`onemkl_lapack_getrf`.
+   :ref:`onemath_lapack_getrf`.
 
 b
    The array ``b`` contains the matrix :math:`B` whose columns are the
@@ -203,7 +203,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_getrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_getrs_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -224,17 +224,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -251,4 +251,4 @@ This routine shall throw the following exceptions if the associated condition is
      
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/getrs_batch.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/lapack/getrs_batch.rst
rename to source/elements/oneMath/source/domains/lapack/getrs_batch.rst
index 31f9c63e9f..d79a4b64cf 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrs_batch:
+.. _onemath_lapack_getrs_batch:
 
 getrs_batch
 ===========
@@ -24,7 +24,7 @@ Solves a system of linear equations with a batch of LU-factored square coefficie
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_getrs_batch_buffer:
+.. _onemath_lapack_getrs_batch_buffer:
 
 getrs_batch (Buffer Version)
 ----------------------------
@@ -41,7 +41,7 @@ The buffer version of ``getrs_batch`` supports only the strided API.
  | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
  | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
  | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
- | Before calling this routine, the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function should be called to compute the LU factorizations of :math:`A_i`.
+ | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
 
@@ -73,7 +73,7 @@ nrhs
   Number of right-hand sides (:math:`0 \le \text{nrhs}`).
 
 a
-  Array containing the factorizations of the matrices :math:`A_i`, as returned the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function.
+  Array containing the factorizations of the matrices :math:`A_i`, as returned the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function.
 
 lda
   Leading dimension of :math:`A_i`.
@@ -82,7 +82,7 @@ stride_a
   Stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 ipiv
-  ``ipiv`` array, as returned by the Strided API of the :ref:`onemkl_lapack_getrf_batch_buffer` function.
+  ``ipiv`` array, as returned by the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function.
 
 stride_ipiv
   Stride between the beginnings of arrays :math:`\text{ipiv}_i` inside the array ``ipiv``.
@@ -103,7 +103,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_getrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_getrs_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -118,13 +118,13 @@ b
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -136,7 +136,7 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is zero, then diagonal element of some of :math:`U_i` is zero, and the solve could not be completed. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these :math:`U_i` matrices can be obtained by `exceptions()` method of exception object.
 
-.. _onemkl_lapack_getrs_batch_usm:
+.. _onemath_lapack_getrs_batch_usm:
 
 getrs_batch (USM Version)
 -------------------------
@@ -153,7 +153,7 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
  | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
  | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
  | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
- | Before calling this routine, call the Group API of the :ref:`onemkl_lapack_getrf_batch_usm` function to compute the LU factorizations of :math:`A_i`.
+ | Before calling this routine, call the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function to compute the LU factorizations of :math:`A_i`.
  | Total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array.
 
 .. rubric:: Syntax
@@ -184,13 +184,13 @@ nrhs
   Array of ``group_count`` parameters :math:`\text{nrhs}_g` specifying the number of right-hand sides (:math:`0 \le \text{nrhs}_g`) for group :math:`g`.
 
 a
-  Array of ``batch_size`` pointers to factorizations of the matrices :math:`A_i`, as returned by the Group API of the:ref:`onemkl_lapack_getrf_batch_usm` function.
+  Array of ``batch_size`` pointers to factorizations of the matrices :math:`A_i`, as returned by the Group API of the:ref:`onemath_lapack_getrf_batch_usm` function.
 
 lda
   Array of ``group_count`` parameters :math:`\text{lda}_g` specifying the leading dimensions of :math:`A_i` from group :math:`g`.
 
 ipiv
-  ``ipiv`` array, as returned by the Group API of the :ref:`onemkl_lapack_getrf_batch_usm` function.
+  ``ipiv`` array, as returned by the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function.
 
 b 
   The array containing ``batch_size`` pointers to the matrices :math:`B_i` whose columns are the right-hand sides for the systems of equations.
@@ -208,7 +208,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
     
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemkl_lapack_getrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemath_lapack_getrs_batch_scratchpad_size` function.
   
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -232,13 +232,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by info() method of exception object:
 
@@ -256,7 +256,7 @@ This routine shall throw the following exceptions if the associated condition is
  | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
  | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
  | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
- | Before calling this routine, the Strided API of the :ref:`onemkl_lapack_getrf_batch` function should be called to compute the LU factorizations of :math:`A_i`.
+ | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
 
@@ -288,7 +288,7 @@ nrhs
   Number of right-hand sides (:math:`0 \le \text{nrhs}`).
 
 a
-  Array containing the factorizations of the matrices :math:`A_i`, as returned by the Strided API of the:ref:`onemkl_lapack_getrf_batch_usm` function.
+  Array containing the factorizations of the matrices :math:`A_i`, as returned by the Strided API of the:ref:`onemath_lapack_getrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i`.
@@ -318,7 +318,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
     
 scratchpad_size 
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_getrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_getrs_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -342,13 +342,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
     
@@ -361,5 +361,5 @@ This routine shall throw the following exceptions if the associated condition is
    If ``info`` is zero, then diagonal element of some of :math:`U_i` is zero, and the solve could not be completed. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these :math:`U_i` matrices can be obtained by `exceptions()` method of exception object.
 
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/lapack/getrs_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
index 14d36d9223..f1bb7e5721 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrs_batch_scratchpad_size:
+.. _onemath_lapack_getrs_batch_scratchpad_size:
 
 getrs_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_getrs_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_getrs_batch` function.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_getrs_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getrs_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getrs_batch` function.
 
 .. container:: section
 
@@ -74,7 +74,7 @@ group_sizes
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_getrs_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_getrs_batch` function.
 
 .. container:: section
 
@@ -82,18 +82,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getrs_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getrs_batch` function.
 
 .. container:: section
 
@@ -147,7 +147,7 @@ batch_size
    
    .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_getrs_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_getrs_batch` function.
 
 .. container:: section
 
@@ -155,14 +155,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/getrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/lapack/getrs_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
index ec3484716d..e3d608f255 100644
--- a/source/elements/oneMKL/source/domains/lapack/getrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_getrs_scratchpad_size:
+.. _onemath_lapack_getrs_scratchpad_size:
 
 getrs_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_getrs` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_getrs` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_getrs` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
       
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getrs` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getrs` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -47,7 +47,7 @@ getrs_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_getrs` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_getrs` function will be performed.
 
 trans
    Indicates the form of the equations:
@@ -80,11 +80,11 @@ ldb
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -93,8 +93,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_getrs` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_getrs` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines` 
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines` 
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/heevd.rst b/source/elements/oneMath/source/domains/lapack/heevd.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/heevd.rst
rename to source/elements/oneMath/source/domains/lapack/heevd.rst
index 411505a1f2..56ab4dd08d 100644
--- a/source/elements/oneMKL/source/domains/lapack/heevd.rst
+++ b/source/elements/oneMath/source/domains/lapack/heevd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_heevd:
+.. _onemath_lapack_heevd:
 
 heevd
 =====
@@ -87,7 +87,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_heevd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_heevd_scratchpad_size` function.
 
 .. container:: section
 
@@ -111,17 +111,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -186,7 +186,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_heevd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_heevd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -212,17 +212,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -245,5 +245,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/heevd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
similarity index 74%
rename from source/elements/oneMKL/source/domains/lapack/heevd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
index 4773f2bcba..b2ecdabd21 100644
--- a/source/elements/oneMKL/source/domains/lapack/heevd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_heevd_scratchpad_size:
+.. _onemath_lapack_heevd_scratchpad_size:
 
 heevd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_heevd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_heevd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_heevd` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_heevd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_heevd` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -45,7 +45,7 @@ heevd_scratchpad_size
   .. rubric:: Input Parameters
       
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_heevd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_heevd` function will be performed.
 
 jobz
    Must be ``job::novec`` or ``job::vec``.
@@ -76,11 +76,11 @@ lda
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -89,8 +89,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
       
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_heevd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_heevd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hegvd.rst b/source/elements/oneMath/source/domains/lapack/hegvd.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/lapack/hegvd.rst
rename to source/elements/oneMath/source/domains/lapack/hegvd.rst
index f30af5811a..1d745d89d7 100644
--- a/source/elements/oneMKL/source/domains/lapack/hegvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/hegvd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hegvd:
+.. _onemath_lapack_hegvd:
 
 hegvd
 =====
@@ -104,7 +104,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hegvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hegvd_scratchpad_size` function.
 
 .. container:: section
 
@@ -142,17 +142,17 @@ scratchpad
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -245,7 +245,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hegvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hegvd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -287,17 +287,17 @@ scratchpad
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -329,5 +329,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hegvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/lapack/hegvd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
index bbf2646982..270688ec71 100644
--- a/source/elements/oneMKL/source/domains/lapack/hegvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hegvd_scratchpad_size:
+.. _onemath_lapack_hegvd_scratchpad_size:
 
 hegvd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_hegvd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_hegvd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_hegvd` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hegvd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hegvd` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -45,7 +45,7 @@ hegvd_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_hegvd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_hegvd` function will be performed.
 
 itype
    Must be 1 or 2 or 3. Specifies the problem type to be solved:
@@ -90,11 +90,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -103,8 +103,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hegvd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hegvd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hetrd.rst b/source/elements/oneMath/source/domains/lapack/hetrd.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/hetrd.rst
rename to source/elements/oneMath/source/domains/lapack/hetrd.rst
index 71c3541986..36394a796c 100644
--- a/source/elements/oneMKL/source/domains/lapack/hetrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hetrd:
+.. _onemath_lapack_hetrd:
 
 hetrd
 =====
@@ -75,7 +75,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hetrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hetrd_scratchpad_size` function.
 
 .. container:: section
 
@@ -118,17 +118,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -179,7 +179,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hetrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hetrd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -225,17 +225,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -249,6 +249,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hetrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
similarity index 73%
rename from source/elements/oneMKL/source/domains/lapack/hetrd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
index e44ca1813a..87b3472b38 100644
--- a/source/elements/oneMKL/source/domains/lapack/hetrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hetrd_scratchpad_size:
+.. _onemath_lapack_hetrd_scratchpad_size:
 
 hetrd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_hetrd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_hetrd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_hetrd` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hetrd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hetrd` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -45,7 +45,7 @@ hetrd_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_hetrd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_hetrd` function will be performed.
 
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``.
@@ -69,11 +69,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -82,8 +82,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hetrd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hetrd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hetrf.rst b/source/elements/oneMath/source/domains/lapack/hetrf.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/lapack/hetrf.rst
rename to source/elements/oneMath/source/domains/lapack/hetrf.rst
index 62ee3a399b..bc0d333a6e 100644
--- a/source/elements/oneMKL/source/domains/lapack/hetrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hetrf:
+.. _onemath_lapack_hetrf:
 
 hetrf
 =====
@@ -78,7 +78,7 @@ scratchpad
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hetrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hetrf_scratchpad_size` function.
 
 .. container:: section
 
@@ -100,17 +100,17 @@ ipiv
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -161,7 +161,7 @@ scratchpad
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_hetrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_hetrf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -186,17 +186,17 @@ ipiv
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -212,5 +212,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/hetrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/hetrf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
index 67ec1edbb2..cc06fd9117 100644
--- a/source/elements/oneMKL/source/domains/lapack/hetrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_hetrf_scratchpad_size:
+.. _onemath_lapack_hetrf_scratchpad_size:
 
 hetrf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_hetrf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_hetrf` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_hetrf` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hetrf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hetrf` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 hetrf_scratchpad_size
@@ -44,7 +44,7 @@ hetrf_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_hetrf` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_hetrf` function will be performed.
 
 upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
@@ -70,11 +70,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -83,7 +83,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_hetrf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_hetrf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/lapack-like-extensions.inc.rst b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
similarity index 67%
rename from source/elements/oneMKL/source/domains/lapack/lapack-like-extensions.inc.rst
rename to source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
index b3378b25b5..38213aa1ce 100644
--- a/source/elements/oneMKL/source/domains/lapack/lapack-like-extensions.inc.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack-like-extensions-routines:
+.. _onemath_lapack-like-extensions-routines:
 
 LAPACK-like Extensions Routines
 ===============================
@@ -26,29 +26,29 @@ LAPACK-like Extensions Routines
          * -     Routines
            -     Scratchpad Size Routines
            -     Description     
-         * -     :ref:`onemkl_lapack_geqrf_batch`
-           -     :ref:`onemkl_lapack_geqrf_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_geqrf_batch`
+           -     :ref:`onemath_lapack_geqrf_batch_scratchpad_size`
            -     Computes the QR factorizations of a batch of general matrices.
-         * -     :ref:`onemkl_lapack_getrf_batch`
-           -     :ref:`onemkl_lapack_getrf_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_getrf_batch`
+           -     :ref:`onemath_lapack_getrf_batch_scratchpad_size`
            -     Computes the LU factorizations of a batch of general matrices.   
-         * -     :ref:`onemkl_lapack_getri_batch`
-           -     :ref:`onemkl_lapack_getri_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_getri_batch`
+           -     :ref:`onemath_lapack_getri_batch_scratchpad_size`
            -     Computes the inverses of a batch of LU-factored general matrices.   
-         * -     :ref:`onemkl_lapack_getrs_batch`
-           -     :ref:`onemkl_lapack_getrs_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_getrs_batch`
+           -     :ref:`onemath_lapack_getrs_batch_scratchpad_size`
            -     Solves systems of linear equations with a batch of LU-factored square coefficient matrices, with multiple right-hand sides.    
-         * -     :ref:`onemkl_lapack_orgqr_batch`
-           -     :ref:`onemkl_lapack_orgqr_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_orgqr_batch`
+           -     :ref:`onemath_lapack_orgqr_batch_scratchpad_size`
            -     Generates the real orthogonal/complex unitary matrix :math:`Q_i` of the QR factorization formed by geqrf_batch.
-         * -     :ref:`onemkl_lapack_potrf_batch`
-           -     :ref:`onemkl_lapack_potrf_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_potrf_batch`
+           -     :ref:`onemath_lapack_potrf_batch_scratchpad_size`
            -     Computes the Cholesky factorization of a batch of symmetric (Hermitian) positive-definite matrices.   
-         * -     :ref:`onemkl_lapack_potrs_batch`
-           -     :ref:`onemkl_lapack_potrs_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_potrs_batch`
+           -     :ref:`onemath_lapack_potrs_batch_scratchpad_size`
            -     Solves systems of linear equations with a batch of Cholesky-factored symmetric (Hermitian) positive-definite coefficient matrices, with multiple right-hand sides.    
-         * -     :ref:`onemkl_lapack_ungqr_batch`
-           -     :ref:`onemkl_lapack_ungqr_batch_scratchpad_size`
+         * -     :ref:`onemath_lapack_ungqr_batch`
+           -     :ref:`onemath_lapack_ungqr_batch_scratchpad_size`
            -     Generates the complex unitary matrix :math:`Q_i` with the QR factorization formed by geqrf_batch.
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/lapack-linear-equation-routines.inc.rst b/source/elements/oneMath/source/domains/lapack/lapack-linear-equation-routines.inc.rst
similarity index 62%
rename from source/elements/oneMKL/source/domains/lapack/lapack-linear-equation-routines.inc.rst
rename to source/elements/oneMath/source/domains/lapack/lapack-linear-equation-routines.inc.rst
index 6e6c25574e..7d34886ad2 100644
--- a/source/elements/oneMKL/source/domains/lapack/lapack-linear-equation-routines.inc.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack-linear-equation-routines.inc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack-linear-equation-routines:
+.. _onemath_lapack-linear-equation-routines:
 
 LAPACK Linear Equation Routines
 ===============================
@@ -26,56 +26,56 @@ LAPACK Linear Equation Routines
          * -     Routines
            -     Scratchpad Size Routines
            -     Description     
-         * -     :ref:`onemkl_lapack_geqrf`
-           -     :ref:`onemkl_lapack_geqrf_scratchpad_size`
+         * -     :ref:`onemath_lapack_geqrf`
+           -     :ref:`onemath_lapack_geqrf_scratchpad_size`
            -     Computes the QR factorization of a general m-by-n matrix.
-         * -     :ref:`onemkl_lapack_gerqf`
-           -     :ref:`onemkl_lapack_gerqf_scratchpad_size`
+         * -     :ref:`onemath_lapack_gerqf`
+           -     :ref:`onemath_lapack_gerqf_scratchpad_size`
            -     Computes the RQ factorization of a general m-by-n matrix.
-         * -     :ref:`onemkl_lapack_getrf`
-           -     :ref:`onemkl_lapack_getrf_scratchpad_size`
+         * -     :ref:`onemath_lapack_getrf`
+           -     :ref:`onemath_lapack_getrf_scratchpad_size`
            -     Computes the LU factorization of a general m-by-n matrix.   
-         * -     :ref:`onemkl_lapack_getri`
-           -     :ref:`onemkl_lapack_getri_scratchpad_size`
+         * -     :ref:`onemath_lapack_getri`
+           -     :ref:`onemath_lapack_getri_scratchpad_size`
            -     Computes the inverse of an LU-factored general matrix.   
-         * -     :ref:`onemkl_lapack_getrs`
-           -     :ref:`onemkl_lapack_getrs_scratchpad_size`
+         * -     :ref:`onemath_lapack_getrs`
+           -     :ref:`onemath_lapack_getrs_scratchpad_size`
            -     Solves a system of linear equations with an LU-factored square coefficient matrix, with multiple right-hand sides.    
-         * -     :ref:`onemkl_lapack_hetrf`
-           -     :ref:`onemkl_lapack_hetrf_scratchpad_size`
+         * -     :ref:`onemath_lapack_hetrf`
+           -     :ref:`onemath_lapack_hetrf_scratchpad_size`
            -     Computes the Bunch-Kaufman factorization of a complex Hermitian matrix.
-         * -     :ref:`onemkl_lapack_orgqr`
-           -     :ref:`onemkl_lapack_orgqr_scratchpad_size`
+         * -     :ref:`onemath_lapack_orgqr`
+           -     :ref:`onemath_lapack_orgqr_scratchpad_size`
            -     Generates the real orthogonal matrix :math:`Q` of the QR factorization formed by geqrf.
-         * -     :ref:`onemkl_lapack_ormqr`
-           -     :ref:`onemkl_lapack_ormqr_scratchpad_size`
+         * -     :ref:`onemath_lapack_ormqr`
+           -     :ref:`onemath_lapack_ormqr_scratchpad_size`
            -     Multiplies a real matrix by the orthogonal matrix :math:`Q` of the QR factorization formed by geqrf.
-         * -     :ref:`onemkl_lapack_ormrq`
-           -     :ref:`onemkl_lapack_ormrq_scratchpad_size`
+         * -     :ref:`onemath_lapack_ormrq`
+           -     :ref:`onemath_lapack_ormrq_scratchpad_size`
            -     Multiplies a real matrix by the orthogonal matrix :math:`Q` of the RQ factorization formed by gerqf.
-         * -     :ref:`onemkl_lapack_potrf`
-           -     :ref:`onemkl_lapack_potrf_scratchpad_size`
+         * -     :ref:`onemath_lapack_potrf`
+           -     :ref:`onemath_lapack_potrf_scratchpad_size`
            -     Computes the Cholesky factorization of a symmetric (Hermitian) positive-definite matrix.   
-         * -     :ref:`onemkl_lapack_potri`
-           -     :ref:`onemkl_lapack_potri_scratchpad_size`
+         * -     :ref:`onemath_lapack_potri`
+           -     :ref:`onemath_lapack_potri_scratchpad_size`
            -     Computes the inverse of a Cholesky-factored symmetric (Hermitian) positive-definite matrix.   
-         * -     :ref:`onemkl_lapack_potrs`
-           -     :ref:`onemkl_lapack_potrs_scratchpad_size`
+         * -     :ref:`onemath_lapack_potrs`
+           -     :ref:`onemath_lapack_potrs_scratchpad_size`
            -     Solves a system of linear equations with a Cholesky-factored symmetric (Hermitian) positive-definite coefficient matrix, with multiple right-hand sides.    
-         * -     :ref:`onemkl_lapack_sytrf`
-           -     :ref:`onemkl_lapack_sytrf_scratchpad_size`
+         * -     :ref:`onemath_lapack_sytrf`
+           -     :ref:`onemath_lapack_sytrf_scratchpad_size`
            -     Computes the Bunch-Kaufman factorization of a symmetric matrix.   
-         * -     :ref:`onemkl_lapack_trtrs`
-           -     :ref:`onemkl_lapack_trtrs_scratchpad_size`
+         * -     :ref:`onemath_lapack_trtrs`
+           -     :ref:`onemath_lapack_trtrs_scratchpad_size`
            -     Solves a system of linear equations with a triangular coefficient matrix, with multiple right-hand sides.    
-         * -     :ref:`onemkl_lapack_ungqr`
-           -     :ref:`onemkl_lapack_ungqr_scratchpad_size`
+         * -     :ref:`onemath_lapack_ungqr`
+           -     :ref:`onemath_lapack_ungqr_scratchpad_size`
            -     Generates the complex unitary matrix :math:`Q` of the QR factorization formed by geqrf.
-         * -     :ref:`onemkl_lapack_unmqr`
-           -     :ref:`onemkl_lapack_unmqr_scratchpad_size`
+         * -     :ref:`onemath_lapack_unmqr`
+           -     :ref:`onemath_lapack_unmqr_scratchpad_size`
            -     Multiplies a complex matrix by the unitary matrix :math:`Q` of the QR factorization formed by geqrf.
-         * -     :ref:`onemkl_lapack_unmrq`
-           -     :ref:`onemkl_lapack_unmrq_scratchpad_size`
+         * -     :ref:`onemath_lapack_unmrq`
+           -     :ref:`onemath_lapack_unmrq_scratchpad_size`
            -     Multiplies a complex matrix by the unitary matrix :math:`Q` of the RQ factorization formed by gerqf.
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst b/source/elements/oneMath/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst
similarity index 63%
rename from source/elements/oneMKL/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst
rename to source/elements/oneMath/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst
index bcf8c1af3f..5e4a1e800f 100644
--- a/source/elements/oneMKL/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack-singular-value-eigenvalue-routines.inc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack-singular-value-eigenvalue-routines:
+.. _onemath_lapack-singular-value-eigenvalue-routines:
 
 LAPACK Singular Value and Eigenvalue Problem Routines
 =====================================================
@@ -26,47 +26,47 @@ LAPACK Singular Value and Eigenvalue Problem Routines
          * -     Routines
            -     Scratchpad Size Routines
            -     Description     
-         * -     :ref:`onemkl_lapack_gebrd`
-           -     :ref:`onemkl_lapack_gebrd_scratchpad_size`
+         * -     :ref:`onemath_lapack_gebrd`
+           -     :ref:`onemath_lapack_gebrd_scratchpad_size`
            -     Reduces a general matrix to bidiagonal form.   
-         * -     :ref:`onemkl_lapack_gesvd`
-           -     :ref:`onemkl_lapack_gesvd_scratchpad_size`
+         * -     :ref:`onemath_lapack_gesvd`
+           -     :ref:`onemath_lapack_gesvd_scratchpad_size`
            -     Computes the singular value decomposition of a general rectangular matrix.
-         * -     :ref:`onemkl_lapack_heevd`
-           -     :ref:`onemkl_lapack_heevd_scratchpad_size`
+         * -     :ref:`onemath_lapack_heevd`
+           -     :ref:`onemath_lapack_heevd_scratchpad_size`
            -     Computes all eigenvalues and, optionally, all eigenvectors of a complex Hermitian matrix using divide and conquer algorithm.
-         * -     :ref:`onemkl_lapack_hegvd`
-           -     :ref:`onemkl_lapack_hegvd_scratchpad_size`
+         * -     :ref:`onemath_lapack_hegvd`
+           -     :ref:`onemath_lapack_hegvd_scratchpad_size`
            -     Computes all eigenvalues and, optionally, all eigenvectors of a complex generalized Hermitian definite eigenproblem using divide and conquer algorithm.
-         * -     :ref:`onemkl_lapack_hetrd`
-           -     :ref:`onemkl_lapack_hetrd_scratchpad_size`
+         * -     :ref:`onemath_lapack_hetrd`
+           -     :ref:`onemath_lapack_hetrd_scratchpad_size`
            -     Reduces a complex Hermitian matrix to tridiagonal form.
-         * -     :ref:`onemkl_lapack_orgbr`
-           -     :ref:`onemkl_lapack_orgbr_scratchpad_size`
+         * -     :ref:`onemath_lapack_orgbr`
+           -     :ref:`onemath_lapack_orgbr_scratchpad_size`
            -     Generates the real orthogonal matrix :math:`Q` or :math:`P^T` determined by gebrd.
-         * -     :ref:`onemkl_lapack_orgtr`
-           -     :ref:`onemkl_lapack_orgtr_scratchpad_size`
+         * -     :ref:`onemath_lapack_orgtr`
+           -     :ref:`onemath_lapack_orgtr_scratchpad_size`
            -     Generates the real orthogonal matrix :math:`Q` determined by sytrd.
-         * -     :ref:`onemkl_lapack_ormtr`
-           -     :ref:`onemkl_lapack_ormtr_scratchpad_size`
+         * -     :ref:`onemath_lapack_ormtr`
+           -     :ref:`onemath_lapack_ormtr_scratchpad_size`
            -     Multiplies a real matrix by the orthogonal matrix :math:`Q` determined by sytrd.
-         * -     :ref:`onemkl_lapack_syevd`
-           -     :ref:`onemkl_lapack_syevd_scratchpad_size`
+         * -     :ref:`onemath_lapack_syevd`
+           -     :ref:`onemath_lapack_syevd_scratchpad_size`
            -     Computes all eigenvalues and, optionally, all eigenvectors of a real symmetric matrix using divide and conquer algorithm.
-         * -     :ref:`onemkl_lapack_sygvd`
-           -     :ref:`onemkl_lapack_sygvd_scratchpad_size`
+         * -     :ref:`onemath_lapack_sygvd`
+           -     :ref:`onemath_lapack_sygvd_scratchpad_size`
            -     Computes all eigenvalues and, optionally, all eigenvectors of a real generalized symmetric definite eigenproblem using divide and conquer algorithm.
-         * -     :ref:`onemkl_lapack_sytrd`
-           -     :ref:`onemkl_lapack_sytrd_scratchpad_size`
+         * -     :ref:`onemath_lapack_sytrd`
+           -     :ref:`onemath_lapack_sytrd_scratchpad_size`
            -     Reduces a real symmetric matrix to tridiagonal form.
-         * -     :ref:`onemkl_lapack_ungbr`
-           -     :ref:`onemkl_lapack_ungbr_scratchpad_size`
+         * -     :ref:`onemath_lapack_ungbr`
+           -     :ref:`onemath_lapack_ungbr_scratchpad_size`
            -     Generates the complex unitary matrix :math:`Q` or :math:`P^T` determined by gebrd.
-         * -     :ref:`onemkl_lapack_ungtr`
-           -     :ref:`onemkl_lapack_ungtr_scratchpad_size`
+         * -     :ref:`onemath_lapack_ungtr`
+           -     :ref:`onemath_lapack_ungtr_scratchpad_size`
            -     Generates the complex unitary matrix :math:`Q` determined by hetrd.
-         * -     :ref:`onemkl_lapack_unmtr`
-           -     :ref:`onemkl_lapack_unmtr_scratchpad_size`
+         * -     :ref:`onemath_lapack_unmtr`
+           -     :ref:`onemath_lapack_unmtr_scratchpad_size`
            -     Multiplies a complex matrix by the unitary matrix :math:`Q` determined by hetrd.
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/lapack.rst b/source/elements/oneMath/source/domains/lapack/lapack.rst
similarity index 73%
rename from source/elements/oneMKL/source/domains/lapack/lapack.rst
rename to source/elements/oneMath/source/domains/lapack/lapack.rst
index 77c7300101..0e869da37f 100644
--- a/source/elements/oneMKL/source/domains/lapack/lapack.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack:
+.. _onemath_lapack:
 
 LAPACK Routines
 +++++++++++++++
 
-oneMKL provides a DPC++ interface to select routines from the Linear Algebra PACKage (LAPACK), as well as several LAPACK-like extension routines.
+oneMath provides a DPC++ interface to select routines from the Linear Algebra PACKage (LAPACK), as well as several LAPACK-like extension routines.
 LAPACK routines require column major layout of matrices.
 
 .. include:: lapack-linear-equation-routines.inc.rst
@@ -24,7 +24,7 @@ LAPACK routines require column major layout of matrices.
          :class: NoteTipHead
 
 
-      Different arrays used as parameters to oneMKL LAPACK routines must
+      Different arrays used as parameters to oneMath LAPACK routines must
       not overlap.
 
 
@@ -41,4 +41,4 @@ LAPACK routines require column major layout of matrices.
       values may cause LAPACK to return unexpected results or become
       unstable.
 
-**Parent topic:** :ref:`onemkl_dense_linear_algebra`
+**Parent topic:** :ref:`onemath_dense_linear_algebra`
diff --git a/source/elements/oneMKL/source/domains/lapack/orgbr.rst b/source/elements/oneMath/source/domains/lapack/orgbr.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/lapack/orgbr.rst
rename to source/elements/oneMath/source/domains/lapack/orgbr.rst
index 23d8a823b9..15198232f9 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgbr.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgbr:
+.. _onemath_lapack_orgbr:
 
 orgbr
 =====
 
 Generates the real orthogonal matrix :math:`Q` or :math:`P^{T}`
 determined by
-:ref:`onemkl_lapack_gebrd`.
+:ref:`onemath_lapack_gebrd`.
 
 ``orgbr`` supports the following precisions.
 
@@ -25,7 +25,7 @@ determined by
   .. rubric:: Description
       
 The routine generates the whole or part of the orthogonal matrices
-:math:`Q` and :math:`P^{T}` formed by the routines :ref:`onemkl_lapack_gebrd`.
+:math:`Q` and :math:`P^{T}` formed by the routines :ref:`onemath_lapack_gebrd`.
 All valid combinations of arguments are described in *Input parameters*. In
 most cases you need the following:
 
@@ -100,15 +100,15 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
@@ -116,12 +116,12 @@ lda
 tau
    Buffer, size :math:`\min(m,k)` if ``gen = generate::q``, size
    :math:`\min(n,k)` if ``gen = generate::p``. Scalar factor of the
-   elementary reflectors, as returned by :ref:`onemkl_lapack_gebrd` in the array tauq
+   elementary reflectors, as returned by :ref:`onemath_lapack_gebrd` in the array tauq
    or taup.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgbr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgbr_scratchpad_size` function.
 
 .. container:: section
 
@@ -141,17 +141,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -202,15 +202,15 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 a
    Pointer to array ``a`` as returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
@@ -218,12 +218,12 @@ lda
 tau
    Pointer to array of size :math:`\min(m,k)` if ``gen = generate::q``, size
    :math:`\min(n,k)` if ``gen = generate::p``. Scalar factor of the
-   elementary reflectors, as returned by :ref:`onemkl_lapack_gebrd` in the array tauq
+   elementary reflectors, as returned by :ref:`onemath_lapack_gebrd` in the array tauq
    or taup.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgbr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgbr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -246,17 +246,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -270,5 +270,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgbr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/orgbr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
index 8acc30c79d..64411939a8 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgbr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgbr_scratchpad_size:
+.. _onemath_lapack_orgbr_scratchpad_size:
 
 orgbr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgbr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_orgbr` function.
 
 ``orgbr_scratchpad_size`` supports the following precisions.
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgbr` funct
 
   .. rubric:: Description
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgbr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgbr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 orgbr_scratchpad_size
@@ -44,7 +44,7 @@ orgbr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_orgbr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_orgbr` function will be performed.
 
 gen
    Must be ``generate::q`` or ``generate::p``.
@@ -70,11 +70,11 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
@@ -85,11 +85,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -98,8 +98,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgbr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgbr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines` 
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines` 
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgqr.rst b/source/elements/oneMath/source/domains/lapack/orgqr.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/lapack/orgqr.rst
rename to source/elements/oneMath/source/domains/lapack/orgqr.rst
index e8b57a8169..e8addfaa26 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgqr:
+.. _onemath_lapack_orgqr:
 
 orgqr
 =====
 
 Generates the real orthogonal matrix :math:`Q` of the QR factorization formed
-by :ref:`onemkl_lapack_geqrf`.
+by :ref:`onemath_lapack_geqrf`.
 
 .. container:: section
 
@@ -25,7 +25,7 @@ by :ref:`onemkl_lapack_geqrf`.
 
 The routine generates the whole or part of :math:`m \times m` orthogonal
 matrix :math:`Q` of the QR factorization formed by the routine
-:ref:`onemkl_lapack_geqrf`.
+:ref:`onemath_lapack_geqrf`.
 
 Usually :math:`Q` is determined from the QR factorization of an ``m``
 by ``p`` matrix :math:`A` with :math:`m \ge p`. To compute the whole matrix
@@ -89,18 +89,18 @@ k
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 lda
    The leading dimension of ``a`` (:math:`\text{lda} \le m`).
 
 tau
    The buffer ``tau`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgqr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgqr_scratchpad_size` function.
 
 .. container:: section
 
@@ -119,17 +119,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -169,18 +169,18 @@ k
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 lda
    The leading dimension of ``a`` (:math:`\text{lda} \le m`).
 
 tau
    The pointer to ``tau`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgqr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgqr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -202,17 +202,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -226,6 +226,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgqr_batch.rst b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/lapack/orgqr_batch.rst
rename to source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
index 5fcde539c6..feb8c01eca 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgqr_batch:
+.. _onemath_lapack_orgqr_batch:
 
 orgqr_batch
 ===========
@@ -20,7 +20,7 @@ Generates the orthogonal/unitary matrix :math:`Q_i` of the QR factorizations for
       * -  ``float`` 
       * -  ``double`` 
 
-.. _onemkl_lapack_orgqr_batch_buffer:
+.. _onemath_lapack_orgqr_batch_buffer:
 
 orgqr_batch (Buffer Version)
 ----------------------------
@@ -31,7 +31,7 @@ The buffer version of ``orgqr_batch`` supports only the strided API.
    
 **Strided API**
 
- | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_buffer` function.
+ | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Strided API of the :ref:`onemath_lapack_geqrf_batch_buffer` function.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math:`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``orgqr_batch(queue, m, m, p, a, ...)``
@@ -67,7 +67,7 @@ k
   Number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k \le n`).
 
 a
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_buffer` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_buffer` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`\text{lda} \le m`).
@@ -76,7 +76,7 @@ stride_a
   The stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 tau
-  Array resulting from call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_buffer` function.
+  Array resulting from call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_buffer` function.
 
 stride_tau
   Stride between the beginnings of arrays :math:`\tau_i` inside the array ``tau``.
@@ -88,7 +88,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_orgqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_orgqr_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -103,13 +103,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -119,7 +119,7 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-.. _onemkl_lapack_orgqr_batch_usm:
+.. _onemath_lapack_orgqr_batch_usm:
 
 orgqr_batch (USM Version)
 -------------------------
@@ -130,7 +130,7 @@ The USM version of ``orgqr_batch`` supports the group API and strided API.
 
 **Group API**
 
- | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+ | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math:`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``orgqr_batch(queue, m, m, p, a, ...)``
@@ -164,16 +164,16 @@ n
   Array of ``group_count`` :math:`n_g` parameters as previously supplied to group version of geqrf_batch function.
 
 k
-  Array of ``group_count`` :math:`k_g` parameters as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function. The number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k_g \le n_g`).
+  Array of ``group_count`` :math:`k_g` parameters as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function. The number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k_g \le n_g`).
 
 a
-  Array resulting after call to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 lda
-  Array of leading dimensions of :math:`A_i` as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array of leading dimensions of :math:`A_i` as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 tau
-  Array resulting after call to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 group_count
   Number of groups of parameters. Must be at least 0.
@@ -185,7 +185,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by Group API of the :ref:`onemkl_lapack_orgqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by Group API of the :ref:`onemath_lapack_orgqr_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -209,13 +209,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -228,7 +228,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 **Strided API**
 
- | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+ | The routine generates the wholes or parts of :math:`m \times n` orthogonal matrices :math:`Q_i` of the batch of QR factorizations formed by the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math:`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``orgqr_batch(queue, m, m, p, a, ...)``
@@ -264,7 +264,7 @@ k
   Number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k \le n`).
 
 a
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`\text{lda} \le m`).
@@ -273,7 +273,7 @@ stride_a
   The stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 tau
-  Array resulting from call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting from call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 stride_tau
   Stride between the beginnings of arrays :math:`\tau_i` inside the array ``tau``.
@@ -285,7 +285,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_orgqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_orgqr_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -309,13 +309,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -325,5 +325,5 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgqr_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/orgqr_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
index 0cde70684b..13af3165aa 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgqr_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgqr_batch_scratchpad_size:
+.. _onemath_lapack_orgqr_batch_scratchpad_size:
 
 orgqr_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_orgqr_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_orgqr_batch` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_orgqr_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_orgqr_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_orgqr_batch` function.
 
 .. container:: section
 
@@ -66,7 +66,7 @@ group_sizes
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_orgqr_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_orgqr_batch` function.
 
 .. container:: section
 
@@ -74,17 +74,17 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value. Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_orgqr_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_orgqr_batch` function.
 
 .. container:: section
 
@@ -129,7 +129,7 @@ batch_size
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_orgqr_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_orgqr_batch` function.
 
 .. container:: section
 
@@ -137,13 +137,13 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value. Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/lapack/orgqr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
index e62f4d4ebc..b76b84f089 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgqr_scratchpad_size:
+.. _onemath_lapack_orgqr_scratchpad_size:
 
 orgqr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgqr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_orgqr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgqr` funct
        * -  ``float`` 
        * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgqr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgqr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 orgqr_scratchpad_size
@@ -44,7 +44,7 @@ orgqr_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_orgqr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_orgqr` function will be performed.
 
 m
    The number of rows in the matrix :math:`A` (:math:`0 \le m`).
@@ -65,11 +65,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -78,8 +78,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgqr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgqr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgtr.rst b/source/elements/oneMath/source/domains/lapack/orgtr.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/orgtr.rst
rename to source/elements/oneMath/source/domains/lapack/orgtr.rst
index 714c0ac87b..5848e8a481 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgtr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgtr:
+.. _onemath_lapack_orgtr:
 
 orgtr
 =====
 
 Generates the real orthogonal matrix :math:`Q` determined by
-:ref:`onemkl_lapack_sytrd`.
+:ref:`onemath_lapack_sytrd`.
 
 .. container:: section
 
@@ -24,10 +24,10 @@ Generates the real orthogonal matrix :math:`Q` determined by
        * -  ``double`` 
 
 The routine explicitly generates the :math:`n \times n` orthogonal matrix
-:math:`Q` formed by :ref:`onemkl_lapack_sytrd` when
+:math:`Q` formed by :ref:`onemath_lapack_sytrd` when
 reducing a real symmetric matrix :math:`A` to tridiagonal form:
 :math:`A = QTQ^T`. Use this routine after a call to
-:ref:`onemkl_lapack_sytrd`.
+:ref:`onemath_lapack_sytrd`.
 
 orgtr (Buffer Version)
 ----------------------
@@ -51,25 +51,25 @@ queue
 
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
-   ``upper_lower`` as supplied to :ref:`onemkl_lapack_sytrd`.
+   ``upper_lower`` as supplied to :ref:`onemath_lapack_sytrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
 
 a
-   The buffer ``a`` as returned by :ref:`onemkl_lapack_sytrd`. The
+   The buffer ``a`` as returned by :ref:`onemath_lapack_sytrd`. The
    second dimension of ``a`` must be at least :math:`\max(1,n)`.
 
 lda
    The leading dimension of ``a`` :math:`(n \le \text{lda})`.
 
 tau
-   The buffer ``tau`` as returned by :ref:`onemkl_lapack_sytrd`. The
+   The buffer ``tau`` as returned by :ref:`onemath_lapack_sytrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, n-1)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgtr_scratchpad_size` function.
 
 .. container:: section
 
@@ -87,17 +87,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -128,26 +128,26 @@ queue
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied
-   to :ref:`onemkl_lapack_sytrd`.
+   to :ref:`onemath_lapack_sytrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_sytrd`. The
+   :ref:`onemath_lapack_sytrd`. The
    second dimension of ``a`` must be at least :math:`\max(1,n)`.
 
 lda
    The leading dimension of ``a`` :math:`(n \le \text{lda})`.
 
 tau
-   The pointer to ``tau`` as returned by :ref:`onemkl_lapack_sytrd`. The
+   The pointer to ``tau`` as returned by :ref:`onemath_lapack_sytrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, n-1)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_orgtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_orgtr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -168,17 +168,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -192,5 +192,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/orgtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
similarity index 69%
rename from source/elements/oneMKL/source/domains/lapack/orgtr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
index c2b238062d..b9d355173f 100644
--- a/source/elements/oneMKL/source/domains/lapack/orgtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_orgtr_scratchpad_size:
+.. _onemath_lapack_orgtr_scratchpad_size:
 
 orgtr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgtr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_orgtr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_orgtr` funct
         * -  ``float`` 
         * -  ``double`` 
         
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgtr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgtr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 orgtr_scratchpad_size
@@ -44,11 +44,11 @@ orgtr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_orgtr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_orgtr` function will be performed.
 
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
-   ``upper_lower`` as supplied to :ref:`onemkl_lapack_sytrd`.
+   ``upper_lower`` as supplied to :ref:`onemath_lapack_sytrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
@@ -62,11 +62,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -75,8 +75,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_orgtr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_orgtr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ormqr.rst b/source/elements/oneMath/source/domains/lapack/ormqr.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/ormqr.rst
rename to source/elements/oneMath/source/domains/lapack/ormqr.rst
index 31542c037e..af9731f1ba 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormqr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormqr:
+.. _onemath_lapack_ormqr:
 
 ormqr
 =====
 
 Multiplies a real matrix by the orthogonal matrix :math:`Q` of the QR
-factorization formed by :ref:`onemkl_lapack_geqrf`.
+factorization formed by :ref:`onemath_lapack_geqrf`.
 
 .. container:: section
 
@@ -27,7 +27,7 @@ The routine multiplies a rectangular real :math:`m \times n` matrix :math:`C` by
 :math:`Q` or :math:`Q^T`, where :math:`Q` is the complex unitary matrix defined
 as a product of :math:`k` elementary reflectors :math:`H(i)` of order :math:`n`:
 :math:`Q = H(1)^TH(2)^T ... H(k)^T` as returned by the RQ factorization routine
-:ref:`onemkl_lapack_gerqf`.
+:ref:`onemath_lapack_gerqf`.
 
 Depending on the parameters ``side`` and ``trans``, the routine can form one of
 the matrix products :math:`QC`, :math:`Q^TC`, :math:`CQ`, or :math:`CQ^T`
@@ -82,14 +82,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The buffer ``a`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The buffer ``a`` as returned by :ref:`onemath_lapack_geqrf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The buffer ``tau`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The buffer ``tau`` as returned by :ref:`onemath_lapack_geqrf`.
 
 c
     The buffer ``c`` contains the matrix :math:`C`. The second dimension of
@@ -101,7 +101,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by the
-    :ref:`onemkl_lapack_ormqr_scratchpad_size` function.
+    :ref:`onemath_lapack_ormqr_scratchpad_size` function.
 
 .. container:: section
 
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -187,14 +187,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The pointer to ``a`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The pointer to ``a`` as returned by :ref:`onemath_lapack_geqrf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The pointer to ``tau`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The pointer to ``tau`` as returned by :ref:`onemath_lapack_geqrf`.
 
 c
     The pointer ``c`` points to the matrix :math:`C`. The second dimension of
@@ -206,7 +206,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by the
-    :ref:`onemkl_lapack_ormqr_scratchpad_size` function.
+    :ref:`onemath_lapack_ormqr_scratchpad_size` function.
 
 events
     List of events to wait for before starting computation. Defaults to empty list.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -252,4 +252,4 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/ormqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/lapack/ormqr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
index 5a53434a17..800dff35b2 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormqr_scratchpad_size:
+.. _onemath_lapack_ormqr_scratchpad_size:
 
 ormqr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormqr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ormqr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormqr` funct
         * -  ``float`` 
         * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormqr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormqr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 ormqr_scratchpad_size
@@ -44,7 +44,7 @@ ormqr_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_ormqr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_ormqr` function will be performed.
 
 side
    If ``side=oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is
@@ -82,11 +82,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -95,8 +95,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormqr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormqr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines` 
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines` 
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ormrq.rst b/source/elements/oneMath/source/domains/lapack/ormrq.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/ormrq.rst
rename to source/elements/oneMath/source/domains/lapack/ormrq.rst
index f7bfcce21e..3b1175abfb 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormrq.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormrq:
+.. _onemath_lapack_ormrq:
 
 ormrq
 =====
 
 Multiplies a real matrix by the orthogonal matrix :math:`Q` of the RQ
-factorization formed by :ref:`onemkl_lapack_gerqf`.
+factorization formed by :ref:`onemath_lapack_gerqf`.
 
 .. container:: section
 
@@ -27,7 +27,7 @@ The routine multiplies a rectangular real :math:`m \times n` matrix :math:`C` by
 :math:`Q` or :math:`Q^T`, where :math:`Q` is the complex unitary matrix defined
 as a product of :math:`k` elementary reflectors :math:`H(i)` of order :math:`n`:
 :math:`Q = H(1)^TH(2)^T ... H(k)^T` as returned by the RQ factorization routine
-:ref:`onemkl_lapack_gerqf`.
+:ref:`onemath_lapack_gerqf`.
 
 Depending on the parameters ``side`` and ``trans``, the routine can form one of
 the matrix products :math:`QC`, :math:`Q^TC`, :math:`CQ`, or :math:`CQ^T`
@@ -82,14 +82,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The buffer ``a`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The buffer ``a`` as returned by :ref:`onemath_lapack_gerqf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The buffer ``tau`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The buffer ``tau`` as returned by :ref:`onemath_lapack_gerqf`.
 
 c
     The buffer ``c`` contains the matrix :math:`C`. The second dimension of
@@ -101,7 +101,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by the
-    :ref:`onemkl_lapack_ormrq_scratchpad_size` function.
+    :ref:`onemath_lapack_ormrq_scratchpad_size` function.
 
 .. container:: section
 
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -187,14 +187,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The pointer to ``a`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The pointer to ``a`` as returned by :ref:`onemath_lapack_gerqf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The pointer to ``tau`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The pointer to ``tau`` as returned by :ref:`onemath_lapack_gerqf`.
 
 c
     The pointer ``c`` points to the matrix :math:`C`. The second dimension of
@@ -206,7 +206,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by the
-    :ref:`onemkl_lapack_ormrq_scratchpad_size` function.
+    :ref:`onemath_lapack_ormrq_scratchpad_size` function.
 
 events
     List of events to wait for before starting computation. Defaults to empty list.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -252,5 +252,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ormrq_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/ormrq_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
index f0ce238e77..8bfc8d1719 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormrq_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormrq_scratchpad_size:
+.. _onemath_lapack_ormrq_scratchpad_size:
 
 ormrq_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormrq` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ormrq` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormrq` funct
         * -  ``float`` 
         * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormrq` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormrq` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 ormrq_scratchpad_size
@@ -77,11 +77,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -90,7 +90,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormrq` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormrq` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ormtr.rst b/source/elements/oneMath/source/domains/lapack/ormtr.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/lapack/ormtr.rst
rename to source/elements/oneMath/source/domains/lapack/ormtr.rst
index babd3b380a..7cc62a27a3 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormtr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormtr:
+.. _onemath_lapack_ormtr:
 
 ormtr
 =====
 
 Multiplies a real matrix by the real orthogonal matrix :math:`Q` determined by
-:ref:`onemkl_lapack_sytrd`.
+:ref:`onemath_lapack_sytrd`.
 
 .. container:: section
 
@@ -24,9 +24,9 @@ Multiplies a real matrix by the real orthogonal matrix :math:`Q` determined by
         * -  ``double`` 
 
 The routine multiplies a real matrix :math:`C` by :math:`Q` or :math:`Q^{T}`, 
-where :math:`Q` is the orthogonal matrix :math:`Q` formed by:ref:`onemkl_lapack_sytrd` 
+where :math:`Q` is the orthogonal matrix :math:`Q` formed by:ref:`onemath_lapack_sytrd` 
 when reducing a real symmetric matrix :math:`A` to tridiagonal form:
-:math:`A = QTQ^T`. Use this routine after a call to :ref:`onemkl_lapack_sytrd`.
+:math:`A = QTQ^T`. Use this routine after a call to :ref:`onemath_lapack_sytrd`.
 
 Depending on the parameters side and trans, the routine can
 form one of the matrix products :math:`QC`, :math:`Q^TC`, :math:`CQ`, or
@@ -76,7 +76,7 @@ side
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_sytrd`.
+   :ref:`onemath_lapack_sytrd`.
 
 trans
    Must be either ``transpose::nontrans`` or ``transpose::trans``.
@@ -94,13 +94,13 @@ n
    The number of columns in the matrix :math:`C` :math:`(n \ge 0)`.
 
 a
-   The buffer ``a`` as returned by   :ref:`onemkl_lapack_sytrd`.
+   The buffer ``a`` as returned by   :ref:`onemath_lapack_sytrd`.
 
 lda
    The leading dimension of ``a`` :math:`(\max(1, r) \le \text{lda})`.
 
 tau
-   The buffer ``tau`` as returned by a :ref:`onemkl_lapack_sytrd`. The
+   The buffer ``tau`` as returned by a :ref:`onemath_lapack_sytrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, r-1)`.
 
 c
@@ -112,7 +112,7 @@ ldc
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ormtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ormtr_scratchpad_size` function.
 
 .. container:: section
 
@@ -131,17 +131,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -192,7 +192,7 @@ side
 
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the same
-   ``upper_lower`` as supplied to   :ref:`onemkl_lapack_sytrd`.
+   ``upper_lower`` as supplied to   :ref:`onemath_lapack_sytrd`.
 
 trans
    Must be either ``transpose::nontrans`` or ``transpose::trans``.
@@ -210,13 +210,13 @@ n
    The number of columns in the matrix :math:`C` :math:`(n \ge 0)`.
 
 a
-   The pointer to ``a`` as returned by   :ref:`onemkl_lapack_sytrd`.
+   The pointer to ``a`` as returned by   :ref:`onemath_lapack_sytrd`.
 
 lda
    The leading dimension of ``a`` :math:`(\max(1, r) \le \text{lda})`.
 
 tau
-   The buffer ``tau`` as returned by   :ref:`onemkl_lapack_sytrd`. The
+   The buffer ``tau`` as returned by   :ref:`onemath_lapack_sytrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, r-1)`.
 
 c
@@ -228,7 +228,7 @@ ldc
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ormtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ormtr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -250,17 +250,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -274,5 +274,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ormtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/lapack/ormtr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
index 788949d300..2812979b19 100644
--- a/source/elements/oneMKL/source/domains/lapack/ormtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ormtr_scratchpad_size:
+.. _onemath_lapack_ormtr_scratchpad_size:
 
 ormtr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormtr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ormtr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ormtr` funct
         * -  ``float`` 
         * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormtr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormtr` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -57,7 +57,7 @@ In the descriptions below, ``r`` denotes the order of :math:`Q`:
           -  if ``side = side::right`` 
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_ormtr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_ormtr` function will be performed.
 
 side
    Must be either ``side::left`` or ``side::right``.
@@ -71,7 +71,7 @@ side
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the
    same ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_sytrd`.
+   :ref:`onemath_lapack_sytrd`.
 
 trans
    Must be either ``transpose::nontrans`` or ``transpose::trans``.
@@ -100,11 +100,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -113,8 +113,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ormtr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ormtr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrf.rst b/source/elements/oneMath/source/domains/lapack/potrf.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/lapack/potrf.rst
rename to source/elements/oneMath/source/domains/lapack/potrf.rst
index ac69f1328a..d767e14e6b 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrf:
+.. _onemath_lapack_potrf:
 
 potrf
 =====
@@ -86,7 +86,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potrf_scratchpad_size` function.
 
 .. container:: section
 
@@ -105,17 +105,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -174,7 +174,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potrf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -196,17 +196,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -225,6 +225,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrf_batch.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/lapack/potrf_batch.rst
rename to source/elements/oneMath/source/domains/lapack/potrf_batch.rst
index eb1135399f..4c85e636d9 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrf_batch:
+.. _onemath_lapack_potrf_batch:
 
 potrf_batch
 ===========
@@ -24,7 +24,7 @@ Computes the LU factorizations of a batch of general matrices.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_potrf_batch_buffer:
+.. _onemath_lapack_potrf_batch_buffer:
 
 potrf_batch (Buffer Version)
 ----------------------------
@@ -83,7 +83,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_potrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_potrf_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -98,13 +98,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -116,7 +116,7 @@ This routine shall throw the following exceptions if the associated condition is
    
    If ``info`` is zero, then the leading minors of some of matrices (and therefore some matrices :math:`A_i` themselves) are not positive-definite, and the factorizations could not be completed for these matrices from the batch. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The orders of corresponding not positive-definite leading minors of these matrices can be obtained by `exceptions()` method of exception object.
 
-.. _onemkl_lapack_potrf_batch_usm:
+.. _onemath_lapack_potrf_batch_usm:
 
 potrf_batch (USM Version)
 -------------------------
@@ -175,7 +175,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemkl_lapack_potrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemath_lapack_potrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -200,13 +200,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -266,7 +266,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_potrf_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_potrf_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -290,13 +290,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -308,5 +308,5 @@ This routine shall throw the following exceptions if the associated condition is
         
    If ``info`` is zero, then the leading minors of some of matrices (and therefore some matrices :math:`A_i` themselves) are not positive-definite, and the factorizations could not be completed for these matrices from the batch. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The orders of corresponding not positive-definite leading minors of these matrices can be obtained by `exceptions()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/potrf_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
index dc4d4a36a7..78cfdd6744 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrf_batch_scratchpad_size:
+.. _onemath_lapack_potrf_batch_scratchpad_size:
 
 potrf_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_potrf_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_potrf_batch` function.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_potrf_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_potrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_potrf_batch` function.
 
 .. container:: section
 
@@ -70,7 +70,7 @@ group_sizes
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_potrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_potrf_batch` function.
 
 .. container:: section
 
@@ -78,18 +78,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_potrf_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_potrf_batch` function.
 
 .. container:: section
 
@@ -129,7 +129,7 @@ batch_size
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_potrf_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_potrf_batch` function.
 
 .. container:: section
 
@@ -137,14 +137,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/lapack/potrf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
index 4da1de83d0..51c13ff0a7 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrf_scratchpad_size:
+.. _onemath_lapack_potrf_scratchpad_size:
 
 potrf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_potrf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_potrf` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_potrf` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potrf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potrf` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 potrf_scratchpad_size
@@ -46,7 +46,7 @@ potrf_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_potrf` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_potrf` function will be performed.
 
 upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
@@ -72,11 +72,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -85,8 +85,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potrf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potrf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potri.rst b/source/elements/oneMath/source/domains/lapack/potri.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/lapack/potri.rst
rename to source/elements/oneMath/source/domains/lapack/potri.rst
index 377c390888..0ab50cc138 100644
--- a/source/elements/oneMKL/source/domains/lapack/potri.rst
+++ b/source/elements/oneMath/source/domains/lapack/potri.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potri:
+.. _onemath_lapack_potri:
 
 potri
 =====
@@ -27,7 +27,7 @@ matrix using the Cholesky factorization.
 
 The routine computes the inverse :math:`A^{-1}` of a symmetric positive
 definite or, for complex flavors, Hermitian positive-definite matrix
-:math:`A`. Before calling this routine, call :ref:`onemkl_lapack_potrf`
+:math:`A`. Before calling this routine, call :ref:`onemath_lapack_potrf`
 to factorize :math:`A`.
 
 potri (Buffer Version)
@@ -61,14 +61,14 @@ n
    Specifies the order of the matrix    :math:`A` (:math:`0 \le n`).
 
 a
-   Contains the factorization of the matrix :math:`A`, as    returned by   :ref:`onemkl_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
+   Contains the factorization of the matrix :math:`A`, as    returned by   :ref:`onemath_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
    The leading dimension of ``a``.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potri_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potri_scratchpad_size` function.
 
 .. container:: section
 
@@ -86,17 +86,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -138,14 +138,14 @@ n
    Specifies the order of the matrix    :math:`A` (:math:`0 \le n`).
 
 a
-   Contains the factorization of the matrix :math:`A`, as    returned by   :ref:`onemkl_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
+   Contains the factorization of the matrix :math:`A`, as    returned by   :ref:`onemath_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
    The leading dimension of ``a``.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potri_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potri_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -166,17 +166,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -193,6 +193,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potri_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
similarity index 73%
rename from source/elements/oneMKL/source/domains/lapack/potri_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
index 1dbd9f2d05..b9417de56f 100644
--- a/source/elements/oneMKL/source/domains/lapack/potri_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potri_scratchpad_size:
+.. _onemath_lapack_potri_scratchpad_size:
 
 potri_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_potri` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_potri` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_potri` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potri` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potri` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 potri_scratchpad_size
@@ -46,7 +46,7 @@ potri_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_potri` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_potri` function will be performed.
 
 upper_lower
    Indicates how the input matrix :math:`A` has been    factored:
@@ -67,11 +67,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -80,7 +80,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potri` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potri` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrs.rst b/source/elements/oneMath/source/domains/lapack/potrs.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/potrs.rst
rename to source/elements/oneMath/source/domains/lapack/potrs.rst
index c88db1df7c..539597ca6f 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrs:
+.. _onemath_lapack_potrs:
 
 potrs
 =====
@@ -42,7 +42,7 @@ where :math:`L` is a lower triangular matrix and :math:`U` is upper
 triangular. The system is solved with multiple right-hand sides
 stored in the columns of the matrix :math:`B`.
 
-Before calling this routine, you must call :ref:`onemkl_lapack_potrf` to compute
+Before calling this routine, you must call :ref:`onemath_lapack_potrf` to compute
 the Cholesky factorization of :math:`A`.
 
 potrs (Buffer Version)
@@ -79,7 +79,7 @@ nrhs
    The number of right-hand sides (:math:`0 \le \text{nrhs}`).
 
 a
-   Buffer containing the factorization of the matrix A, as    returned by   :ref:`onemkl_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
+   Buffer containing the factorization of the matrix A, as    returned by   :ref:`onemath_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
    The leading dimension of ``a``.
@@ -92,7 +92,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potrs_scratchpad_size` function.
 
 .. container:: section
 
@@ -110,17 +110,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -164,7 +164,7 @@ nrhs
    The number of right-hand sides (:math:`0 \le \text{nrhs}`).
 
 a
-   Pointer to array containing the factorization of the matrix :math:`A`, as    returned by   :ref:`onemkl_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
+   Pointer to array containing the factorization of the matrix :math:`A`, as    returned by   :ref:`onemath_lapack_potrf`.   The second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
    The leading dimension of ``a``.
@@ -177,7 +177,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_potrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_potrs_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -198,17 +198,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -224,6 +224,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrs_batch.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/potrs_batch.rst
rename to source/elements/oneMath/source/domains/lapack/potrs_batch.rst
index ba8e2aea80..bd4959456e 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrs_batch:
+.. _onemath_lapack_potrs_batch:
 
 potrs_batch
 ===========
@@ -24,7 +24,7 @@ Computes the LU factorizations of a batch of general matrices.
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_potrs_batch_buffer:
+.. _onemath_lapack_potrs_batch_buffer:
 
 potrs_batch (Buffer Version)
 ----------------------------
@@ -42,7 +42,7 @@ The buffer version of ``potrs_batch`` supports only the strided API.
  | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
- | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemkl_lapack_potrf_batch_buffer` function.
+ | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_buffer` function.
 
 .. container:: section
 
@@ -73,7 +73,7 @@ nrhs
   The number of right-hand sides (:math:`0 \le \text{nrhs}`).
 
 a
-  Array containing batch of factorizations of the matrices :math:`A_i`, as returned by the Strided API of the :ref:`onemkl_lapack_potrf_batch_buffer` function.
+  Array containing batch of factorizations of the matrices :math:`A_i`, as returned by the Strided API of the :ref:`onemath_lapack_potrf_batch_buffer` function.
 
 lda
   Leading dimension of :math:`A_i`.
@@ -97,7 +97,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_potrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_potrs_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -112,13 +112,13 @@ b
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -130,7 +130,7 @@ This routine shall throw the following exceptions if the associated condition is
    
    If ``info`` is zero, then for some of the matrices diagonal element of the Cholesky factor is zero, and the solve could not be completed. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these matrices can be obtained by `exceptions()` method of exception object.
 
-.. _onemkl_lapack_potrs_batch_usm:
+.. _onemath_lapack_potrs_batch_usm:
 
 potrs_batch (USM Version)
 -------------------------
@@ -175,7 +175,7 @@ nrhs
  | Each :math:`\text{nrhs}_g` specifies the number of right-hand sides supplied for group :math:`g` in corresponding part of array ``b``.
 
 a
-  Array of ``batch_size`` pointers to Cholesky factored matrices :math:`A_i` as returned by the Group API of the :ref:`onemkl_lapack_potrf_batch_usm` function.
+  Array of ``batch_size`` pointers to Cholesky factored matrices :math:`A_i` as returned by the Group API of the :ref:`onemath_lapack_potrf_batch_usm` function.
 
 lda
  | Array of ``group_count`` :math:`\text{lda}_g` parameters.
@@ -198,7 +198,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemkl_lapack_potrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Group API of the :ref:`onemath_lapack_potrs_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -222,13 +222,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -247,7 +247,7 @@ This routine shall throw the following exceptions if the associated condition is
  | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
- | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemkl_lapack_potrf_batch_usm` function.
+ | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_usm` function.
 
 .. container:: section
 
@@ -278,7 +278,7 @@ nrhs
   The number of right-hand sides (:math:`0 \le nrhs`).
 
 a
-  Array containing batch of factorizations of the matrices :math:`A_i`, as returned by the Strided API of the :ref:`onemkl_lapack_potrf_batch_usm` function.
+  Array containing batch of factorizations of the matrices :math:`A_i`, as returned by the Strided API of the :ref:`onemath_lapack_potrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i`.
@@ -302,7 +302,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemkl_lapack_potrs_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by the Strided API of the :ref:`onemath_lapack_potrs_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -326,13 +326,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by `info()` method of exception object:
 
@@ -344,5 +344,5 @@ This routine shall throw the following exceptions if the associated condition is
 
    If ``info`` is zero, then for some of the matrices diagonal element of the Cholesky factor is zero, and the solve could not be completed. The indices of such matrices in the batch can be obtained with `ids()` method of the exception object. The indices of first zero diagonal elements in these matrices can be obtained by `exceptions()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/lapack/potrs_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
index 9fd0789158..2e4c51801d 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrs_batch_scratchpad_size:
+.. _onemath_lapack_potrs_batch_scratchpad_size:
 
 potrs_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_potrs_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_potrs_batch` function.
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_potrs_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_potrs_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_potrs_batch` function.
 
 .. container:: section
 
@@ -77,7 +77,7 @@ group_sizes Array of group_count integers. Array element with index :math:`g` sp
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_potrs_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_potrs_batch` function.
 
 .. container:: section
 
@@ -85,18 +85,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_potrs_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_potrs_batch` function.
 
 .. container:: section
 
@@ -145,7 +145,7 @@ batch_size
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_potrs_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_potrs_batch` function.
 
 .. container:: section
 
@@ -153,14 +153,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/potrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/lapack/potrs_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
index 99e0553cf8..5128926abc 100644
--- a/source/elements/oneMKL/source/domains/lapack/potrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_potrs_scratchpad_size:
+.. _onemath_lapack_potrs_scratchpad_size:
 
 potrs_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_potrs` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_potrs` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_potrs` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potrs` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potrs` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 potrs_scratchpad_size
@@ -46,7 +46,7 @@ potrs_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_potrs` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_potrs` function will be performed.
 
 upper_lower
    Indicates how the input matrix has been factored:
@@ -73,11 +73,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -86,7 +86,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_potrs` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_potrs` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/syevd.rst b/source/elements/oneMath/source/domains/lapack/syevd.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/syevd.rst
rename to source/elements/oneMath/source/domains/lapack/syevd.rst
index 6d02e8c014..fb13788155 100644
--- a/source/elements/oneMKL/source/domains/lapack/syevd.rst
+++ b/source/elements/oneMath/source/domains/lapack/syevd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_syevd:
+.. _onemath_lapack_syevd:
 
 syevd
 =====
@@ -87,7 +87,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_syevd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_syevd_scratchpad_size` function.
 
 .. container:: section
 
@@ -111,17 +111,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -187,7 +187,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_syevd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_syevd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -214,17 +214,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -247,6 +247,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/syevd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/syevd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
index c4338d4dd1..39a47569ce 100644
--- a/source/elements/oneMKL/source/domains/lapack/syevd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_syevd_scratchpad_size:
+.. _onemath_lapack_syevd_scratchpad_size:
 
 syevd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_syevd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_syevd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_syevd` funct
         * -  ``float`` 
         * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_syevd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_syevd` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 syevd_scratchpad_size
@@ -44,7 +44,7 @@ syevd_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_syevd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_syevd` function will be performed.
 
 jobz
    Must be ``job::novec`` or ``job::vec``.
@@ -76,11 +76,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -89,8 +89,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_syevd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_syevd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sygvd.rst b/source/elements/oneMath/source/domains/lapack/sygvd.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/lapack/sygvd.rst
rename to source/elements/oneMath/source/domains/lapack/sygvd.rst
index 84a0f503ca..c1b84399de 100644
--- a/source/elements/oneMKL/source/domains/lapack/sygvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/sygvd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sygvd:
+.. _onemath_lapack_sygvd:
 
 sygvd
 =====
@@ -102,7 +102,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sygvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sygvd_scratchpad_size` function.
 
 .. container:: section
 
@@ -141,17 +141,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -245,7 +245,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sygvd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sygvd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -287,17 +287,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -330,6 +330,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sygvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
similarity index 78%
rename from source/elements/oneMKL/source/domains/lapack/sygvd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
index 15556a2121..05b5f56826 100644
--- a/source/elements/oneMKL/source/domains/lapack/sygvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sygvd_scratchpad_size:
+.. _onemath_lapack_sygvd_scratchpad_size:
 
 sygvd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_sygvd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_sygvd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_sygvd` funct
         * -  ``float`` 
         * -  ``double`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sygvd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sygvd` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 sygvd_scratchpad_size
@@ -44,7 +44,7 @@ sygvd_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_sygvd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_sygvd` function will be performed.
 
 itype
    Must be 1 or 2 or 3. Specifies the problem type to be solved:
@@ -87,11 +87,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -100,8 +100,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sygvd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sygvd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sytrd.rst b/source/elements/oneMath/source/domains/lapack/sytrd.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/sytrd.rst
rename to source/elements/oneMath/source/domains/lapack/sytrd.rst
index f2df9bdfb1..0d1edb2e09 100644
--- a/source/elements/oneMKL/source/domains/lapack/sytrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sytrd:
+.. _onemath_lapack_sytrd:
 
 sytrd
 =====
@@ -72,7 +72,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sytrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sytrd_scratchpad_size` function.
 
 .. container:: section
 
@@ -116,17 +116,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -177,7 +177,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sytrd_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sytrd_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -224,17 +224,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -248,6 +248,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sytrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/lapack/sytrd_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
index e0f089bcb4..5c5d781bf8 100644
--- a/source/elements/oneMKL/source/domains/lapack/sytrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sytrd_scratchpad_size:
+.. _onemath_lapack_sytrd_scratchpad_size:
 
 sytrd_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_sytrd` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_sytrd` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_sytrd` funct
         * -  ``float`` 
         * -  ``double``
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sytrd` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sytrd` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 sytrd_scratchpad_size
@@ -44,7 +44,7 @@ sytrd_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_sytrd` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_sytrd` function will be performed.
 
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``.
@@ -67,11 +67,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -80,8 +80,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sytrd` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sytrd` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sytrf.rst b/source/elements/oneMath/source/domains/lapack/sytrf.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/lapack/sytrf.rst
rename to source/elements/oneMath/source/domains/lapack/sytrf.rst
index f303f49b4c..c80b1c2b30 100644
--- a/source/elements/oneMKL/source/domains/lapack/sytrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sytrf:
+.. _onemath_lapack_sytrf:
 
 sytrf
 =====
@@ -77,7 +77,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sytrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sytrf_scratchpad_size` function.
 
 .. container:: section
 
@@ -102,17 +102,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -160,7 +160,7 @@ lda
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_sytrf_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_sytrf_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -188,17 +188,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -214,5 +214,5 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/sytrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/sytrf_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
index 2bd5c7faa2..06a224ff8f 100644
--- a/source/elements/oneMKL/source/domains/lapack/sytrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_sytrf_scratchpad_size:
+.. _onemath_lapack_sytrf_scratchpad_size:
 
 sytrf_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_sytrf` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_sytrf` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_sytrf` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sytrf` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sytrf` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -47,7 +47,7 @@ sytrf_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_sytrf` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_sytrf` function will be performed.
 
 upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
@@ -73,11 +73,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -86,7 +86,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_sytrf` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_sytrf` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/trtrs.rst b/source/elements/oneMath/source/domains/lapack/trtrs.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/lapack/trtrs.rst
rename to source/elements/oneMath/source/domains/lapack/trtrs.rst
index 5da9205016..cb0e89ead9 100644
--- a/source/elements/oneMKL/source/domains/lapack/trtrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/trtrs.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_trtrs:
+.. _onemath_lapack_trtrs:
 
 trtrs
 =====
@@ -101,7 +101,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_trtrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_trtrs_scratchpad_size` function.
 
 .. container:: section
 
@@ -119,17 +119,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -196,7 +196,7 @@ ldb
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_trtrs_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_trtrs_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -217,17 +217,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -241,5 +241,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/trtrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/trtrs_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
index 38674d9909..7ff6d333c3 100644
--- a/source/elements/oneMKL/source/domains/lapack/trtrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_trtrs_scratchpad_size:
+.. _onemath_lapack_trtrs_scratchpad_size:
 
 trtrs_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_trtrs` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_trtrs` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_trtrs` funct
        * -  ``std::complex<float>`` 
        * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_trtrs` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_trtrs` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 trtrs_scratchpad_size
@@ -46,7 +46,7 @@ trtrs_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_trtrs` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_trtrs` function will be performed.
 
 upper_lower
    Indicates whether :math:`A` is upper or lower    triangular:
@@ -90,11 +90,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -103,7 +103,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_trtrs` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_trtrs` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungbr.rst b/source/elements/oneMath/source/domains/lapack/ungbr.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/lapack/ungbr.rst
rename to source/elements/oneMath/source/domains/lapack/ungbr.rst
index 25b3c7b3a4..ee5f45a61e 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungbr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungbr:
+.. _onemath_lapack_ungbr:
 
 ungbr
 =====
 
 Generates the complex unitary matrix :math:`Q` or :math:`P^{t}` determined by
-:ref:`onemkl_lapack_gebrd`.
+:ref:`onemath_lapack_gebrd`.
 
 .. container:: section
 
@@ -25,7 +25,7 @@ Generates the complex unitary matrix :math:`Q` or :math:`P^{t}` determined by
 
 The routine generates the whole or part of the unitary matrices :math:`Q`
 and :math:`P^{H}` formed by the routines
-:ref:`onemkl_lapack_gebrd`.
+:ref:`onemath_lapack_gebrd`.
 All valid combinations of arguments are described in *Input Parameters*; in
 most cases you need the following:
 
@@ -100,22 +100,22 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
 
 tau
-   For ``gen = generate::q``, the array ``tauq`` as returned by :ref:`onemkl_lapack_gebrd`.
-   For ``gen = generate::p``, the array ``taup`` as returned by :ref:`onemkl_lapack_gebrd`.
+   For ``gen = generate::q``, the array ``tauq`` as returned by :ref:`onemath_lapack_gebrd`.
+   For ``gen = generate::p``, the array ``taup`` as returned by :ref:`onemath_lapack_gebrd`.
 
    The dimension of ``tau`` must be at least :math:`\max(1, \min(m, k))` for
    ``gen = generate::q``, or :math:`\max(1, \min(m, k))` for
@@ -123,7 +123,7 @@ tau
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type :math:`T`.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungbr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungbr_scratchpad_size` function.
 
 .. container:: section
 
@@ -143,17 +143,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -204,22 +204,22 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
 
 tau
-   For ``gen = generate::q``, the array ``tauq`` as returned by :ref:`onemkl_lapack_gebrd`.
-   For ``gen = generate::p``, the array ``taup`` as returned by :ref:`onemkl_lapack_gebrd`.
+   For ``gen = generate::q``, the array ``tauq`` as returned by :ref:`onemath_lapack_gebrd`.
+   For ``gen = generate::p``, the array ``taup`` as returned by :ref:`onemath_lapack_gebrd`.
 
    The dimension of ``tau`` must be at least :math:`\max(1, \min(m, k))` for
    ``gen = generate::q``, or :math:`\max(1, \min(m, k))` for
@@ -227,7 +227,7 @@ tau
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type :math:`T`.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungbr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungbr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -250,17 +250,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -274,6 +274,6 @@ This routine shall throw the following exceptions if the associated condition is
          
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungbr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/lapack/ungbr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
index 1b96bc59ef..b46eedae96 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungbr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungbr_scratchpad_size:
+.. _onemath_lapack_ungbr_scratchpad_size:
 
 ungbr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungbr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ungbr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungbr` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type :math:`T` the scratchpad memory to be passed to :ref:`onemkl_lapack_ungbr` function should be able to hold.
+Computes the number of elements of type :math:`T` the scratchpad memory to be passed to :ref:`onemath_lapack_ungbr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 ungbr_scratchpad_size
@@ -44,7 +44,7 @@ ungbr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_ungbr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_ungbr` function will be performed.
 
 gen
    Must be ``generate::q`` or ``generate::p``.
@@ -70,11 +70,11 @@ n
 k
    If ``gen = generate::q``, the number of columns in the original
    :math:`m \times k` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
    If ``gen = generate::p``, the number of rows in the original
    :math:`k \times n` matrix reduced by
-   :ref:`onemkl_lapack_gebrd`.
+   :ref:`onemath_lapack_gebrd`.
 
 lda
    The leading dimension of ``a``.
@@ -85,11 +85,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -98,8 +98,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ungbr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ungbr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungqr.rst b/source/elements/oneMath/source/domains/lapack/ungqr.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/lapack/ungqr.rst
rename to source/elements/oneMath/source/domains/lapack/ungqr.rst
index b46366379e..2a6c629d1b 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungqr:
+.. _onemath_lapack_ungqr:
 
 ungqr
 =====
 
 Generates the complex unitary matrix :math:`Q` of the QR factorization formed
-by :ref:`onemkl_lapack_geqrf`.
+by :ref:`onemath_lapack_geqrf`.
 
 .. container:: section
 
@@ -25,7 +25,7 @@ by :ref:`onemkl_lapack_geqrf`.
 
 The routine generates the whole or part of :math:`m \times m` unitary
 matrix :math:`Q` of the QR factorization formed by the routines
-:ref:`onemkl_lapack_geqrf`.
+:ref:`onemath_lapack_geqrf`.
 
 Usually :math:`Q` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A` with :math:`m \ge p`. To compute the whole matrix
 :math:`Q`, use:
@@ -88,18 +88,18 @@ k
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 lda
    The leading dimension of ``a`` (:math:`\text{lda} \le m`).
 
 tau
    The buffer ``tau`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungqr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungqr_scratchpad_size` function.
 
 .. container:: section
 
@@ -118,17 +118,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -168,18 +168,18 @@ k
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 lda
    The leading dimension of ``a`` (:math:`\text{lda} \le m`).
 
 tau
    The pointer to ``tau`` as returned by
-   :ref:`onemkl_lapack_geqrf`.
+   :ref:`onemath_lapack_geqrf`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungqr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungqr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -201,17 +201,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -225,5 +225,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungqr_batch.rst b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/lapack/ungqr_batch.rst
rename to source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
index 78388521f8..678b98e280 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungqr_batch:
+.. _onemath_lapack_ungqr_batch:
 
 ungqr_batch
 ===========
 
-Generates the complex unitary matrices :math:`Q_i` of the batch of QR factorizations formed by the :ref:`onemkl_lapack_geqrf_batch` function.
+Generates the complex unitary matrices :math:`Q_i` of the batch of QR factorizations formed by the :ref:`onemath_lapack_geqrf_batch` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Generates the complex unitary matrices :math:`Q_i` of the batch of QR factorizat
       * -  ``std::complex<float>`` 
       * -  ``std::complex<double>`` 
 
-.. _onemkl_lapack_ungqr_batch_buffer:
+.. _onemath_lapack_ungqr_batch_buffer:
 
 ungqr_batch (Buffer Version)
 ----------------------------
@@ -35,7 +35,7 @@ The buffer version of ``ungqr_batch`` supports only the strided API.
    
 **Strided API**
 
- | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_buffer`.
+ | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Strided API of the :ref:`onemath_lapack_geqrf_batch_buffer`.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``ungqr_batch(queue, m, m, p, a, ...)``
@@ -73,7 +73,7 @@ k
   Number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k \le n`).
 
 a
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`\text{lda} \le m`).
@@ -82,7 +82,7 @@ stride_a
   Stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 tau
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 stride_tau
   Stride between the beginnings of arrays :math:`tau_i` inside the array ``tau``.
@@ -94,7 +94,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size 
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by strided version of the Strided API of the :ref:`onemkl_lapack_ungqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by strided version of the Strided API of the :ref:`onemath_lapack_ungqr_batch_scratchpad_size` function.
 
 .. container:: section
 
@@ -109,13 +109,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
   
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by info() method of exception object:
 
@@ -125,7 +125,7 @@ This routine shall throw the following exceptions if the associated condition is
 
     If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-.. _onemkl_lapack_ungqr_batch_usm:
+.. _onemath_lapack_ungqr_batch_usm:
 
 ungqr_batch (USM Version)
 -------------------------
@@ -138,7 +138,7 @@ The USM version of ``ungqr_batch`` supports the group API and strided API.
 
 **Group API**
 
- | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Group API of the :ref:`onemkl_lapack_geqrf_batch_buffer`.
+ | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Group API of the :ref:`onemath_lapack_geqrf_batch_buffer`.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``ungqr_batch(queue, m, m, p, a, ...)``
@@ -167,23 +167,23 @@ queue
   Device queue where calculations will be performed.
 
 m
-  Array of ``group_count`` :math:`m_g` parameters as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array of ``group_count`` :math:`m_g` parameters as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 n
-  Array of ``group_count`` :math:`n_g` parameters as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array of ``group_count`` :math:`n_g` parameters as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 k
- | Array of ``group_count`` :math:`k_g` parameters as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+ | Array of ``group_count`` :math:`k_g` parameters as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
  | The number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k_g \le n_g`).
 
 a
-  Array resulting after call to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 lda
-  Array of leading dimensions of :math:`A_i` as previously supplied to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array of leading dimensions of :math:`A_i` as previously supplied to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 tau
-  Array resulting after call to the Group API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Group API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 group_count
   Number of groups of parameters. Must be at least 0.
@@ -195,7 +195,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by Group API of the :ref:`onemkl_lapack_ungqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by Group API of the :ref:`onemath_lapack_ungqr_batch_scratchpad_size` function.
 
 events
   List of events to wait for before starting computation. Defaults to empty list.
@@ -219,13 +219,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -236,7 +236,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 **Strided API**
 
- | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm`.
+ | The routine generates the wholes or parts of :math`m \times m` unitary matrices :math:`Q_i` of the batch of QR factorization formed by the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm`.
  | Usually :math:`Q_i` is determined from the QR factorization of an :math:`m \times p` matrix :math:`A_i` with :math`m \ge p`.
  | To compute the whole matrices :math:`Q_i`, use:
  | ``ungqr_batch(queue, m, m, p, a, ...)``
@@ -274,7 +274,7 @@ k
   Number of elementary reflectors whose product defines the matrices :math:`Q_i` (:math:`0 \le k \le n`).
 
 a
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 lda
   Leading dimension of :math:`A_i` (:math:`\text{lda} \le m`).
@@ -283,7 +283,7 @@ stride_a
   Stride between the beginnings of matrices :math:`A_i` inside the batch array ``a``.
 
 tau
-  Array resulting after call to the Strided API of the :ref:`onemkl_lapack_geqrf_batch_usm` function.
+  Array resulting after call to the Strided API of the :ref:`onemath_lapack_geqrf_batch_usm` function.
 
 stride_tau
   Stride between the beginnings of arrays :math:`tau_i` inside the array ``tau``.
@@ -295,7 +295,7 @@ scratchpad
   Scratchpad memory to be used by routine for storing intermediate results.
 
 scratchpad_size 
-  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by strided version of the Strided API of the :ref:`onemkl_lapack_ungqr_batch_scratchpad_size` function.
+  Size of scratchpad memory as a number of floating point elements of type ``T``. Size should not be less then the value returned by strided version of the Strided API of the :ref:`onemath_lapack_ungqr_batch_scratchpad_size` function.
 
 events  
   List of events to wait for before starting computation. Defaults to empty list.
@@ -319,13 +319,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemkl_lapack_exception_batch_error>`
+:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
   
@@ -335,5 +335,5 @@ This routine shall throw the following exceptions if the associated condition is
 
    If ``info`` is not zero and `detail()` returns zero, then there were some errors for some of the problems in the supplied batch and ``info`` code contains the number of failed calculations in a batch.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungqr_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/ungqr_batch_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
index dbc9c6acd8..4804aab097 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungqr_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungqr_batch_scratchpad_size:
+.. _onemath_lapack_ungqr_batch_scratchpad_size:
 
 ungqr_batch_scratchpad_size
 ===========================
 
-Computes size of scratchpad memory required for the :ref:`onemkl_lapack_ungqr_batch` function.
+Computes size of scratchpad memory required for the :ref:`onemath_lapack_ungqr_batch` function.
 
 .. container:: section
 
@@ -24,7 +24,7 @@ Computes size of scratchpad memory required for the :ref:`onemkl_lapack_ungqr_ba
 
 **Group API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_ungqr_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_ungqr_batch` function.
 
 .. container:: section
 
@@ -67,7 +67,7 @@ group_sizes
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemkl_lapack_ungqr_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Group API of the :ref:`onemath_lapack_ungqr_batch` function.
 
 .. container:: section
 
@@ -75,18 +75,18 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
 **Strided API**
 
-Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_ungqr_batch` function.
+Computes the number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_ungqr_batch` function.
 
 .. container:: section
 
@@ -132,7 +132,7 @@ batch_size
    
   .. rubric:: Return Values
 
-Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemkl_lapack_ungqr_batch` function.
+Number of elements of type ``T`` the scratchpad memory should able to hold to be passed to the Strided API of the :ref:`onemath_lapack_ungqr_batch` function.
 
 .. container:: section
 
@@ -140,14 +140,14 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
 
-**Parent topic:** :ref:`onemkl_lapack-like-extensions-routines`
+**Parent topic:** :ref:`onemath_lapack-like-extensions-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/lapack/ungqr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
index 2433f00d08..a15baeb1db 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungqr_scratchpad_size:
+.. _onemath_lapack_ungqr_scratchpad_size:
 
 ungqr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungqr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ungqr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungqr` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ungqr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ungqr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 ungqr_scratchpad_size
@@ -44,7 +44,7 @@ ungqr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_ungqr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_ungqr` function will be performed.
 
 m
    The number of rows in the matrix :math:`A` (:math:`0 \le m`).
@@ -65,11 +65,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -78,8 +78,8 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ungqr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ungqr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines` 
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines` 
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungtr.rst b/source/elements/oneMath/source/domains/lapack/ungtr.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/lapack/ungtr.rst
rename to source/elements/oneMath/source/domains/lapack/ungtr.rst
index 0f1caaf6af..6f784e7f4d 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungtr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungtr:
+.. _onemath_lapack_ungtr:
 
 ungtr
 =====
 
 Generates the complex unitary matrix :math:`Q` determined by
-:ref:`onemkl_lapack_hetrd`.
+:ref:`onemath_lapack_hetrd`.
 
 .. container:: section
 
@@ -24,10 +24,10 @@ Generates the complex unitary matrix :math:`Q` determined by
         * -  ``std::complex<double>`` 
 
 The routine explicitly generates the :math:`n \times n` unitary matrix
-:math:`Q` formed by :ref:`onemkl_lapack_hetrd` when
+:math:`Q` formed by :ref:`onemath_lapack_hetrd` when
 reducing a complex Hermitian matrix :math:`A` to tridiagonal form:
 :math:`A = QTQ^H`. Use this routine after a call to
-:ref:`onemkl_lapack_hetrd`.
+:ref:`onemath_lapack_hetrd`.
 
 ungtr (Buffer Version)
 ----------------------
@@ -52,14 +52,14 @@ queue
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
@@ -67,12 +67,12 @@ lda
 
 tau
    The buffer ``tau`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, n-1)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungtr_scratchpad_size` function.
 
 .. container:: section
 
@@ -90,17 +90,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -131,14 +131,14 @@ queue
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    second dimension of ``a`` must be at least :math:`\max(1, n)`.
 
 lda
@@ -146,12 +146,12 @@ lda
 
 tau
    The pointer to ``tau`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    dimension of ``tau`` must be at least :math:`\max(1, n-1)`.
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_ungtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_ungtr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -172,17 +172,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -196,6 +196,6 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
 
diff --git a/source/elements/oneMKL/source/domains/lapack/ungtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
similarity index 70%
rename from source/elements/oneMKL/source/domains/lapack/ungtr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
index 9eb3f6bb38..d0a091a6d2 100644
--- a/source/elements/oneMKL/source/domains/lapack/ungtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_ungtr_scratchpad_size:
+.. _onemath_lapack_ungtr_scratchpad_size:
 
 ungtr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungtr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_ungtr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_ungtr` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_ungtr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_ungtr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 ungtr_scratchpad_size
@@ -44,12 +44,12 @@ ungtr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_ungtr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_ungtr` function will be performed.
 
 upper_lower
    Must be ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 n
    The order of the matrix :math:`Q` :math:`(0 \le n)`.
@@ -63,11 +63,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -76,7 +76,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type T the scratchpad memory to be passed to :ref:`onemkl_lapack_ungtr` function should be able to hold.
+The number of elements of type T the scratchpad memory to be passed to :ref:`onemath_lapack_ungtr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/unmqr.rst b/source/elements/oneMath/source/domains/lapack/unmqr.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/unmqr.rst
rename to source/elements/oneMath/source/domains/lapack/unmqr.rst
index 801d03c99a..82599102cd 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmqr.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmqr:
+.. _onemath_lapack_unmqr:
 
 unmqr
 =====
 
 Multiplies a complex matrix by the unitary matrix :math:`Q` of the QR
-factorization formed by :ref:`onemkl_lapack_geqrf`.
+factorization formed by :ref:`onemath_lapack_geqrf`.
 
 .. container:: section
 
@@ -27,7 +27,7 @@ The routine multiplies a rectangular complex :math:`m \times n` matrix :math:`C`
 :math:`Q` or :math:`Q^H`, where :math:`Q` is the complex unitary matrix defined
 as a product of :math:`k` elementary reflectors :math:`H(i)` of order :math:`n`:
 :math:`Q = H(1)^HH(2)^H ... H(k)^H` as returned by the RQ factorization routine
-:ref:`onemkl_lapack_gerqf`.
+:ref:`onemath_lapack_gerqf`.
 
 Depending on the parameters ``side`` and ``trans``, the routine can form one of
 the matrix products :math:`QC`, :math:`Q^HC`, :math:`CQ`, or :math:`CQ^H`
@@ -82,14 +82,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The buffer ``a`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The buffer ``a`` as returned by :ref:`onemath_lapack_geqrf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The buffer ``tau`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The buffer ``tau`` as returned by :ref:`onemath_lapack_geqrf`.
 
 c
     The buffer ``c`` contains the matrix :math:`C`. The second dimension of
@@ -101,7 +101,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by the
-    :ref:`onemkl_lapack_unmqr_scratchpad_size` function.
+    :ref:`onemath_lapack_unmqr_scratchpad_size` function.
 
 .. container:: section
 
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -187,14 +187,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The pointer to ``a`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The pointer to ``a`` as returned by :ref:`onemath_lapack_geqrf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The pointer to ``tau`` as returned by :ref:`onemkl_lapack_geqrf`.
+    The pointer to ``tau`` as returned by :ref:`onemath_lapack_geqrf`.
 
 c
     The pointer ``c`` points to the matrix :math:`C`. The second dimension of
@@ -206,7 +206,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by
-    :ref:`onemkl_lapack_unmqr_scratchpad_size` function.
+    :ref:`onemath_lapack_unmqr_scratchpad_size` function.
 
 events
     List of events to wait for before starting computation. Defaults to empty list.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -252,4 +252,4 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/unmqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/lapack/unmqr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
index 81b97e4cc2..49112c8115 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmqr_scratchpad_size:
+.. _onemath_lapack_unmqr_scratchpad_size:
 
 unmqr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmqr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_unmqr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmqr` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmqr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmqr` function should be able to hold.
 Calls to this routine must specify the template parameter
 explicitly.
 
@@ -45,7 +45,7 @@ unmqr_scratchpad_size
   .. rubric:: Input Parameters
          
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_unmqr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_unmqr` function will be performed.
 
 side
    If ``side=oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is
@@ -83,11 +83,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -96,7 +96,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmqr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmqr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/unmrq.rst b/source/elements/oneMath/source/domains/lapack/unmrq.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/lapack/unmrq.rst
rename to source/elements/oneMath/source/domains/lapack/unmrq.rst
index 3ce96d337f..9815e045b4 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmrq.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmrq:
+.. _onemath_lapack_unmrq:
 
 unmrq
 =====
 
 Multiplies a complex matrix by the unitary matrix :math:`Q` of the RQ
-factorization formed by :ref:`onemkl_lapack_gerqf`.
+factorization formed by :ref:`onemath_lapack_gerqf`.
 
 .. container:: section
 
@@ -27,7 +27,7 @@ The routine multiplies a rectangular complex :math:`m \times n` matrix :math:`C`
 :math:`Q` or :math:`Q^H`, where :math:`Q` is the complex unitary matrix defined
 as a product of :math:`k` elementary reflectors :math:`H(i)` of order :math:`n`:
 :math:`Q = H(1)^HH(2)^H ... H(k)^H` as returned by the RQ factorization routine
-:ref:`onemkl_lapack_gerqf`.
+:ref:`onemath_lapack_gerqf`.
 
 Depending on the parameters ``side`` and ``trans``, the routine can form one of
 the matrix products :math:`QC`, :math:`Q^HC`, :math:`CQ`, or :math:`CQ^H`
@@ -82,14 +82,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The buffer ``a`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The buffer ``a`` as returned by :ref:`onemath_lapack_gerqf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The buffer ``tau`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The buffer ``tau`` as returned by :ref:`onemath_lapack_gerqf`.
 
 c
     The buffer ``c`` contains the matrix :math:`C`. The second dimension of
@@ -101,7 +101,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by
-    :ref:`onemkl_lapack_unmrq_scratchpad_size` function.
+    :ref:`onemath_lapack_unmrq_scratchpad_size` function.
 
 .. container:: section
 
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -187,14 +187,14 @@ k
     If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
 
 a
-    The pointer to ``a`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The pointer to ``a`` as returned by :ref:`onemath_lapack_gerqf`.
     The second dimension of ``a`` must be at least :math:`\max(1,k)`.
 
 lda
     The leading dimension of ``a``.
 
 tau
-    The pointer to ``tau`` as returned by :ref:`onemkl_lapack_gerqf`.
+    The pointer to ``tau`` as returned by :ref:`onemath_lapack_gerqf`.
 
 c
     The pointer ``c`` points to the matrix :math:`C`. The second dimension of
@@ -206,7 +206,7 @@ ldc
 scratchpad_size
     Size of scratchpad memory as a number of floating point elements of type
     ``T``. Size should not be less than the value returned by
-    :ref:`onemkl_lapack_unmrq_scratchpad_size` function.
+    :ref:`onemath_lapack_unmrq_scratchpad_size` function.
 
 events
     List of events to wait for before starting computation. Defaults to empty list.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -252,4 +252,4 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
diff --git a/source/elements/oneMKL/source/domains/lapack/unmrq_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/lapack/unmrq_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
index 644de58c9a..63ecc9ffdf 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmrq_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmrq_scratchpad_size:
+.. _onemath_lapack_unmrq_scratchpad_size:
 
 unmrq_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmrq` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_unmrq` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmrq` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmrq` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmrq` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 unmrq_scratchpad_size
@@ -75,11 +75,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -88,7 +88,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
 
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmrq` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmrq` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-linear-equation-routines`
+**Parent topic:** :ref:`onemath_lapack-linear-equation-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/unmtr.rst b/source/elements/oneMath/source/domains/lapack/unmtr.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/lapack/unmtr.rst
rename to source/elements/oneMath/source/domains/lapack/unmtr.rst
index 6f8bee7b37..5c4939b026 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmtr.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmtr:
+.. _onemath_lapack_unmtr:
 
 unmtr
 =====
 
 Multiplies a complex matrix by the complex unitary matrix Q
 determined by
-:ref:`onemkl_lapack_hetrd`.
+:ref:`onemath_lapack_hetrd`.
 
 .. container:: section
 
@@ -26,10 +26,10 @@ determined by
 
 The routine multiplies a complex matrix :math:`C` by :math:`Q` or
 :math:`Q^{H}`, where :math:`Q` is the unitary matrix :math:`Q` formed by
-:ref:`onemkl_lapack_hetrd`
+:ref:`onemath_lapack_hetrd`
 when reducing a complex Hermitian matrix :math:`A` to tridiagonal form:
 :math:`A = QTQ^H`. Use this routine after a call to
-:ref:`onemkl_lapack_hetrd`.
+:ref:`onemath_lapack_hetrd`.
 
 Depending on the parameters ``side`` and ``trans``, the routine can
 form one of the matrix products :math:`QC`, :math:`Q^{H}C`,
@@ -79,7 +79,7 @@ side
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 trans
    Must be either ``transpose::nontrans`` or
@@ -103,14 +103,14 @@ k
 
 a
    The buffer ``a`` as returned by
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 lda
    The leading dimension of ``a`` :math:`(\max(1,r) \le \text{lda})`.
 
 tau
    The buffer ``tau`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    dimension of ``tau`` must be at least :math:`\max(1,r-1)`.
 
 c
@@ -122,7 +122,7 @@ ldc
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_unmtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_unmtr_scratchpad_size` function.
 
 .. container:: section
 
@@ -142,17 +142,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -204,7 +204,7 @@ side
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the same
    ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 trans
    Must be either ``transpose::nontrans`` or
@@ -228,14 +228,14 @@ k
 
 a
    The pointer to ``a`` as returned by
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 lda
    The leading dimension of ``a`` :math:`(\max(1,r) \le \text{lda})`.
 
 tau
    The pointer to ``tau`` as returned by
-   :ref:`onemkl_lapack_hetrd`. The
+   :ref:`onemath_lapack_hetrd`. The
    dimension of ``tau`` must be at least :math:`\max(1,r-1)`.
 
 c
@@ -247,7 +247,7 @@ ldc
 
 scratchpad_size
    Size of scratchpad memory as a number of floating point elements of type ``T``.
-   Size should not be less than the value returned by :ref:`onemkl_lapack_unmtr_scratchpad_size` function.
+   Size should not be less than the value returned by :ref:`onemath_lapack_unmtr_scratchpad_size` function.
 
 events
    List of events to wait for before starting computation. Defaults to empty list.
@@ -270,17 +270,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
+:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
+:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemkl_lapack_exception_computation_error>`
+:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -294,5 +294,5 @@ This routine shall throw the following exceptions if the associated condition is
 
 Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/lapack/unmtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
similarity index 78%
rename from source/elements/oneMKL/source/domains/lapack/unmtr_scratchpad_size.rst
rename to source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
index 1d784911d2..f3ab16b64f 100644
--- a/source/elements/oneMKL/source/domains/lapack/unmtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_lapack_unmtr_scratchpad_size:
+.. _onemath_lapack_unmtr_scratchpad_size:
 
 unmtr_scratchpad_size
 =====================
 
-Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmtr` function.
+Computes size of scratchpad memory required for :ref:`onemath_lapack_unmtr` function.
 
 .. container:: section
 
@@ -22,7 +22,7 @@ Computes size of scratchpad memory required for :ref:`onemkl_lapack_unmtr` funct
         * -  ``std::complex<float>`` 
         * -  ``std::complex<double>`` 
 
-Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmtr` function should be able to hold.
+Computes the number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmtr` function should be able to hold.
 Calls to this routine must specify the template parameter explicitly.
 
 unmtr_scratchpad_size
@@ -44,7 +44,7 @@ unmtr_scratchpad_size
   .. rubric:: Input Parameters
 
 queue
-   Device queue where calculations by :ref:`onemkl_lapack_unmtr` function will be performed.
+   Device queue where calculations by :ref:`onemath_lapack_unmtr` function will be performed.
 
 side
    Must be either ``side::left`` or ``side::right``.
@@ -58,7 +58,7 @@ side
 upper_lower
    Must be either ``uplo::upper`` or ``uplo::lower``. Uses the
    same ``upper_lower`` as supplied to
-   :ref:`onemkl_lapack_hetrd`.
+   :ref:`onemath_lapack_hetrd`.
 
 trans
    Must be either ``transpose::nontrans`` or
@@ -92,11 +92,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
+:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemkl_lapack_exception_invalid_argument>`
+:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -105,7 +105,7 @@ This routine shall throw the following exceptions if the associated condition is
 
   .. rubric:: Return Value
          
-The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemkl_lapack_unmtr` function should be able to hold.
+The number of elements of type ``T`` the scratchpad memory to be passed to :ref:`onemath_lapack_unmtr` function should be able to hold.
 
-**Parent topic:** :ref:`onemkl_lapack-singular-value-eigenvalue-routines`
+**Parent topic:** :ref:`onemath_lapack-singular-value-eigenvalue-routines`
 
diff --git a/source/elements/oneMKL/source/domains/matrix-storage.rst b/source/elements/oneMath/source/domains/matrix-storage.rst
similarity index 99%
rename from source/elements/oneMKL/source/domains/matrix-storage.rst
rename to source/elements/oneMath/source/domains/matrix-storage.rst
index edd660f6fb..0a854a7dc6 100644
--- a/source/elements/oneMKL/source/domains/matrix-storage.rst
+++ b/source/elements/oneMath/source/domains/matrix-storage.rst
@@ -11,7 +11,7 @@ Matrix Storage
 .. container::
 
 
-   The oneMKL BLAS and LAPACK routines for DPC++ use several matrix and
+   The oneMath BLAS and LAPACK routines for DPC++ use several matrix and
    vector storage formats. These are the same formats used in
    traditional Fortran BLAS/LAPACK. LAPACK routines require column
    major layout.
@@ -582,5 +582,5 @@ Matrix Storage
              }_\text{1 + (1-n) x incx}] \quad if \:incx \:< \:0 
 
 
-      **Parent topic:** :ref:`onemkl_dense_linear_algebra`
+      **Parent topic:** :ref:`onemath_dense_linear_algebra`
 
diff --git a/source/elements/oneMKL/source/domains/random_number_generators.inc.rst b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
similarity index 53%
rename from source/elements/oneMKL/source/domains/random_number_generators.inc.rst
rename to source/elements/oneMath/source/domains/random_number_generators.inc.rst
index 736cb4bab1..e316dc3fdb 100644
--- a/source/elements/oneMKL/source/domains/random_number_generators.inc.rst
+++ b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
@@ -2,16 +2,16 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng:
+.. _onemath_rng:
 
 Random Number Generators
 -------------------------
 
-The oneAPI Math Kernel Library Random Number Generators provides a :ref:`set of routines <onemkl_rng_overview>` implementing commonly
-used :ref:`pseudorandom, quasi-random, and non-deterministic generators <onemkl_rng_engines_basic_random_number_generators>`
-with :ref:`continuous and discrete distributions <onemkl_rng_distributions>`.
+The oneAPI Math Kernel Library Random Number Generators provides a :ref:`set of routines <onemath_rng_overview>` implementing commonly
+used :ref:`pseudorandom, quasi-random, and non-deterministic generators <onemath_rng_engines_basic_random_number_generators>`
+with :ref:`continuous and discrete distributions <onemath_rng_distributions>`.
 
 .. toctree::
    :hidden:
 
-   rng/onemkl-rng-overview.rst
\ No newline at end of file
+   rng/onemath-rng-overview.rst
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/rng/bibliography.rst b/source/elements/oneMath/source/domains/rng/bibliography.rst
similarity index 99%
rename from source/elements/oneMKL/source/domains/rng/bibliography.rst
rename to source/elements/oneMath/source/domains/rng/bibliography.rst
index be608650f9..7c58405953 100644
--- a/source/elements/oneMKL/source/domains/rng/bibliography.rst
+++ b/source/elements/oneMath/source/domains/rng/bibliography.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_bibliography:
+.. _onemath_rng_bibliography:
 
 Bibliography
 ============
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-distributions-template-parameter-method.rst b/source/elements/oneMath/source/domains/rng/device_api/device-distributions-template-parameter-method.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-distributions-template-parameter-method.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-distributions-template-parameter-method.rst
index 8414a58097..88a2e2b130 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-distributions-template-parameter-method.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-distributions-template-parameter-method.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_distributions_method:
+.. _onemath_device_rng_distributions_method:
 
 Distributions Template Parameter Method
 =======================================
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-distributions.rst b/source/elements/oneMath/source/domains/rng/device_api/device-distributions.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-distributions.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-distributions.rst
index cf7e8d20d7..5f81b79f85 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-distributions.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-distributions.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_distributions:
+.. _onemath_device_rng_distributions:
 
 Device Distributions
 ====================
 
-oneMKL RNG routines are used to generate random numbers with different types of distributions. Each function group is
+oneMath RNG routines are used to generate random numbers with different types of distributions. Each function group is
 introduced below by the type of underlying distribution and contains a short description of its functionality, as well
 as specifications of the call sequence and the explanation of input and output parameters. The Device Continuous
 Distribution Generators table and Device Discrete Distribution Generators table mention random number generator routines
@@ -23,27 +23,27 @@ basic random number generators.
      -     Data Types
      -     BRNG Data Type
      -     Description
-   * -     :ref:`onemkl_device_rng_uniform_continuous`
+   * -     :ref:`onemath_device_rng_uniform_continuous`
      -     float, double
      -     float, double
      -     Uniform continuous distribution on the interval [``a,b``)
-   * -     :ref:`onemkl_device_rng_gaussian`
+   * -     :ref:`onemath_device_rng_gaussian`
      -     float, double
      -     float, double
      -     Normal (Gaussian) distribution
-   * -     :ref:`onemkl_device_rng_exponential`
+   * -     :ref:`onemath_device_rng_exponential`
      -     float, double
      -     float, double
      -     Exponential distribution
-   * -     :ref:`onemkl_device_rng_lognormal`
+   * -     :ref:`onemath_device_rng_lognormal`
      -     float, double
      -     float, double
      -     Lognormal distribution
-   * -     :ref:`onemkl_device_rng_beta`
+   * -     :ref:`onemath_device_rng_beta`
      -     float, double
      -     float, double
      -     Beta distribution
-   * -     :ref:`onemkl_device_rng_gamma`
+   * -     :ref:`onemath_device_rng_gamma`
      -     float, double
      -     float, double
      -     Gamma distribution
@@ -58,30 +58,30 @@ basic random number generators.
      -     Data Types
      -     BRNG Data Type
      -     Description
-   * -     :ref:`onemkl_device_rng_uniform_discrete`
+   * -     :ref:`onemath_device_rng_uniform_discrete`
      -     integer
      -     float
      -     Uniform discrete distribution on the interval [``a,b``)
-   * -     :ref:`onemkl_device_rng_bits`
+   * -     :ref:`onemath_device_rng_bits`
      -     integer
      -     integer
      -     Bits of underlying BRNG integer sequence
-   * -     :ref:`onemkl_device_rng_uniform_bits`
+   * -     :ref:`onemath_device_rng_uniform_bits`
      -     integer
      -     integer
      -     Uniformly distributed bits in 32/64-bit chunks
-   * -     :ref:`onemkl_device_rng_poisson`
+   * -     :ref:`onemath_device_rng_poisson`
      -     integer
      -     integer
      -     Poisson distribution
-   * -     :ref:`onemkl_device_rng_bernoulli`
+   * -     :ref:`onemath_device_rng_bernoulli`
      -     integer
      -     integer
      -     Bernoulli distribution
 
 `NOTE:` In case of ``integer`` check desired distribution for supported data types.
 
-**Parent topic:** :ref:`onemkl_device_rng_routines`
+**Parent topic:** :ref:`onemath_device_rng_routines`
 
 .. toctree::
    :maxdepth: 1
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-engines.rst b/source/elements/oneMath/source/domains/rng/device_api/device-engines.rst
similarity index 64%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-engines.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-engines.rst
index 794f089f5e..91aa55a3f2 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-engines.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-engines.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_engines:
+.. _onemath_device_rng_engines:
 
 Device Engines (Basic Random Number Generators)
 ===============================================
 
-oneMKL RNG provides following device pseudorandom number generators:
+oneMath RNG provides following device pseudorandom number generators:
 
 .. tabularcolumns:: |\Y{0.4}|\Y{0.6}|
 
@@ -18,19 +18,19 @@ oneMKL RNG provides following device pseudorandom number generators:
    * -  Routine
      -  Description
 
-   * -  :ref:`onemkl_device_rng_mrg32k3a`
-     -  The combined multiple recursive pseudorandom number generator ``MRG32k3a`` [:ref:`L'Ecuyer99 <onemkl_rng_bibliography>`]
+   * -  :ref:`onemath_device_rng_mrg32k3a`
+     -  The combined multiple recursive pseudorandom number generator ``MRG32k3a`` [:ref:`L'Ecuyer99 <onemath_rng_bibliography>`]
 
-   * -  :ref:`onemkl_device_rng_philox4x32x10`
-     -  Philox4x32-10 counter-based pseudorandom number generator with a period of :math:`2^{128}` ``PHILOX4X32X10`` [:ref:`Salmon11 <onemkl_rng_bibliography>`]
+   * -  :ref:`onemath_device_rng_philox4x32x10`
+     -  Philox4x32-10 counter-based pseudorandom number generator with a period of :math:`2^{128}` ``PHILOX4X32X10`` [:ref:`Salmon11 <onemath_rng_bibliography>`]
 
-   * -  :ref:`onemkl_device_rng_mcg31m1`
-     -  The 31-bit multiplicative congruential pseudorandom number generator MCG(:math:`1132489760, 2^{32}-1`) :ref:`[L'Ecuyer99a] <onemkl_rng_bibliography>`.
+   * -  :ref:`onemath_device_rng_mcg31m1`
+     -  The 31-bit multiplicative congruential pseudorandom number generator MCG(:math:`1132489760, 2^{32}-1`) :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`.
 
-   * -  :ref:`onemkl_device_rng_mcg59`
-     -  The 59-bit multiplicative congruential pseudorandom number generator MCG(:math:`13^{13}, 2^{59}`) from NAG Numerical Libraries :ref:`[NAG] <onemkl_rng_bibliography>`.
+   * -  :ref:`onemath_device_rng_mcg59`
+     -  The 59-bit multiplicative congruential pseudorandom number generator MCG(:math:`13^{13}, 2^{59}`) from NAG Numerical Libraries :ref:`[NAG] <onemath_rng_bibliography>`.
 
-**Parent topic:** :ref:`onemkl_device_rng_routines`
+**Parent topic:** :ref:`onemath_device_rng_routines`
 
 .. toctree::
    :maxdepth: 1
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-bernoulli.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
index 12697e31e9..fbebb0a4d5 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-bernoulli.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_bernoulli:
+.. _onemath_device_rng_bernoulli:
 
 bernoulli
 =========
@@ -82,7 +82,7 @@ class bernoulli
                 * ``oneapi::mkl::rng::bernoulli_method::by_default``
                 * ``oneapi::mkl::rng::bernoulli_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -185,5 +185,5 @@ class bernoulli
 
             Returns the distribution parameter `p` - probability.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
 
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-beta.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-beta.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
index d17a39d263..c3e7004bde 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-beta.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_beta:
+.. _onemath_device_rng_beta:
 
 beta
 ====
@@ -244,4 +244,4 @@ class beta
             Returns the amount of random numbers that were rejected during
             the last ``generate`` function call. If no ``generate`` calls, ``0`` is returned.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-bits.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-bits.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
index bee0775dd8..9a9ff35f7a 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_bits:
+.. _onemath_device_rng_bits:
 
 bits
 ====
@@ -13,7 +13,7 @@ Generates bits of underlying engine (BRNG) integer sequence.
 
 The ``bits`` class object is used in ``generate`` and function to provide integer 
 random values. Each integer can be treated as a vector of several bits. In pseudorandom generators 
-this randomness can be violated. See :ref:`VS Notes<onemkl_rng_bibliography>` for details.
+this randomness can be violated. See :ref:`VS Notes<onemath_rng_bibliography>` for details.
 
 
 class bits
@@ -58,4 +58,4 @@ class bits
 
             The type which defines type of generated random numbers.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-exponential.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
index eab3a2b1d4..f0b8bfa12f 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-exponential.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_exponential:
+.. _onemath_device_rng_exponential:
 
 exponential
 ===========
@@ -84,7 +84,7 @@ class exponential
                 * ``oneapi::mkl::rng::device::exponential_method::icdf``
                 * ``oneapi::mkl::rng::device::exponential_method::icdf_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_device_rng_distributions_method>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
 
 .. container:: section
@@ -204,4 +204,4 @@ class exponential
 
             Returns the distribution parameter `beta` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-gamma.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
index 40a2b6cc3b..f161446c4c 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-gamma.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_gamma:
+.. _onemath_device_rng_gamma:
 
 gamma
 =====
@@ -225,4 +225,4 @@ class gamma
             Returns the amount of random numbers that were rejected during
             the last ``generate`` function call. If no ``generate`` calls, ``0`` is returned.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-gaussian.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
index f809fce6b4..5aae871bce 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-gaussian.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_gaussian:
+.. _onemath_device_rng_gaussian:
 
 gaussian
 ========
@@ -91,7 +91,7 @@ class gaussian
                 * ``oneapi::mkl::rng::device::gaussian_method::by_default``
                 * ``oneapi::mkl::rng::device::gaussian_method::box_muller2``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_device_rng_distributions_method>`
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`
 
 .. container:: section
 
@@ -210,4 +210,4 @@ class gaussian
 
             Returns the distribution parameter `stddev` - standard deviation value.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate-routines.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate-routines.rst
similarity index 62%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate-routines.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-generate-routines.rst
index 8b60e7429e..99dd43731d 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate-routines.rst
@@ -2,13 +2,13 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_generate_routines:
+.. _onemath_device_rng_generate_routines:
 
 Device Generate Routines
 ========================
 
 
-Use the :ref:`onemkl_device_rng_generate` routine to obtain random numbers from a given engine with proper 
+Use the :ref:`onemath_device_rng_generate` routine to obtain random numbers from a given engine with proper 
 statistics of a given distribution.
 
 .. toctree::
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
index 02e62390c2..8a22309219 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-generate.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_generate:
+.. _onemath_device_rng_generate:
 
 generate
 ========
@@ -37,10 +37,10 @@ Entry point to obtain random numbers from a given engine with proper statistics
     .. rubric:: Input Parameters
 
     distr
-        Distribution object. See :ref:`onemkl_device_rng_distributions` for details.
+        Distribution object. See :ref:`onemath_device_rng_distributions` for details.
 
     engine
-        Engine object. See :ref:`onemkl_device_rng_engines` for details.
+        Engine object. See :ref:`onemath_device_rng_engines` for details.
 
 .. container:: section
 
@@ -49,4 +49,4 @@ Entry point to obtain random numbers from a given engine with proper statistics
     Returns `Distr::result_type` if `Engine::vec_size == 1` or `sycl::vec<typename Distr::result_type, Engine::vec_size>` 
     with generated random numbers.
 
-**Parent topic:** :ref:`onemkl_device_rng_generate_routines`
+**Parent topic:** :ref:`onemath_device_rng_generate_routines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-lognormal.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
index d9e065a5af..df4918828a 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-lognormal.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_lognormal:
+.. _onemath_device_rng_lognormal:
 
 lognormal
 =========
@@ -86,7 +86,7 @@ class lognormal
                 * ``oneapi::mkl::rng::device::lognormal_method::by_default``
                 * ``oneapi::mkl::rng::device::lognormal_method::box_muller2``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_device_rng_distributions_method>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
 
 .. container:: section
@@ -239,4 +239,4 @@ class lognormal
 
             Returns the distribution parameter `scale` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg31m1.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
index 263335ac30..aca80b1903 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg31m1.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
@@ -2,16 +2,16 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_mcg31m1:
+.. _onemath_device_rng_mcg31m1:
 
 mcg31m1
 =======
 
-The 31-bit multiplicative congruential pseudorandom number generator MCG(:math:`1132489760, 2^{32}-1`) :ref:`[L'Ecuyer99a] <onemkl_rng_bibliography>`.
+The 31-bit multiplicative congruential pseudorandom number generator MCG(:math:`1132489760, 2^{32}-1`) :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`.
 
 .. rubric:: Description
 
-The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemkl_rng_bibliography>`. 
+The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemath_rng_bibliography>`. 
 The mcg31m1 generator belongs to linear congruential generators with the period length of approximately :math:`2^{31}`. 
 Such generators are still used as default random number generators in various software systems, mainly due to the 
 simplicity of the portable versions implementation, speed, and compatibility with the earlier systems versions. 
@@ -98,4 +98,4 @@ class mcg31m1
         offset
             Number of skipped elements.
 
-**Parent topic:** :ref:`onemkl_device_rng_engines`
+**Parent topic:** :ref:`onemath_device_rng_engines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg59.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
index 0d615c636e..0d580b805f 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mcg59.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_mcg59:
+.. _onemath_device_rng_mcg59:
 
 mcg59
 =====
@@ -12,7 +12,7 @@ from NAG Numerical Libraries.
 
 .. rubric:: Description
 
-The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemkl_rng_bibliography>`. 
+The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemath_rng_bibliography>`. 
 The mcg59 generator belongs to linear congruential generators with the period length of approximately :math:`2^{57}`.
 
 .. container:: section
@@ -94,4 +94,4 @@ class mcg59
         offset
             Number of skipped elements.
 
-**Parent topic:** :ref:`onemkl_device_rng_engines`
+**Parent topic:** :ref:`onemath_device_rng_engines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-mrg32k3a.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
index ffd3125198..9cc285b4fe 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-mrg32k3a.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_mrg32k3a:
+.. _onemath_device_rng_mrg32k3a:
 
 mrg32k3a
 ========
@@ -12,7 +12,7 @@ The combined multiple recursive pseudorandom number generator MRG32k3a.
 .. rubric:: Description
 
 MRG32k3a engine is a 32-bit combined multiple recursive generator with two components of order 3
-[:ref:`L'Ecuyer99a<onemkl_rng_bibliography>`]. MRG32k3a combined generator meets the requirements for 
+[:ref:`L'Ecuyer99a<onemath_rng_bibliography>`]. MRG32k3a combined generator meets the requirements for 
 modern RNGs, such as good multidimensional uniformity, or a long period (:math:`p \approx 2^{191}`).
 
 
@@ -210,4 +210,4 @@ class mrg32k3a
         offset
             Number of skipped elements. Offset is calculated as: ``num_to_skip`` [0]+ ``num_to_skip`` [1]*2\ :sup:`64` + ``num_to_skip`` [2]\* 2\ :sup:`128` + … + ``num_to_skip`` [``n``-1]\*2\ :sup:`64` \*(``n``-1).
 
-**Parent topic:** :ref:`onemkl_device_rng_engines`
+**Parent topic:** :ref:`onemath_device_rng_engines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-philox4x32x10.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
index d5f51b8068..10acf6f1e8 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-philox4x32x10.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_philox4x32x10:
+.. _onemath_device_rng_philox4x32x10:
 
 philox4x32x10
 =============
 
-A Philox4x32-10 counter-based pseudorandom number generator [:ref:`Salmon11<onemkl_rng_bibliography>`].
+A Philox4x32-10 counter-based pseudorandom number generator [:ref:`Salmon11<onemath_rng_bibliography>`].
 
 .. rubric:: Description
 
@@ -17,7 +17,7 @@ The Philox4x32x10 engine is a keyed family of generator of counter-based BRNG. T
 
     .. rubric:: Generation algorithm
 
-    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemkl_rng_bibliography>`]:
+    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
 
     1. :math:`c_n=c_{n-1} + 1`
     2. :math:`\omega_n = f(c_n)`, where :math:`f` is a function that takes 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
@@ -189,4 +189,4 @@ class philox4x32x10
         offset
             Number of skipped elements. Offset is calculated as: ``num_to_skip`` [0]+ ``num_to_skip`` [1]*2\ :sup:`64` + ``num_to_skip`` [2]\* 2\ :sup:`128` + … + ``num_to_skip`` [``n``-1]\*2\ :sup:`64` \*(``n``-1).
 
-**Parent topic:** :ref:`onemkl_device_rng_engines`
+**Parent topic:** :ref:`onemath_device_rng_engines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-poisson.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
index 63b1167cd6..e68a0f2203 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-poisson.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_poisson:
+.. _onemath_device_rng_poisson:
 
 poisson
 =======
@@ -76,7 +76,7 @@ class poisson
                 * ``oneapi::mkl::rng::device::poisson_method::by_default``
                 * ``oneapi::mkl::rng::device::poisson_method::devroye``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -179,4 +179,4 @@ class poisson
 
             Returns the distribution parameter `lambda`.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-skip-ahead.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-skip-ahead.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
index 173b3f782c..3630015e52 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-skip-ahead.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_skip_ahead:
+.. _onemath_device_rng_skip_ahead:
 
 skip_ahead
 ==========
@@ -76,4 +76,4 @@ skip_ahead
         would be: :math:`num\_to\_skip[0] + num\_to\_skip[1] \cdot 2^{64} + ... + 
         num\_to\_skip[1] \cdot 2^{64 (n - 1)}`, where `n` is a number of elements in `num_to_skip` list.
 
-**Parent topic:** :ref:`onemkl_device_rng_service_routines`
+**Parent topic:** :ref:`onemath_device_rng_service_routines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-bits.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-bits.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
index 56bc8cf7d2..a2b2faddeb 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_uniform_bits:
+.. _onemath_device_rng_uniform_bits:
 
 uniform_bits
 ============
@@ -16,7 +16,7 @@ in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is
 is supported for philox4x32x10 and mcg59 engines. When generating 64-bit chunks, twice as much engine offset needs to 
 be provided.
 
-``UIntType`` denotes the chunk size and can be ``std::uint32_t``, ``std::uint64_t``. See :ref:`VS Notes<onemkl_rng_bibliography>` for details.
+``UIntType`` denotes the chunk size and can be ``std::uint32_t``, ``std::uint64_t``. See :ref:`VS Notes<onemath_rng_bibliography>` for details.
 
 
 class uniform_bits
@@ -61,4 +61,4 @@ class uniform_bits
 
             The type which defines type of generated random numbers.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-continuous.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
index ef218522cf..099543987b 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-continuous.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_uniform_continuous:
+.. _onemath_device_rng_uniform_continuous:
 
 uniform (Continuous)
 ====================
@@ -85,7 +85,7 @@ class uniform
                 * ``oneapi::mkl::rng::device::uniform_method::standard``
                 * ``oneapi::mkl::rng::device::uniform_method::accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_device_rng_distributions_method>`
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`
 
 
 .. container:: section
@@ -205,4 +205,4 @@ class uniform
 
             Returns the distribution parameter `b` - right bound.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-discrete.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
index a3b632a69a..581aac578d 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-uniform-discrete.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_uniform_discrete:
+.. _onemath_device_rng_uniform_discrete:
 
 uniform (Discrete)
 ==================
@@ -84,7 +84,7 @@ class uniform
                 * ``oneapi::mkl::rng::device::uniform_method::standard``
                 * ``oneapi::mkl::rng::device::uniform_method::accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_device_rng_distributions_method>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
 
 .. container:: section
@@ -177,4 +177,4 @@ class uniform
 
             Returns the distribution parameter `b` - right bound.
 
-**Parent topic:** :ref:`onemkl_device_rng_distributions`
+**Parent topic:** :ref:`onemath_device_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-rng-usage-model.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
index 15c65c6631..5d0af7cc06 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
@@ -2,9 +2,9 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_usage_model:
+.. _onemath_device_rng_usage_model:
 
-oneMKL RNG Device Usage Model
+oneMath RNG Device Usage Model
 =============================
 
 .. contents::
@@ -12,7 +12,7 @@ oneMKL RNG Device Usage Model
     :depth: 1
 
 A typical usage model for device routines is the same as described in
-:ref:`onemkl_rng_usage_model`:
+:ref:`onemath_rng_usage_model`:
 
 
 #. Create and initialize the object for basic random number generator.
@@ -74,4 +74,4 @@ Example of Vector Random Numbers Generation
         // ...
     }
 
-**Parent topic:** :ref:`onemkl_device_rng_routines`
+**Parent topic:** :ref:`onemath_device_rng_routines`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-routines.rst b/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-routines.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
index 16e7d7664e..51a3958a2c 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_routines:
+.. _onemath_device_rng_routines:
 
 Random Number Generators Device Routines
 ========================================
@@ -27,26 +27,26 @@ RNG domain contains two classes types:
 
    -  Engines (basic random number generators) classes, which holds
       the state of generator and is a source of independent and identically distributed random variables. 
-      Refer to :ref:`onemkl_rng_engines_basic_random_number_generators`
+      Refer to :ref:`onemath_rng_engines_basic_random_number_generators`
       for a detailed description.
    -  Distribution classes templates (transformation classes) for different types of statistical
       distributions, for example, uniform, normal (Gaussian), binomial,
       etc. These classes contain all of the distribution’s parameters
-      (including generation method). Refer to :ref:`onemkl_device_rng_distributions` for
+      (including generation method). Refer to :ref:`onemath_device_rng_distributions` for
       a detailed description of the distributions.
 
 The RNG domain also contains two types of free functions:
 
    -  Generation routines. The current routines are used to obtain random
       numbers from a given engine with proper statistics defined by a
-      given distribution. Refer to the :ref:`onemkl_device_rng_generate_routines`
+      given distribution. Refer to the :ref:`onemath_device_rng_generate_routines`
       section for a detailed description.
-   -  Service routines. The routines are used to modify the engine state. Refer to :ref:`onemkl_device_rng_service_routines` for a
+   -  Service routines. The routines are used to modify the engine state. Refer to :ref:`onemath_device_rng_service_routines` for a
       description of these routines.
 
 
 Engine classes work with both generation and service routines. Distribution classes are used in
-generation routines only. Refer to the :ref:`onemkl_device_rng_usage_model`
+generation routines only. Refer to the :ref:`onemath_device_rng_usage_model`
 section for the description of typical RNG scenario.
 
 .. toctree::
@@ -59,4 +59,4 @@ section for the description of typical RNG scenario.
    device-service-routines.rst
    ../bibliography.rst
 
-**Parent topic:** :ref:`onemkl_rng`
+**Parent topic:** :ref:`onemath_rng`
diff --git a/source/elements/oneMKL/source/domains/rng/device_api/device-service-routines.rst b/source/elements/oneMath/source/domains/rng/device_api/device-service-routines.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/rng/device_api/device-service-routines.rst
rename to source/elements/oneMath/source/domains/rng/device_api/device-service-routines.rst
index cf04188904..f19fdc05ea 100644
--- a/source/elements/oneMKL/source/domains/rng/device_api/device-service-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-service-routines.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_device_rng_service_routines:
+.. _onemath_device_rng_service_routines:
 
 Device Service Routines
 =======================
@@ -15,7 +15,7 @@ Device Service Routines
    * -  Routine
      -  Description
 
-   * -  :ref:`onemkl_device_rng_skip_ahead`
+   * -  :ref:`onemath_device_rng_skip_ahead`
      -  Proceed state of engine by the skip-ahead method to skip a given number of elements from the original sequence.
 
 .. toctree::
@@ -24,4 +24,4 @@ Device Service Routines
 
    device-rng-skip-ahead.rst
 
-**Parent topic:** :ref:`onemkl_device_rng_routines`
\ No newline at end of file
+**Parent topic:** :ref:`onemath_device_rng_routines`
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
rename to source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
index 741fc34c97..11690f56e5 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_distributions_template_parameter_mkl_rng_method_values:
+.. _onemath_rng_distributions_template_parameter_mkl_rng_method_values:
 
 Distributions Template Parameter Method
 =======================================
@@ -96,4 +96,4 @@ Distributions Template Parameter Method
           -     Inverse cumulative distribution function (ICDF) method.
 
 **Parent
-topic:** :ref:`onemkl_rng_distributions`
+topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/distributions.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/rng/host_api/distributions.rst
rename to source/elements/oneMath/source/domains/rng/host_api/distributions.rst
index 8308f0783b..9aecae533d 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/distributions.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_distributions:
+.. _onemath_rng_distributions:
 
 Host Distributions
 ==================
@@ -11,7 +11,7 @@ Host Distributions
 .. container::
 
 
-   oneMKL RNG routines are used to generate random
+   oneMath RNG routines are used to generate random
    numbers with different types of distribution. Each function group is
    introduced below by the type of underlying distribution and contains
    a short description of its functionality, as well as specifications
@@ -33,31 +33,31 @@ Host Distributions
 
          * -     Routine
            -     Description
-         * -           \ :ref:`onemkl_rng_uniform_continuous`\
+         * -           \ :ref:`onemath_rng_uniform_continuous`\
            -     Uniform continuous distribution on the interval       [``a,b``)
-         * -           \ :ref:`onemkl_rng_gaussian`\
+         * -           \ :ref:`onemath_rng_gaussian`\
            -     Normal (Gaussian) distribution
-         * -           \ :ref:`onemkl_rng_exponential`\
+         * -           \ :ref:`onemath_rng_exponential`\
            -     Exponential distribution
-         * -           \ :ref:`onemkl_rng_laplace`\
+         * -           \ :ref:`onemath_rng_laplace`\
            -     Laplace distribution (double exponential distribution)
-         * -           \ :ref:`onemkl_rng_weibull`\
+         * -           \ :ref:`onemath_rng_weibull`\
            -     Weibull distribution
-         * -           \ :ref:`onemkl_rng_cauchy`\
+         * -           \ :ref:`onemath_rng_cauchy`\
            -     Cauchy distribution
-         * -           \ :ref:`onemkl_rng_rayleigh`\
+         * -           \ :ref:`onemath_rng_rayleigh`\
            -     Rayleigh distribution
-         * -           \ :ref:`onemkl_rng_lognormal`\
+         * -           \ :ref:`onemath_rng_lognormal`\
            -     Lognormal distribution
-         * -           \ :ref:`onemkl_rng_gumbel`\
+         * -           \ :ref:`onemath_rng_gumbel`\
            -     Gumbel (extreme value) distribution
-         * -           \ :ref:`onemkl_rng_gamma`\
+         * -           \ :ref:`onemath_rng_gamma`\
            -     Gamma distribution
-         * -           \ :ref:`onemkl_rng_beta`\
+         * -           \ :ref:`onemath_rng_beta`\
            -     Beta distribution
-         * -           \ :ref:`onemkl_rng_chi_square`\
+         * -           \ :ref:`onemath_rng_chi_square`\
            -     Chi-Square distribution
-         * -           \ :ref:`onemkl_rng_gaussian_mv`\
+         * -           \ :ref:`onemath_rng_gaussian_mv`\
            -     Normal Multivariate (Gaussian Multivariate) distribution
 
 
@@ -71,27 +71,27 @@ Host Distributions
 
          * -     Type of Distribution
            -     Description
-         * -           \ :ref:`onemkl_rng_uniform_discrete`\
+         * -           \ :ref:`onemath_rng_uniform_discrete`\
            -     Uniform discrete distribution on the interval       [``a,b``)
-         * -           \ :ref:`onemkl_rng_uniform_bits`\
+         * -           \ :ref:`onemath_rng_uniform_bits`\
            -     Uniformly distributed bits in 32/64-bit chunks
-         * -           \ :ref:`onemkl_rng_bits`\
+         * -           \ :ref:`onemath_rng_bits`\
            -     Bits of underlying BRNG integer recurrence
-         * -           \ :ref:`onemkl_rng_bernoulli`\
+         * -           \ :ref:`onemath_rng_bernoulli`\
            -     Bernoulli distribution
-         * -           \ :ref:`onemkl_rng_geometric`\
+         * -           \ :ref:`onemath_rng_geometric`\
            -     Geometric distribution
-         * -           \ :ref:`onemkl_rng_binomial`\
+         * -           \ :ref:`onemath_rng_binomial`\
            -     Binomial distribution
-         * -           \ :ref:`onemkl_rng_hypergeometric`\
+         * -           \ :ref:`onemath_rng_hypergeometric`\
            -     Hypergeometric distribution
-         * -           \ :ref:`onemkl_rng_poisson`\
+         * -           \ :ref:`onemath_rng_poisson`\
            -     Poisson distribution
-         * -           \ :ref:`onemkl_rng_poisson_v`\
+         * -           \ :ref:`onemath_rng_poisson_v`\
            -     Poisson distribution with varying mean
-         * -           \ :ref:`onemkl_rng_negative_binomial`\
+         * -           \ :ref:`onemath_rng_negative_binomial`\
            -     Negative binomial distribution, or Pascal distribution
-         * -           \ :ref:`onemkl_rng_multinomial`\
+         * -           \ :ref:`onemath_rng_multinomial`\
            -     Multinomial distribution
 
 
@@ -127,22 +127,22 @@ Host Distributions
 
          * -     Distribution
            -     Method
-         * -           \ :ref:`onemkl_rng_uniform_continuous`\
+         * -           \ :ref:`onemath_rng_uniform_continuous`\
            -     `oneapi::mkl::rng::unform_method::accurate`
-         * -           \ :ref:`onemkl_rng_exponential`\
+         * -           \ :ref:`onemath_rng_exponential`\
            -     `oneapi::mkl::rng::exponential_method::icdf_accurate`
-         * -           \ :ref:`onemkl_rng_weibull`\
+         * -           \ :ref:`onemath_rng_weibull`\
            -     `oneapi::mkl::rng::weibull_method::icdf_accurate`
-         * -           \ :ref:`onemkl_rng_rayleigh`\
+         * -           \ :ref:`onemath_rng_rayleigh`\
            -     `oneapi::mkl::rng::rayleigh_method::icdf_accurate`
-         * -           \ :ref:`onemkl_rng_lognormal`\
+         * -           \ :ref:`onemath_rng_lognormal`\
            -     `oneapi::mkl::rng::lognormal_method::box_muller2_accurate`, `oneapi::mkl::rng::lognormal_method::icdf_accurate`
-         * -           \ :ref:`onemkl_rng_gamma`\
+         * -           \ :ref:`onemath_rng_gamma`\
            -     `oneapi::mkl::rng::gamma_method::marsaglia_accurate`
-         * -           \ :ref:`onemkl_rng_beta`\
+         * -           \ :ref:`onemath_rng_beta`\
            -     `oneapi::mkl::rng::beta_method::cja_accurate`
                
-   **Parent topic:** :ref:`onemkl_rng_manual_offload_routines`
+   **Parent topic:** :ref:`onemath_rng_manual_offload_routines`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/engines-basic-random-number-generators.rst b/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
similarity index 62%
rename from source/elements/oneMKL/source/domains/rng/host_api/engines-basic-random-number-generators.rst
rename to source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
index 5b4b6a2ce6..28ac8bbbd4 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/engines-basic-random-number-generators.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_engines_basic_random_number_generators:
+.. _onemath_rng_engines_basic_random_number_generators:
 
 Host Engines (Basic Random Number Generators)
 =============================================
@@ -11,7 +11,7 @@ Host Engines (Basic Random Number Generators)
 .. container::
 
 
-   oneMKL RNG provides pseudorandom, quasi-random, and non-deterministic
+   oneMath RNG provides pseudorandom, quasi-random, and non-deterministic
    random number generators for Data Parallel C++:
 
 
@@ -23,43 +23,43 @@ Host Engines (Basic Random Number Generators)
 
          * -  Routine
            -  Description
-         * -                      \ :ref:`onemkl_rng_default_engine`\
+         * -                      \ :ref:`onemath_rng_default_engine`\
            -     The default random engine
-         * -                      \ :ref:`onemkl_rng_mrg32k3a`\
-           -     The combined multiple recursive pseudorandom number       generator      ``MRG32k3a``\ :ref:`[L'Ecuyer99a] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_philox4x32x10`\
-           -     Philox4x32-10 counter-based pseudorandom number       generator with a period of      2\ :sup:`128`\ ``PHILOX4X32X10``\ :ref:`[Salmon11] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_mcg31m1`\
-           -     The 31-bit multiplicative congruential pseudorandom       number generator MCG(1132489760, 231 -1)      :ref:`[L'Ecuyer99] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_r250`\
-           -     The 32-bit generalized feedback shift register       pseudorandom number generator      ``GFSR(250,103)``\ :ref:`[Kirkpatrick81] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_mcg59`\
-           -     The 59-bit multiplicative congruential pseudorandom       number generator ``MCG(13``\ :sup:`13`\ ``, 2``\ :sup:`59`) from      NAG Numerical Libraries      :ref:`[NAG] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_wichmann_hill`\
-           -     Wichmann-Hill pseudorandom number generator (a set of       273 basic generators) from NAG Numerical Libraries      :ref:`[NAG] <onemkl_rng_bibliography>`\
-         * -                      \ :ref:`onemkl_rng_mt19937`\
-           -     Mersenne Twister pseudorandom number generator       ``MT19937``\ :ref:`[Matsumoto98] <onemkl_rng_bibliography>`      with period length 2\ :sup:`19937`-1 of the produced sequence
-         * -                      \ :ref:`onemkl_rng_mt2203`\
-           -     Set of 6024 Mersenne Twister pseudorandom number       generators      ``MT2203``\ :ref:`[Matsumoto98] <onemkl_rng_bibliography>`,      :ref:`[Matsumoto00] <onemkl_rng_bibliography>`.      Each of them generates a sequence of period length equal to      2\ :sup:`2203`-1. Parameters of the generators provide mutual      independence of the corresponding sequences.
-         * -                      \ :ref:`onemkl_rng_sfmt19937`\
-           -     SIMD-oriented Fast Mersenne Twister pseudorandom       number generator      ``SFMT19937``\ :ref:`[Saito08] <onemkl_rng_bibliography>`      with a period length equal to 2\ :sup:`19937`-1 of the produced      sequence.
-         * -                      \ :ref:`onemkl_rng_sobol`\
-           -     Sobol quasi-random number generator       :ref:`[Sobol76] <onemkl_rng_bibliography>`,      :ref:`[Bratley88] <onemkl_rng_bibliography>`,      which works in arbitrary dimension.
-         * -                      \ :ref:`onemkl_rng_niederreiter`\
-           -     Niederreiter quasi-random number generator       :ref:`[Bratley92] <onemkl_rng_bibliography>`,      which works in arbitrary dimension.
-         * -                      \ :ref:`onemkl_rng_ars5`\
-           -     ARS-5 counter-based pseudorandom number generator with       a period of 2\ :sup:`128`, which uses instructions from the AES-NI      set      ``ARS5``\ :ref:`[Salmon11] <onemkl_rng_bibliography>`.
-         * -                      \ :ref:`onemkl_rng_nondeterministic`\
+         * -                      \ :ref:`onemath_rng_mrg32k3a`\
+           -     The combined multiple recursive pseudorandom number       generator      ``MRG32k3a``\ :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_philox4x32x10`\
+           -     Philox4x32-10 counter-based pseudorandom number       generator with a period of      2\ :sup:`128`\ ``PHILOX4X32X10``\ :ref:`[Salmon11] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_mcg31m1`\
+           -     The 31-bit multiplicative congruential pseudorandom       number generator MCG(1132489760, 231 -1)      :ref:`[L'Ecuyer99] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_r250`\
+           -     The 32-bit generalized feedback shift register       pseudorandom number generator      ``GFSR(250,103)``\ :ref:`[Kirkpatrick81] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_mcg59`\
+           -     The 59-bit multiplicative congruential pseudorandom       number generator ``MCG(13``\ :sup:`13`\ ``, 2``\ :sup:`59`) from      NAG Numerical Libraries      :ref:`[NAG] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_wichmann_hill`\
+           -     Wichmann-Hill pseudorandom number generator (a set of       273 basic generators) from NAG Numerical Libraries      :ref:`[NAG] <onemath_rng_bibliography>`\
+         * -                      \ :ref:`onemath_rng_mt19937`\
+           -     Mersenne Twister pseudorandom number generator       ``MT19937``\ :ref:`[Matsumoto98] <onemath_rng_bibliography>`      with period length 2\ :sup:`19937`-1 of the produced sequence
+         * -                      \ :ref:`onemath_rng_mt2203`\
+           -     Set of 6024 Mersenne Twister pseudorandom number       generators      ``MT2203``\ :ref:`[Matsumoto98] <onemath_rng_bibliography>`,      :ref:`[Matsumoto00] <onemath_rng_bibliography>`.      Each of them generates a sequence of period length equal to      2\ :sup:`2203`-1. Parameters of the generators provide mutual      independence of the corresponding sequences.
+         * -                      \ :ref:`onemath_rng_sfmt19937`\
+           -     SIMD-oriented Fast Mersenne Twister pseudorandom       number generator      ``SFMT19937``\ :ref:`[Saito08] <onemath_rng_bibliography>`      with a period length equal to 2\ :sup:`19937`-1 of the produced      sequence.
+         * -                      \ :ref:`onemath_rng_sobol`\
+           -     Sobol quasi-random number generator       :ref:`[Sobol76] <onemath_rng_bibliography>`,      :ref:`[Bratley88] <onemath_rng_bibliography>`,      which works in arbitrary dimension.
+         * -                      \ :ref:`onemath_rng_niederreiter`\
+           -     Niederreiter quasi-random number generator       :ref:`[Bratley92] <onemath_rng_bibliography>`,      which works in arbitrary dimension.
+         * -                      \ :ref:`onemath_rng_ars5`\
+           -     ARS-5 counter-based pseudorandom number generator with       a period of 2\ :sup:`128`, which uses instructions from the AES-NI      set      ``ARS5``\ :ref:`[Salmon11] <onemath_rng_bibliography>`.
+         * -                      \ :ref:`onemath_rng_nondeterministic`\
            -     Non-deterministic random number generator \
 
 
 
 
-   For some basic generators, oneMKL RNG provides two methods of
+   For some basic generators, oneMath RNG provides two methods of
    creating independent states in multiprocessor computations, which are
    the leapfrog method and the block-splitting method. These sequence
    splitting methods are also useful in sequential Monte Carlo. The
-   description of these functions can be found in the :ref:`onemkl_rng_service_routines` section.
+   description of these functions can be found in the :ref:`onemath_rng_service_routines` section.
 
 
    In addition, the MT2203 pseudorandom number generator is a set of 6024
@@ -69,60 +69,60 @@ Host Engines (Basic Random Number Generators)
    allows creating up to 273 independent random streams. The properties
    of the generators designed for parallel computations are discussed in
    detail in
-   [:ref:`Coddington94 <onemkl_rng_bibliography>`].
+   [:ref:`Coddington94 <onemath_rng_bibliography>`].
 
 
-   **Parent topic:** :ref:`onemkl_rng_manual_offload_routines`
+   **Parent topic:** :ref:`onemath_rng_manual_offload_routines`
 
 
 .. container::
 
 
-   -  :ref:`onemkl_rng_default_engine`
+   -  :ref:`onemath_rng_default_engine`
       The default random engine (implementation defined)
-   -  :ref:`onemkl_rng_mrg32k3a`
+   -  :ref:`onemath_rng_mrg32k3a`
       The combined multiple recursive pseudorandom number generator
       MRG32k3a [ L'Ecuyer99a]
-   -  :ref:`onemkl_rng_philox4x32x10`
+   -  :ref:`onemath_rng_philox4x32x10`
       A Philox4x32-10 counter-based pseudorandom number generator.
       [Salmon11].
-   -  :ref:`onemkl_rng_mcg31m1`
+   -  :ref:`onemath_rng_mcg31m1`
       The 31-bit multiplicative congruential pseudorandom number
       generator MCG(1132489760, 231 -1) [L'Ecuyer99]
-   -  :ref:`onemkl_rng_mcg59`
+   -  :ref:`onemath_rng_mcg59`
       The 59-bit multiplicative congruential pseudorandom number
       generator MCG(1313, 259) from NAG Numerical Libraries [NAG].
-   -  :ref:`onemkl_rng_r250`
+   -  :ref:`onemath_rng_r250`
       The 32-bit generalized feedback shift register pseudorandom number
       generator GFSR(250,103)[Kirkpatrick81].
-   -  :ref:`onemkl_rng_wichmann_hill`
+   -  :ref:`onemath_rng_wichmann_hill`
       Wichmann-Hill pseudorandom number generator (a set of 273 basic
       generators) from NAG Numerical Libraries [NAG].
-   -  :ref:`onemkl_rng_mt19937`
+   -  :ref:`onemath_rng_mt19937`
       Mersenne Twister pseudorandom number generator MT19937
       [Matsumoto98] with period length 2\ :sup:`19937`-1 of the produced
       sequence.
-   -  :ref:`onemkl_rng_sfmt19937`
+   -  :ref:`onemath_rng_sfmt19937`
       SIMD-oriented Fast Mersenne Twister pseudorandom number generator
       SFMT19937 [Saito08] with a period length equal to
       2\ :sup:`19937`-1 of the produced sequence.
-   -  :ref:`onemkl_rng_mt2203`
+   -  :ref:`onemath_rng_mt2203`
       Set of 6024 Mersenne Twister pseudorandom number generators MT2203
       [Matsumoto98], [Matsumoto00]. Each of them generates a sequence of
       period length equal to 2\ :sup:`2203`-1. Parameters of the
       generators provide mutual independence of the corresponding
       sequences..
-   -  :ref:`onemkl_rng_ars5`
+   -  :ref:`onemath_rng_ars5`
       ARS-5 counter-based pseudorandom number generator with a period of
       2\ :sup:`128`, which uses instructions from the AES-NI set
       ARS5[Salmon11].
-   -  :ref:`onemkl_rng_sobol`
+   -  :ref:`onemath_rng_sobol`
       Sobol quasi-random number generator [Sobol76], [Bratley88], which
       works in arbitrary dimension.
-   -  :ref:`onemkl_rng_niederreiter`
+   -  :ref:`onemath_rng_niederreiter`
       Niederreiter quasi-random number generator [Bratley92], which
       works in arbitrary dimension.
-   -  :ref:`onemkl_rng_nondeterministic`
+   -  :ref:`onemath_rng_nondeterministic`
       Non-deterministic random number generator.
 
 .. toctree::
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/generate-routine.rst b/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
similarity index 71%
rename from source/elements/oneMKL/source/domains/rng/host_api/generate-routine.rst
rename to source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
index 8c43e955c7..d4a7b7c790 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/generate-routine.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_generate_routine:
+.. _onemath_rng_generate_routine:
 
 Host Generate Routine
 =====================
@@ -10,11 +10,11 @@ Host Generate Routine
 .. container::
 
 
-   -  :ref:`onemkl_rng_generate`
+   -  :ref:`onemath_rng_generate`
       Entry point to obtain random numbers from a given engine with
       proper statistics of a given distribution.
 
-   **Parent topic:** :ref:`onemkl_rng_manual_offload_routines`
+   **Parent topic:** :ref:`onemath_rng_manual_offload_routines`
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-ars5.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-ars5.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
index 7212e5a5e2..fbcaacc1f6 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-ars5.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
@@ -2,24 +2,24 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_ars5:
+.. _onemath_rng_ars5:
 
 ars5
 ====
 
 The ars5 counter-based pseudorandom number generator.
 
-.. _onemkl_rng_ars5_description:
+.. _onemath_rng_ars5_description:
 
 .. rubric:: Description
 
-The ars5 engine is a keyed family of counter-based BRNG. The state consists of a 128-bit integer counter :math:`c` and a 128-bit key :math:`k`. The BRNG is based on the AES encryption algorithm [:ref:`FIPS-197 <onemkl_rng_bibliography>`].
+The ars5 engine is a keyed family of counter-based BRNG. The state consists of a 128-bit integer counter :math:`c` and a 128-bit key :math:`k`. The BRNG is based on the AES encryption algorithm [:ref:`FIPS-197 <onemath_rng_bibliography>`].
 
 .. container:: section
 
     .. rubric:: Generation algorithm
 
-    The generator has a 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemkl_rng_bibliography>`]:
+    The generator has a 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
 
     1. The i-th number is defined by the following formula :math:`r_i=(f(i/ 4) >> ((i \ mod \ 4) * 32)) \ mod \ 2 ^ {32}`
     2. Function :math:`f(c)` takes a 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
@@ -39,13 +39,13 @@ The ars5 engine is a keyed family of counter-based BRNG. The state consists of a
 
         :math:`Hi(k_{i+1}) = Hi(k) + 0xBB67AE8584CAA73B`
 
-        Specification for :math:`SubBytes, ShiftRows, MixColumns, AddRoundKey` functions can be found in [:ref:`FIPS-197 <onemkl_rng_bibliography>`].
+        Specification for :math:`SubBytes, ShiftRows, MixColumns, AddRoundKey` functions can be found in [:ref:`FIPS-197 <onemath_rng_bibliography>`].
 
         2.3. Put :math:`f(c) = c_N`, where :math:`N = 10`
 
     3. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
 
-.. _onemkl_rng_ars5_description_syntax:
+.. _onemath_rng_ars5_description_syntax:
 
 class ars5
 ----------
@@ -112,7 +112,7 @@ class ars5
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is 128-bit key, :math:`c` is 128-bit counter.
@@ -128,7 +128,7 @@ class ars5
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
@@ -197,4 +197,4 @@ class ars5
         other
             Valid ``ars5`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bernoulli.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
index 07c49277cc..0baed6f2f0 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bernoulli.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_bernoulli:
+.. _onemath_rng_bernoulli:
 
 bernoulli
 =========
 
 Class is used for generation of Bernoulli distributed integer types random numbers.
 
-.. _onemkl_rng_bernoulli_description:
+.. _onemath_rng_bernoulli_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
 
 The probability distribution is given by:
 
@@ -31,7 +31,7 @@ The cumulative distribution function is as follows:
 
     F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - p, 0 \leq x < 1, x \in R \\ 1, x \ge 1 \end{array}\right.
 
-.. _onemkl_rng_bernoulli_syntax:
+.. _onemath_rng_bernoulli_syntax:
 
 class bernoulli
 ---------------
@@ -71,7 +71,7 @@ class bernoulli
                 * ``oneapi::mkl::rng::bernoulli_method::by_default``
                 * ``oneapi::mkl::rng::bernoulli_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -174,4 +174,4 @@ class bernoulli
 
             Returns the distribution parameter `p` - probability.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-beta.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-beta.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
index 5fae969970..c7e5b90340 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-beta.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_beta:
+.. _onemath_rng_beta:
 
 beta
 ====
 
 Class is used for generation of beta distributed real types random numbers.
 
-.. _onemkl_rng_beta_description:
+.. _onemath_rng_beta_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>`
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>`
 function to provide random numbers beta distributed with shape parameters :math:`p` and :math:`q`,
 displacement :math:`\alpha` and scale parameter :math:`(b, \beta)`, where :math:`p`, :math:`q`.
 :math:`\alpha`, :math:`\beta` :math:`\in R; p > 0; q > 0; \beta > 0`.
@@ -33,7 +33,7 @@ The cumulative distribution function is as follows:
 
 Where :math:`B(p, 1)` is the complete beta function.
 
-.. _onemkl_rng_beta_syntax:
+.. _onemath_rng_beta_syntax:
 
 class beta
 ----------
@@ -77,7 +77,7 @@ class beta
                 * ``oneapi::mkl::rng::beta_method::cja``
                 * ``oneapi::mkl::rng::beta_method::cja_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -228,4 +228,4 @@ class beta
 
             Returns the distribution parameter :math:`\beta` - scalefactor.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-binomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-binomial.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
index 0dbcdfecf6..31fd0a9bfa 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-binomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_binomial:
+.. _onemath_rng_binomial:
 
 binomial
 ========
 
 Class is used for generation of binomially distributed integer types random numbers.
 
-.. _onemkl_rng_binomial_description:
+.. _onemath_rng_binomial_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
 
 A binomially distributed variate represents the number of successes in :math:`m` independent Bernoulli trials with probability of a single trial success :math:`p`.
 
@@ -30,7 +30,7 @@ The cumulative distribution function is as follows:
     F_{m, p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ \sum^{\lfloor x \rfloor}_{k = 0} C^k_{m}p^k(1 - p)^{m - k}, 0 \leq x < m, x \in R \\ 1, x \ge m \end{array}\right.
 
 
-.. _onemkl_rng_binomial_syntax:
+.. _onemath_rng_binomial_syntax:
 
 class binomial
 --------------
@@ -70,7 +70,7 @@ class binomial
                 * ``oneapi::mkl::rng::binomial_method::by_default``
                 * ``oneapi::mkl::rng::binomial_method::btpe``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -189,4 +189,4 @@ class binomial
 
             Returns the distribution parameter `p` - success probability of a single trial.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
similarity index 73%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bits.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
index edc41aee7e..3354c4aa4d 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_bits:
+.. _onemath_rng_bits:
 
 bits
 ====
 
 Class is used for generation of underlying engine integer recurrence.
 
-.. _onemkl_rng_bits_description:
+.. _onemath_rng_bits_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
 
 class bits
 ----------
@@ -56,4 +56,4 @@ class bits
 
             The type which defines type of generated random numbers.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-cauchy.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-cauchy.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
index 2cfd69027e..7c8bcf7601 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-cauchy.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_cauchy:
+.. _onemath_rng_cauchy:
 
 cauchy
 ======
 
 Class is used for generation of Cauchy distributed real types random numbers.
 
-.. _onemkl_rng_cauchy_description:
+.. _onemath_rng_cauchy_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \beta}(x) = \frac{1}{2} + \frac{1}{\pi} \arctan{(\frac{x - a}{\beta})}, x \in R.
 
-.. _onemkl_rng_cauchy_syntax:
+.. _onemath_rng_cauchy_syntax:
 
 class cauchy
 ------------
@@ -68,7 +68,7 @@ class cauchy
                 * ``oneapi::mkl::rng::cauchy_method::by_default``
                 * ``oneapi::mkl::rng::cauchy_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -187,4 +187,4 @@ class cauchy
 
             Returns the distribution parameter `b` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-chi_square.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-chi_square.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
index 4f335f053e..ba6269cd0e 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-chi_square.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_chi_square:
+.. _onemath_rng_chi_square:
 
 chi_square
 ==========
 
 Class is used for generation of chi-square distributed real types random numbers.
 
-.. _onemkl_rng_chi_square_description:
+.. _onemath_rng_chi_square_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
 
 The probability distribution is given by:
 
@@ -28,7 +28,7 @@ The cumulative distribution function is as follows:
     F_{n}(x) = \left\{ \begin{array}{rcl} \int^{x}_{0}\frac{y^{\frac{n - 2}{2}}e^{-\frac{x}{2}}}{2^{n/2}\Gamma(n/2)}dy, x \ge 0 \\ 0, x < 0 \end{array}\right.
 
 
-.. _onemkl_rng_chi_square_syntax:
+.. _onemath_rng_chi_square_syntax:
 
 class chi_square
 ----------------
@@ -68,7 +68,7 @@ class chi_square
                 * ``oneapi::mkl::rng::chi_square_method::by_default``
                 * ``oneapi::mkl::rng::chi_square_method::gamma_based``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -171,4 +171,4 @@ class chi_square
 
             Returns the distribution parameter `n` - number of degrees of freedom.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-default_engine.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-default_engine.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
index 95241dca85..9d11919a29 100755
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-default_engine.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_default_engine:
+.. _onemath_rng_default_engine:
 
 default_engine
 ==============
 
 Default random engine.
 
-.. _onemkl_rng_default_engine_description:
+.. _onemath_rng_default_engine_description:
 
 .. rubric:: Description
 
 The choice of engine type named by default_engine is implementation-defined. The implementation may select this type on the basis of performance, size, quality, or any combination of such factors.
 
-.. _onemkl_rng_default_engine_description_syntax:
+.. _onemath_rng_default_engine_description_syntax:
 
 type alias default_engine
 -------------------------
@@ -27,4 +27,4 @@ type alias default_engine
     using default_engine = implementation-defined;
 
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-exponential.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
index 9c0b30c443..e0d1e1764a 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-exponential.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_exponential:
+.. _onemath_rng_exponential:
 
 exponential
 ===========
 
 Class is used for generation of exponentially distributed real types random numbers.
 
-.. _onemkl_rng_exponential_description:
+.. _onemath_rng_exponential_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{x - a}{\beta}), x \ge a \\ 0, x < a \end{array}\right.
 
-.. _onemkl_rng_exponential_syntax:
+.. _onemath_rng_exponential_syntax:
 
 class exponential
 -----------------
@@ -69,7 +69,7 @@ class exponential
                 * ``oneapi::mkl::rng::exponential_method::icdf``
                 * ``oneapi::mkl::rng::exponential_method::icdf_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -188,4 +188,4 @@ class exponential
 
             Returns the distribution parameter `beta` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gamma.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
index 644914851d..b92dfc408d 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gamma.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_gamma:
+.. _onemath_rng_gamma:
 
 gamma
 =====
 
 Class is used for generation of gamma distributed real types random numbers.
 
-.. _onemkl_rng_gamma_description:
+.. _onemath_rng_gamma_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>`
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>`
 function to provide random numbers gamma distributed with shape :math:`\alpha`,
 displacement :math:`a`, and scale parameter :math:`\beta`, where
 :math:`a, \alpha, \beta \in R; \alpha > 0; \beta > 0`.
@@ -30,7 +30,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \int^x_a\frac{1}{\Gamma(\alpha)\beta^{\alpha}}(y - a)^{\alpha - 1}e^{-(y - a) / \beta}dy, x \ge a \\ 0, x < a \end{array}\right.
 
-.. _onemkl_rng_gamma_syntax:
+.. _onemath_rng_gamma_syntax:
 
 class gamma
 -----------
@@ -73,7 +73,7 @@ class gamma
                 * ``oneapi::mkl::rng::gamma_method::marsaglia``
                 * ``oneapi::mkl::rng::gamma_method::marsaglia_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -208,4 +208,4 @@ class gamma
 
             Returns the distribution parameter `beta` - scale parameter.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
index d10d626e75..93f3abae49 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_gaussian:
+.. _onemath_rng_gaussian:
 
 gaussian
 ========
 
 Class is used for generation of normally distributed real types random numbers.
 
-.. _onemkl_rng_gaussian_description:
+.. _onemath_rng_gaussian_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
 
 The probability distribution is given by:
 
@@ -28,7 +28,7 @@ The cumulative distribution function is as follows:
     F_{a, \sigma}(x) = \int^x_{-\infty}\frac{1}{\sigma\sqrt{2\pi}}exp(-\frac{(y - a)^2}{2*\sigma^2})dy, x \in R.
 
 
-.. _onemkl_rng_gaussian_syntax:
+.. _onemath_rng_gaussian_syntax:
 
 class gaussian
 --------------
@@ -71,7 +71,7 @@ class gaussian
                 * ``oneapi::mkl::rng::gaussian_method::box_muller2``
                 * ``oneapi::mkl::rng::gaussian_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
 
 .. container:: section
 
@@ -190,4 +190,4 @@ class gaussian
 
             Returns the distribution parameter `stddev` - standard deviation value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
index 1232a5377d..a7dea550c9 100755
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_gaussian_mv:
+.. _onemath_rng_gaussian_mv:
 
 gaussian_mv
 ===========
 
 Class is used for generation of multivariate normally distributed real types random numbers.
 
-.. _onemkl_rng_gaussian_mv_description:
+.. _onemath_rng_gaussian_mv_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
 
 The probability density function is given by:
 
@@ -21,7 +21,7 @@ The probability density function is given by:
 
     f_{a, C}(x) = \frac{1}{\sqrt{det(2\pi C)}}exp(-1 / 2(x - a)^T C^{-1}(x-a)).
 
-.. _onemkl_rng_gaussian_mv_syntax:
+.. _onemath_rng_gaussian_mv_syntax:
 
 class gaussian_mv
 -----------------
@@ -77,7 +77,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
                 * ``oneapi::mkl::rng::gaussian_mv_method::box_muller2``
                 * ``oneapi::mkl::rng::gaussian_mv_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -196,4 +196,4 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             Returns the variance-covariance matrix.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-generate.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-generate.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
index d1557ab80c..d1940a9e18 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-generate.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_generate:
+.. _onemath_rng_generate:
 
 generate
 ========
 
 Entry point to obtain random numbers from a given engine with proper statistics of a given distribution.
 
-.. _onemkl_rng_generate_description:
+.. _onemath_rng_generate_description:
 
 .. rubric:: Description and Assumptions
 
 oneapi::mkl::rng::generate function produces random numbers sequence from the given engine object and applied transformation from a given distribution object.
 
-.. _onemkl_rng_generate_buffer:
+.. _onemath_rng_generate_buffer:
 
 generate (Buffer version)
 -------------------------
@@ -44,10 +44,10 @@ generate (Buffer version)
     .. rubric:: Input Parameters
 
     distr
-        Distribution object. See :ref:`onemkl_rng_distributions` for details.
+        Distribution object. See :ref:`onemath_rng_distributions` for details.
 
     engine
-        Engine object. See :ref:`onemkl_rng_engines_basic_random_number_generators` for details.
+        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
 
     n
         Number of random values to be generated.
@@ -66,7 +66,7 @@ generate (Buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when n > r.get_count(), or n < 0
 
-.. _onemkl_rng_generate_usm:
+.. _onemath_rng_generate_usm:
 
 generate (USM version)
 ----------------------
@@ -95,10 +95,10 @@ generate (USM version)
     .. rubric:: Input Parameters
 
     distr
-        Distribution object. See :ref:`onemkl_rng_distributions` for details.
+        Distribution object. See :ref:`onemath_rng_distributions` for details.
 
     engine
-        Engine object. See :ref:`onemkl_rng_engines_basic_random_number_generators` for details.
+        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
 
     n
         Number of random values to be generated.
@@ -127,4 +127,4 @@ generate (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_rng_generate_routine`
+**Parent topic:** :ref:`onemath_rng_generate_routine`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-geometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-geometric.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
index a513863856..230c17b72a 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-geometric.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_geometric:
+.. _onemath_rng_geometric:
 
 geometric
 =========
 
 Class is used for generation of geometrically distributed integer types random numbers.
 
-.. _onemkl_rng_geometric_description:
+.. _onemath_rng_geometric_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
      F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - (1 - p)^{\lfloor x + 1 \rfloor}, x \ge 0 \end{array}\right.
 
-.. _onemkl_rng_geometric_syntax:
+.. _onemath_rng_geometric_syntax:
 
 class geometric
 ---------------
@@ -67,7 +67,7 @@ class geometric
                 * ``oneapi::mkl::rng::geometric_method::by_default``
                 * ``oneapi::mkl::rng::geometric_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -170,4 +170,4 @@ class geometric
 
             Returns the distribution parameter `p` - probability value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gumbel.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gumbel.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
index 88d9a8aaf7..bd86b232ae 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-gumbel.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_gumbel:
+.. _onemath_rng_gumbel:
 
 gumbel
 ======
 
 Class is used for generation of Gumbel distributed real types random numbers.
 
-.. _onemkl_rng_gumbel_description:
+.. _onemath_rng_gumbel_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
      F_{a, \beta}(x) = 1 - exp(-exp(\frac{x - a}{\beta})), x \in R.
 
-.. _onemkl_rng_gumbel_syntax:
+.. _onemath_rng_gumbel_syntax:
 
 class gumbel
 ------------
@@ -68,7 +68,7 @@ class gumbel
                 * ``oneapi::mkl::rng::gumbel_method::by_default``
                 * ``oneapi::mkl::rng::gumbel_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -187,4 +187,4 @@ class gumbel
 
             Returns the distribution parameter `b` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-hypergeometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
index 863f066c85..e8f5fd78c0 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_hypergeometric:
+.. _onemath_rng_hypergeometric:
 
 hypergeometric
 ==============
 
 Class is used for generation of hypergeometrically distributed integer types random numbers.
 
-.. _onemkl_rng_hypergeometric_description:
+.. _onemath_rng_hypergeometric_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
 
 Consider a lot of :math:`l` elements comprising :math:`m` marked and :math:`l` - :math:`m` unmarked elements. A trial sampling without replacement of exactly :math:`s` elements from this lot helps to define the hypergeometric distribution, which is the probability that the group of :math:`s` elements contains exactly :math:`k` marked elements.
 
@@ -29,7 +29,7 @@ The cumulative distribution function is as follows:
 
      F_{l, s, m}(x) = \left\{ \begin{array}{rcl} 0, x < max(0, s + m - l) \\ \sum^{\lfloor x \rfloor}_{k = max(0, s + m - l)}\frac{C^k_mC^{s-k}_{l-m}}{C^s_l}, max(0, s + m - l) \leq x \leq min(s, m) \\ 1, x > min(s, m) \end{array}\right.
 
-.. _onemkl_rng_hypergeometric_syntax:
+.. _onemath_rng_hypergeometric_syntax:
 
 class hypergeometric
 --------------------
@@ -71,7 +71,7 @@ class hypergeometric
                 * ``oneapi::mkl::rng::hypergeometric_method::by_default``
                 * ``oneapi::mkl::rng::hypergeometric_method::h2pe``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -206,4 +206,4 @@ class hypergeometric
 
             Returns the distribution parameter `m` - number of marked elements.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-laplace.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-laplace.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
index ddb8206d0c..5e2e977ef4 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-laplace.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_laplace:
+.. _onemath_rng_laplace:
 
 laplace
 =======
 
 Class is used for generation of Laplace distributed real types random numbers.
 
-.. _onemkl_rng_laplace_description:
+.. _onemath_rng_laplace_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
      F_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x \ge a \\ 1 - \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x < a \end{array}\right.
 
-.. _onemkl_rng_laplace_syntax:
+.. _onemath_rng_laplace_syntax:
 
 class laplace
 -------------
@@ -66,7 +66,7 @@ class laplace
                 * ``oneapi::mkl::rng::laplace_method::by_default``
                 * ``oneapi::mkl::rng::laplace_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -185,4 +185,4 @@ class laplace
 
             Returns the distribution parameter `b` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-leapfrog.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-leapfrog.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
index b767ec0b66..8d473ac863 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-leapfrog.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_leapfrog:
+.. _onemath_rng_leapfrog:
 
 leapfrog
 ========
 
 Proceed state of engine by the leapfrog method.
 
-.. _onemkl_rng_leapfrog_description:
+.. _onemath_rng_leapfrog_description:
 
 .. rubric:: Description and Assumptions
 
@@ -22,7 +22,7 @@ oneapi::mkl::rng::leapfrog function generates random numbers in an engine with n
 
     |image0|
 
-.. _onemkl_rng_leapfrog_common:
+.. _onemath_rng_leapfrog_common:
 
 leapfrog
 --------
@@ -74,6 +74,6 @@ leapfrog
     // Generating random numbers
 
 
-**Parent topic:** :ref:`onemkl_rng_service_routines`
+**Parent topic:** :ref:`onemath_rng_service_routines`
 
 .. |image0| image:: ../../equations/rng-leapfrog.png
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-lognormal.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
index 10feecd4c2..a763e9d4be 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-lognormal.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_lognormal:
+.. _onemath_rng_lognormal:
 
 lognormal
 =========
 
 Class is used for generation of lognormally distributed real types random numbers.
 
-.. _onemkl_rng_lognormal_description:
+.. _onemath_rng_lognormal_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \sigma, b, \beta}(x) = \left\{ \begin{array}{rcl} \Phi( \frac{(ln((x - b) / \beta) - a)}{\sigma}), x > b \\ 0, x \leq b \end{array}\right.
 
-.. _onemkl_rng_lognormal_syntax:
+.. _onemath_rng_lognormal_syntax:
 
 class lognormal
 ---------------
@@ -73,7 +73,7 @@ class lognormal
                 * ``oneapi::mkl::rng::lognormal_method::box_muller2_accurate``
                 * ``oneapi::mkl::rng::lognormal_method::icdf_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -224,4 +224,4 @@ class lognormal
 
             Returns the distribution parameter `scale` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
index df851db12c..04ec7f84c4 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_mcg31m1:
+.. _onemath_rng_mcg31m1:
 
 mcg31m1
 =======
 
 The 31-bit multiplicative congruential pseudorandom number generator MCG(1132489760, 231 -1).
 
-.. _onemkl_rng_mcg31m1_description:
+.. _onemath_rng_mcg31m1_description:
 
 .. rubric:: Description
 
-The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemkl_rng_bibliography>`. The mcg31m1 generator belongs to linear congruential generators with the period length of approximately :math:`2^{31}`. Such generators are still used as default random number generators in various software systems, mainly due to the simplicity of the portable versions implementation, speed, and compatibility with the earlier systems versions. However, their period length does not meet the requirements for modern basic generators. Still, the mcg31m1 generator possesses good statistic properties and you may successfully use it to generate random numbers of different distributions for small samplings.
+The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemath_rng_bibliography>`. The mcg31m1 generator belongs to linear congruential generators with the period length of approximately :math:`2^{31}`. Such generators are still used as default random number generators in various software systems, mainly due to the simplicity of the portable versions implementation, speed, and compatibility with the earlier systems versions. However, their period length does not meet the requirements for modern basic generators. Still, the mcg31m1 generator possesses good statistic properties and you may successfully use it to generate random numbers of different distributions for small samplings.
 
 .. container:: section
 
@@ -25,7 +25,7 @@ The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ec
 
     :math:`a = 1132489760, m=2^{31} - 1`
 
-.. _onemkl_rng_mcg31m1_description_syntax:
+.. _onemath_rng_mcg31m1_description_syntax:
 
 class mcg31m1
 -------------
@@ -88,7 +88,7 @@ class mcg31m1
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 0x7FFFFFFF`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -145,4 +145,4 @@ class mcg31m1
         other
             Valid ``mcg31m1`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg59.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
index d05c1ba2f8..5d1b9e0a49 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mcg59.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_mcg59:
+.. _onemath_rng_mcg59:
 
 mcg59
 =====
 
 The 59-bit multiplicative congruential pseudorandom number generator.
 
-.. _onemkl_rng_mcg59_description:
+.. _onemath_rng_mcg59_description:
 
 .. rubric:: Description
 
-The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemkl_rng_bibliography>`. The mcg59 generator belongs to linear congruential generators with the period length of approximately :math:`2^{57}`.
+The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemath_rng_bibliography>`. The mcg59 generator belongs to linear congruential generators with the period length of approximately :math:`2^{57}`.
 
 .. container:: section
 
@@ -25,7 +25,7 @@ The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Nume
 
     :math:`a = 13^{13}, m=2^{59}`
 
-.. _onemkl_rng_mcg59_description_syntax:
+.. _onemath_rng_mcg59_description_syntax:
 
 class mcg59
 -----------
@@ -88,7 +88,7 @@ class mcg59
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 2^{59}`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -145,4 +145,4 @@ class mcg59
         other
             Valid ``mcg59`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
index e72ff80b03..b0154b2949 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_mrg32k3a:
+.. _onemath_rng_mrg32k3a:
 
 mrg32k3a
 ========
 
 The combined multiple recursive pseudorandom number generator MRG32k3a.
 
-.. _onemkl_rng_mrg32k3a_description:
+.. _onemath_rng_mrg32k3a_description:
 
 .. rubric:: Description
 
-MRG32k3a engine is a 32-bit combined multiple recursive generator with two components of order 3 :ref:`[L'Ecuyer99a] <onemkl_rng_bibliography>`. MRG32k3a combined generator meets the requirements for modern RNGs, such as good multidimensional uniformity, or a long period (:math:`p \approx 2^{191}`).
+MRG32k3a engine is a 32-bit combined multiple recursive generator with two components of order 3 :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`. MRG32k3a combined generator meets the requirements for modern RNGs, such as good multidimensional uniformity, or a long period (:math:`p \approx 2^{191}`).
 
 .. container:: section
 
@@ -33,7 +33,7 @@ MRG32k3a engine is a 32-bit combined multiple recursive generator with two compo
     :math:`a_{21} = 527612, a_{22} = 0, a_{23} = -1370589, m_2 = 2^{32} - 22853`
 
 
-.. _onemkl_rng_mrg32k3a_description_syntax:
+.. _onemath_rng_mrg32k3a_description_syntax:
 
 class mrg32k3a
 --------------
@@ -100,7 +100,7 @@ class mrg32k3a
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue object``, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue object``, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_{-3} = seed \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`.
@@ -116,7 +116,7 @@ class mrg32k3a
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
@@ -198,4 +198,4 @@ class mrg32k3a
         other
             Valid ``mrg32k3a`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
similarity index 82%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt19937.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
index fead41585f..f5bbf52b6e 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt19937.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_mt19937:
+.. _onemath_rng_mt19937:
 
 mt19937
 =======
 
 Mersenne Twister pseudorandom number generator.
 
-.. _onemkl_rng_mt19937_description:
+.. _onemath_rng_mt19937_description:
 
 .. rubric:: Description
 
-The Mersenne Twister pseudorandom number generator, mt19937, is a modification of twisted generalized feedback shift register generator [:ref:`Matsumoto98 <onemkl_rng_bibliography>`]. MT19937 has the period length of :math:`2^{19937} - 1` and is 623-dimensionally equidistributed with up to 32-bit accuracy. These properties make the generator applicable for simulations in various fields of science and engineering. The state of the generator is represented by 624 32-bit unsigned integer numbers.
+The Mersenne Twister pseudorandom number generator, mt19937, is a modification of twisted generalized feedback shift register generator [:ref:`Matsumoto98 <onemath_rng_bibliography>`]. MT19937 has the period length of :math:`2^{19937} - 1` and is 623-dimensionally equidistributed with up to 32-bit accuracy. These properties make the generator applicable for simulations in various fields of science and engineering. The state of the generator is represented by 624 32-bit unsigned integer numbers.
 
 .. container:: section
 
@@ -46,7 +46,7 @@ The Mersenne Twister pseudorandom number generator, mt19937, is a modification o
 
     Where the 32-bit vector :math:`a = a_{31}..a_{0}` has the value :math:`a=0x9908B0DF`.
 
-.. _onemkl_rng_mt19937_description_syntax:
+.. _onemath_rng_mt19937_description_syntax:
 
 class mt19937
 --------------
@@ -113,10 +113,10 @@ class mt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
     .. _`mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
 
@@ -129,10 +129,10 @@ class mt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
     .. _`mt19937(const mt19937& other)`:
 
@@ -186,4 +186,4 @@ class mt19937
         other
             Valid ``mt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt2203.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt2203.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
index 62aeedc36f..6cc1c6f4b5 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-mt2203.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_mt2203:
+.. _onemath_rng_mt2203:
 
 mt2203
 ======
 
-The mt2203 engine is the set of 6024 Mersenne Twister pseudorandom number generators MT2203 [:ref:`Matsumoto98 <onemkl_rng_bibliography>`], [:ref:`Matsumoto00 <onemkl_rng_bibliography>`].
+The mt2203 engine is the set of 6024 Mersenne Twister pseudorandom number generators MT2203 [:ref:`Matsumoto98 <onemath_rng_bibliography>`], [:ref:`Matsumoto00 <onemath_rng_bibliography>`].
 
-.. _onemkl_rng_mt2203_description:
+.. _onemath_rng_mt2203_description:
 
 .. rubric:: Description
 
@@ -43,7 +43,7 @@ The set of 6024 basic pseudorandom number generators MT2203 is a natural additio
     \left [ \begin{array}{ccccc} 0 & 1 & 0 & ... & ... \\ 0 & 0 & ... & 0 & ... \\ ... & ... & ... & ... & ... \\ 0 & ... & 0 & 0 & 1 \\ a_{31, j} & a_{30, j} & ... & ... & a_{0, 1} \end{array}\right ]
 
 
-.. _onemkl_rng_mt2203_description_syntax:
+.. _onemath_rng_mt2203_description_syntax:
 
 class mt2203
 ------------
@@ -118,10 +118,10 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
     .. _`mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`:
 
@@ -134,10 +134,10 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
         engine_idx
             The index of the set 1, ..., 6024.
@@ -160,10 +160,10 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
     .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`:
 
@@ -176,10 +176,10 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
 
         engine_idx
             The index of the set 1, ..., 6024.
@@ -236,4 +236,4 @@ class mt2203
         other
             Valid ``mt2203`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-multinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-multinomial.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
index 5cd9433328..5b4e11dccc 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-multinomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_multinomial:
+.. _onemath_rng_multinomial:
 
 multinomial
 ===========
 
 Class is used for generation of multinomially distributed integer types random numbers.
 
-.. _onemkl_rng_multinomial_description:
+.. _onemath_rng_multinomial_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
 
 The probability distribution is given by:
 
@@ -21,7 +21,7 @@ The probability distribution is given by:
 
     P(X_1 = x_1, ..., X_k = x_k) = \frac{m!}{\Pi^k_{i = 1}x_i!}\Pi^k_{i = 1}p_i^{x_i}, 0 \leq x_i \leq m, \sum^{k}_{i = 1}x_i = m
 
-.. _onemkl_rng_multinomial_syntax:
+.. _onemath_rng_multinomial_syntax:
 
 class multinomial
 -----------------
@@ -64,7 +64,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
                 * ``oneapi::mkl::rng::multinomial_method::by_default``
                 * ``oneapi::mkl::rng::multinomial_method::poisson_icdf_based``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -167,4 +167,4 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             Returns the distribution parameter `p`.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-negbinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-negbinomial.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
index 187ba77da3..505dbc0ba6 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-negbinomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_negative_binomial:
+.. _onemath_rng_negative_binomial:
 
 negative_binomial
 =================
 
 Class is used for generation of negative binomially distributed integer types random numbers.
 
-.. _onemkl_rng_negative_binomial_description:
+.. _onemath_rng_negative_binomial_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
 
 The probability distribution is given by:
 
@@ -28,7 +28,7 @@ The cumulative distribution function is as follows:
     F_{a, p}(x) = \left\{ \begin{array}{rcl} \sum^{\lfloor x \rfloor}_{k = 0} C^k_{a + k - 1}p^a(1 - p)^{k}, x \ge 0, x \in R \\ 0, x < 0 \end{array}\right.
 
 
-.. _onemkl_rng_negative_binomial_syntax:
+.. _onemath_rng_negative_binomial_syntax:
 
 class negative_binomial
 -----------------------
@@ -69,7 +69,7 @@ class negative_binomial
                 * ``oneapi::mkl::rng::negative_binomial_method::by_default``
                 * ``oneapi::mkl::rng::negative_binomial_method::nbar``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -188,4 +188,4 @@ class negative_binomial
 
             Returns the distribution parameter `p` - the second distribution parameter.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-niederreiter.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-niederreiter.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
index 0ddb6549be..0a9560ddb4 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-niederreiter.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_niederreiter:
+.. _onemath_rng_niederreiter:
 
 niederreiter
 ============
 
 The niederreiter generator is a 32-bit Gray code-based quasi-random number generator.
 
-.. _onemkl_rng_niederreiter_description:
+.. _onemath_rng_niederreiter_description:
 
 .. rubric:: Description
 
-According to results of Bratley, Fox and Niederreiter :ref:`[Bratley92] <onemkl_rng_bibliography>` Niederreiter sequences have the best known theoretical asymptotic properties. The default dimension of quasi-random vectors can vary from 1 to 318 inclusive. It is also allowed to register user-defined parameters (irreducible polynomials).
+According to results of Bratley, Fox and Niederreiter :ref:`[Bratley92] <onemath_rng_bibliography>` Niederreiter sequences have the best known theoretical asymptotic properties. The default dimension of quasi-random vectors can vary from 1 to 318 inclusive. It is also allowed to register user-defined parameters (irreducible polynomials).
 
 .. container:: section
 
@@ -26,7 +26,7 @@ According to results of Bratley, Fox and Niederreiter :ref:`[Bratley92] <onemkl_
 
     The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
 
-.. _onemkl_rng_niederreiter_description_syntax:
+.. _onemath_rng_niederreiter_description_syntax:
 
 class niederreiter
 ------------------
@@ -93,7 +93,7 @@ class niederreiter
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         dimensions
             Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 318`, assume :math:`dimen = 1`.
@@ -109,7 +109,7 @@ class niederreiter
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         irred_polynomials
             If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own irreducible polynomials. The number of dimensions corresponds to the length of the vector.
@@ -166,4 +166,4 @@ class niederreiter
         other
             Valid ``niederreiter`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-nondeterministic.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
index 38e3aff5b9..8c3b7b112c 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_nondeterministic:
+.. _onemath_rng_nondeterministic:
 
 nondeterministic
 ================
 
 Non-deterministic random number generator.
 
-.. _onemkl_rng_nondeterministic_description:
+.. _onemath_rng_nondeterministic_description:
 
 .. rubric:: Description
 
 Implementation defined generator with non-deterministic source of randomness (for example, a hardware device).
 
-.. _onemkl_rng_nondeterministic_description_syntax:
+.. _onemath_rng_nondeterministic_description_syntax:
 
 class nondeterministic
 ----------------------
@@ -76,7 +76,7 @@ class nondeterministic
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
 
     .. _`nondeterministic(const nondeterministic& other)`:
@@ -131,4 +131,4 @@ class nondeterministic
         other
             Valid ``nondeterministic`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
index 95330ac4eb..fdd737c4a3 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_philox4x32x10:
+.. _onemath_rng_philox4x32x10:
 
 philox4x32x10
 =============
 
 The Philox4x32x10 counter-based pseudorandom number generator.
 
-.. _onemkl_rng_philox4x32x10_description:
+.. _onemath_rng_philox4x32x10_description:
 
 .. rubric:: Description
 
@@ -19,7 +19,7 @@ The Philox4x32x10 engine is a keyed family of generator of counter-based BRNG. T
 
     .. rubric:: Generation algorithm
 
-    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemkl_rng_bibliography>`]:
+    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
 
     1. :math:`c_n=c_{n-1} + 1`
     2. :math:`\omega_n = f(c_n)`, where :math:`f` is a function that takes 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
@@ -44,7 +44,7 @@ The Philox4x32x10 engine is a keyed family of generator of counter-based BRNG. T
     3. Integer output: :math:`r_{4n + k} = \omega_n(k)`, where :math:`\omega_n(k)` is the k-th 32-bit integer in quadruple :math:`\omega_n, k = 0, 1, 2, 3`
     4. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
 
-.. _onemkl_rng_philox4x32x10_description_syntax:
+.. _onemath_rng_philox4x32x10_description_syntax:
 
 class philox4x32x10
 -------------------
@@ -111,7 +111,7 @@ class philox4x32x10
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is a 64-bit key, :math:`c` is a 128-bit counter.
@@ -127,7 +127,7 @@ class philox4x32x10
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
@@ -193,4 +193,4 @@ class philox4x32x10
         other
           Valid ``philox4x32x10`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
index 16b6c47a14..fba554ac68 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_poisson:
+.. _onemath_rng_poisson:
 
 poisson
 =======
 
 Class is used for generation of Poisson distributed integer types random numbers.
 
-.. _onemkl_rng_poisson_description:
+.. _onemath_rng_poisson_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
     F_{\lambda}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda^ke^{-\lambda}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
 
-.. _onemkl_rng_poisson_syntax:
+.. _onemath_rng_poisson_syntax:
 
 class poisson
 -------------
@@ -67,7 +67,7 @@ class poisson
                 * ``oneapi::mkl::rng::poisson_method::ptpe``
                 * ``oneapi::mkl::rng::poisson_method::gaussian_icdf_based``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -170,4 +170,4 @@ class poisson
 
             Returns the distribution parameter `lambda`.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson_v.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson_v.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
index 9d699eab2e..2c8f666100 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-poisson_v.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_poisson_v:
+.. _onemath_rng_poisson_v:
 
 poisson_v
 =========
 
 Class is used for generation of Poisson distributed integer types random numbers with varying mean.
 
-.. _onemkl_rng_poisson_v_description:
+.. _onemath_rng_poisson_v_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide
 n random numbers Poisson distributed, with distribution parameter :math:`\lambda_i`, where :math:`\lambda_i \in R; \lambda_i > 0; i = 1, ... , n`.
 
 The probability distribution is given by:
@@ -28,7 +28,7 @@ The cumulative distribution function is as follows:
 
     F_{\lambda_i}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda_i^ke^{-\lambda_i}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
 
-.. _onemkl_rng_poisson_v_syntax:
+.. _onemath_rng_poisson_v_syntax:
 
 class poisson_v
 ---------------
@@ -69,7 +69,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
                 * ``oneapi::mkl::rng::poisson_v_method::by_default``
                 * ``oneapi::mkl::rng::poisson_v_method::gaussian_icdf_based``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -156,4 +156,4 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             Returns the distribution parameter ``lambda``.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-r250.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-r250.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
index 9359db585b..0930413665 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-r250.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_r250:
+.. _onemath_rng_r250:
 
 r250
 ====
 
-The 32-bit generalized feedback shift register pseudorandom number generator GFSR(250,103) :ref:`[Kirkpatrick81] <onemkl_rng_bibliography>`.
+The 32-bit generalized feedback shift register pseudorandom number generator GFSR(250,103) :ref:`[Kirkpatrick81] <onemath_rng_bibliography>`.
 
-.. _onemkl_rng_r250_description:
+.. _onemath_rng_r250_description:
 
 .. rubric:: Description
 
@@ -25,7 +25,7 @@ Feedback shift register generators possess ample theoretical foundation and were
     :math:`u_n=x_n / 2 ^ {32}`
 
 
-.. _onemkl_rng_r250_description_syntax:
+.. _onemath_rng_r250_description_syntax:
 
 class r250
 ----------
@@ -92,7 +92,7 @@ class r250
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_{-250} = seed`. If :math:`seed = 0`, assume :math:`seed = 1`. Other values in state are initialized according to recurrent correlation :math:`x_{n+1} = 69069x_{n}(mod \ 2 ^ {32})`. Then the values :math:`x_{7k-247}, k = 0, 1, ..., 31` are interpreted as a binary matrix of size 32 x 32 and diagonal bits are set to 0, the under-diagonal bits to 0.
@@ -108,7 +108,7 @@ class r250
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state
@@ -166,4 +166,4 @@ class r250
         other
             Valid ``r250`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-rayleigh.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
similarity index 88%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-rayleigh.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
index 92d6afc5b9..03497d5f94 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-rayleigh.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_rayleigh:
+.. _onemath_rng_rayleigh:
 
 rayleigh
 ========
 
 Class is used for generation of Rayleigh distributed real types random numbers.
 
-.. _onemkl_rng_rayleigh_description:
+.. _onemath_rng_rayleigh_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
-The Rayleigh distribution is a special case of the :ref:`onemkl_rng_weibull` distribution, where the shape parameter `\alpha` = 2 .
+The Rayleigh distribution is a special case of the :ref:`onemath_rng_weibull` distribution, where the shape parameter `\alpha` = 2 .
 
 The probability distribution is given by:
 
@@ -29,7 +29,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{(x - a)^2)}{\beta^2}), x \ge a \\ 0, x < a \end{array}\right.
 
-.. _onemkl_rng_rayleigh_syntax:
+.. _onemath_rng_rayleigh_syntax:
 
 class rayleigh
 --------------
@@ -71,7 +71,7 @@ class rayleigh
                 * ``oneapi::mkl::rng::rayleigh_method::icdf``
                 * ``oneapi::mkl::rng::rayleigh_method::icdf_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -190,4 +190,4 @@ class rayleigh
 
             Returns the distribution parameter `b` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sfmt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
similarity index 85%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
index bb67cd2343..4310acb27f 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_sfmt19937:
+.. _onemath_rng_sfmt19937:
 
 sfmt19937
 =========
 
 The SIMD-oriented Mersenne Twister pseudorandom number generator.
 
-.. _onemkl_rng_sfmt19937_description:
+.. _onemath_rng_sfmt19937_description:
 
 .. rubric:: Description
 
-SIMD-oriented Fast Mersenne Twister pseudorandom number generator SFMT19937 [:ref:`Saito08 <onemkl_rng_bibliography>`] with a period length equal to :math:`2 ^ {19937}-1` of the produced sequence. The state of the engine contains the array of 156 128-bit integers.
+SIMD-oriented Fast Mersenne Twister pseudorandom number generator SFMT19937 [:ref:`Saito08 <onemath_rng_bibliography>`] with a period length equal to :math:`2 ^ {19937}-1` of the produced sequence. The state of the engine contains the array of 156 128-bit integers.
 
 .. container:: section
 
@@ -36,7 +36,7 @@ SIMD-oriented Fast Mersenne Twister pseudorandom number generator SFMT19937 [:re
     :math:`u_n = (int) r_n / 2^{32} + 1/2`
 
 
-.. _onemkl_rng_sfmt19937_description_syntax:
+.. _onemath_rng_sfmt19937_description_syntax:
 
 class sfmt19937
 ---------------
@@ -103,10 +103,10 @@ class sfmt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
 
     .. _`sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
 
@@ -119,10 +119,10 @@ class sfmt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemkl_rng_bibliography>`].
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
 
     .. _`sfmt19937(const sfmt19937& other)`:
 
@@ -176,4 +176,4 @@ class sfmt19937
         other
             Valid ``sfmt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-skip_ahead.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
index f975421867..fe8bfb815f 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_skip_ahead:
+.. _onemath_rng_skip_ahead:
 
 skip_ahead
 ==========
 
 Proceed state of engine by the skip-ahead method.
 
-.. _onemkl_rng_skip_ahead_description:
+.. _onemath_rng_skip_ahead_description:
 
 .. rubric:: Description and Assumptions
 
@@ -22,7 +22,7 @@ oneapi::mkl::rng::skip_ahead function changes the current state of the engine so
 
     |image0|
 
-.. _onemkl_rng_skip_ahead_common:
+.. _onemath_rng_skip_ahead_common:
 
 skip_ahead
 ----------
@@ -69,7 +69,7 @@ skip_ahead
     oneapi::mkl::rng::skip_ahead(engine_3, 14);
 
 
-.. _onemkl_rng_skip_ahead_ex:
+.. _onemath_rng_skip_ahead_ex:
 
 skip_ahead (Interface with a partitioned number of skipped elements)
 --------------------------------------------------------------------
@@ -116,6 +116,6 @@ skip_ahead (Interface with a partitioned number of skipped elements)
     oneapi::mkl::rng::skip_ahead(engine_2, num_to_skip);
 
 
-**Parent topic:** :ref:`onemkl_rng_service_routines`
+**Parent topic:** :ref:`onemath_rng_service_routines`
 
 .. |image0| image:: ../../equations/rng-skip-ahead.png
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sobol.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sobol.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
index 261cc1ea87..5a562181fa 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-sobol.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_sobol:
+.. _onemath_rng_sobol:
 
 sobol
 =====
 
 The sobol is a 32-bit Gray code-based quasi-random number generator.
 
-.. _onemkl_rng_sobol_description:
+.. _onemath_rng_sobol_description:
 
 .. rubric:: Description
 
-Bratley and Fox :ref:`[Bratley88] <onemkl_rng_bibliography>` provide an implementation of the SOBOL quasi-random number generator. The default dimensions of quasi-random vectors can vary from 1 to 40 inclusive. It is also allowed to register user-defined parameters (direction numbers).
+Bratley and Fox :ref:`[Bratley88] <onemath_rng_bibliography>` provide an implementation of the SOBOL quasi-random number generator. The default dimensions of quasi-random vectors can vary from 1 to 40 inclusive. It is also allowed to register user-defined parameters (direction numbers).
 
 .. container:: section
 
@@ -26,7 +26,7 @@ Bratley and Fox :ref:`[Bratley88] <onemkl_rng_bibliography>` provide an implemen
 
     The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
 
-.. _onemkl_rng_sobol_description_syntax:
+.. _onemath_rng_sobol_description_syntax:
 
 class sobol
 -----------
@@ -93,7 +93,7 @@ class sobol
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         dimensions
             Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 40`, assume :math:`dimen = 1`.
@@ -109,7 +109,7 @@ class sobol
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         direction_numbers
             If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own direction_numbers. The number of dimensions corresponds to direction_numbers.size() / 32.
@@ -166,4 +166,4 @@ class sobol
         other
             Valid ``sobol`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
index 540c0484cf..a1b04cc5e0 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_uniform_continuous:
+.. _onemath_rng_uniform_continuous:
 
 uniform (continuous)
 ====================
 
 Class is used for generation of uniformly distributed real types random numbers.
 
-.. _onemkl_rng_uniform_continuous_description:
+.. _onemath_rng_uniform_continuous_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
 interval, respectively, and :math:`a, b \in R; a < b`
 
 The probability distribution is given by:
@@ -29,7 +29,7 @@ The cumulative distribution function is as follows:
     F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{x - a}{b - a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
 
 
-.. _onemkl_rng_uniform_continuous_syntax:
+.. _onemath_rng_uniform_continuous_syntax:
 
 class uniform
 -------------
@@ -71,7 +71,7 @@ class uniform
                 * ``oneapi::mkl::rng::uniform_method::standard``
                 * ``oneapi::mkl::rng::uniform_method::accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
 
 .. container:: section
 
@@ -190,4 +190,4 @@ class uniform
 
             Returns the distribution parameter `b` - right bound.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
index 8e837b3f6f..220336705f 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_uniform_discrete:
+.. _onemath_rng_uniform_discrete:
 
 uniform (discrete)
 ==================
 
 Class is used for generation of uniformly distributed integer types random numbers.
 
-.. _onemkl_rng_uniform_discrete_description:
+.. _onemath_rng_uniform_discrete_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
 interval, respectively, and :math:`a, b \in R; a < b`.
 
 The probability distribution is given by:
@@ -29,7 +29,7 @@ The cumulative distribution function is as follows:
     F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{\lfloor x - a + 1 \rfloor}{b-a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
 
 
-.. _onemkl_rng_uniform_discrete_syntax:
+.. _onemath_rng_uniform_discrete_syntax:
 
 class uniform
 -------------
@@ -63,7 +63,7 @@ class uniform
                 * ``oneapi::mkl::rng::uniform_method::by_default``
                 * ``oneapi::mkl::rng::uniform_method::standard``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -182,4 +182,4 @@ class uniform
 
             Returns the distribution parameter `b` - right bound.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform_bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
index 10da230479..b82d76ba35 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_uniform_bits:
+.. _onemath_rng_uniform_bits:
 
 uniform_bits
 ============
 
 Class is used for generation of uniformly distributed bits in 32/64-bit chunks.
 
-.. _onemkl_rng_uniform_bits_description:
+.. _onemath_rng_uniform_bits_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
 
 class uniform_bits
 ------------------
@@ -57,4 +57,4 @@ class uniform_bits
 
             The type which defines type of generated random numbers.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-weibull.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-weibull.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
index bceb7c63fe..6ccf2a63b2 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-weibull.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
@@ -2,18 +2,18 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_weibull:
+.. _onemath_rng_weibull:
 
 weibull
 =======
 
 Class is used for generation of Weibull distributed real types random numbers.
 
-.. _onemkl_rng_weibull_description:
+.. _onemath_rng_weibull_description:
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
+The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -27,7 +27,7 @@ The cumulative distribution function is as follows:
 
     F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp((-\frac{x - a}{\beta})^{\alpha}), x \ge a \\ 0, x < a \end{array}\right.
 
-.. _onemkl_rng_weibull_syntax:
+.. _onemath_rng_weibull_syntax:
 
 class weibull
 -------------
@@ -70,7 +70,7 @@ class weibull
                 * ``oneapi::mkl::rng::weibull_method::icdf``
                 * ``oneapi::mkl::rng::weibull_method::icdf_accurate``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemkl_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
 .. container:: section
 
@@ -205,4 +205,4 @@ class weibull
 
             Returns the distribution parameter `beta` - scalefactor value.
 
-**Parent topic:** :ref:`onemkl_rng_distributions`
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
rename to source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
index a35adb8c1b..0f90272f99 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_wichmann_hill:
+.. _onemath_rng_wichmann_hill:
 
 wichmann_hill
 =============
 
-The wichmann_hill engine is the set of 273 Wichmann-Hill's combined multiplicative congruential generators from NAG Numerical Libraries :ref:`[NAG] <onemkl_rng_bibliography>`.
+The wichmann_hill engine is the set of 273 Wichmann-Hill's combined multiplicative congruential generators from NAG Numerical Libraries :ref:`[NAG] <onemath_rng_bibliography>`.
 
-.. _onemkl_rng_wichmann_hill_description:
+.. _onemath_rng_wichmann_hill_description:
 
 .. rubric:: Description
 
@@ -32,7 +32,7 @@ The set of 372 different basic pseudorandom number generators wichmann_hill is t
     The constants :math:`a_{i, j}` range from 112 to 127, the constants :math:`m_{i, j}` are prime numbers ranging from 16718909 to 16776917, close to :math:`2 ^ {24}`.
 
 
-.. _onemkl_rng_wichmann_hill_description_syntax:
+.. _onemath_rng_wichmann_hill_description_syntax:
 
 class wichmann_hill
 -------------------
@@ -107,7 +107,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -123,7 +123,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -149,7 +149,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume:
@@ -177,7 +177,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemkl_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume:
@@ -248,4 +248,4 @@ class wichmann_hill
         other
             Valid ``wichmann_hill`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
 
-**Parent topic:** :ref:`onemkl_rng_engines_basic_random_number_generators`
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/onemkl-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/rng/host_api/onemkl-rng-usage-model.rst
rename to source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
index ad62a589e9..cca8f0217e 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/onemkl-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
@@ -2,9 +2,9 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_usage_model:
+.. _onemath_rng_usage_model:
 
-oneMKL RNG Host Usage Model
+oneMath RNG Host Usage Model
 ===========================
 
 
@@ -65,4 +65,4 @@ USM-based example
         // ...
     }
 
-**Parent topic:** :ref:`onemkl_rng_manual_offload_routines`
+**Parent topic:** :ref:`onemath_rng_manual_offload_routines`
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/rng-host-routines.rst b/source/elements/oneMath/source/domains/rng/host_api/rng-host-routines.rst
similarity index 74%
rename from source/elements/oneMKL/source/domains/rng/host_api/rng-host-routines.rst
rename to source/elements/oneMath/source/domains/rng/host_api/rng-host-routines.rst
index 0531602019..d63e54d2c3 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/rng-host-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/rng-host-routines.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_manual_offload_routines:
+.. _onemath_rng_manual_offload_routines:
 
 Random Number Generators Host Routines
 ======================================
@@ -13,36 +13,36 @@ RNG domain contains two classes types:
 
    -  Engines (basic random number generators) classes, which holds
       the state of generator and is a source of independent and identically distributed random variables. 
-      Refer to :ref:`onemkl_rng_engines_basic_random_number_generators`
+      Refer to :ref:`onemath_rng_engines_basic_random_number_generators`
       for a detailed description.
    -  Distribution classes templates (transformation classes) for different types of statistical
       distributions, for example, uniform, normal (Gaussian), binomial,
       etc. These classes contain all of the distribution’s parameters
-      (including generation method). Refer to :ref:`onemkl_rng_distributions` for
+      (including generation method). Refer to :ref:`onemath_rng_distributions` for
       a detailed description of the distributions.
 
 The RNG domain also contains two types of free functions:
 
    -  Generation routines. The current routines are used to obtain random
       numbers from a given engine with proper statistics defined by a
-      given distribution. Refer to the :ref:`onemkl_rng_generate_routine`
+      given distribution. Refer to the :ref:`onemath_rng_generate_routine`
       section for a detailed description.
-   -  Service routines. The routines are used to modify the engine state. Refer to :ref:`onemkl_rng_service_routines` for a
+   -  Service routines. The routines are used to modify the engine state. Refer to :ref:`onemath_rng_service_routines` for a
       description of these routines.
 
 
 Engine classes work with both generation and service routines. Distribution classes are used in
-generation routines only. Refer to the :ref:`onemkl_rng_usage_model`
+generation routines only. Refer to the :ref:`onemath_rng_usage_model`
 section for the description of typical RNG scenario.
 
 .. toctree::
    :hidden:
 
-   onemkl-rng-usage-model.rst
+   onemath-rng-usage-model.rst
    generate-routine.rst
    engines-basic-random-number-generators.rst
    service-routines.rst
    distributions.rst
    ../bibliography.rst
 
-**Parent topic:** :ref:`onemkl_rng`
\ No newline at end of file
+**Parent topic:** :ref:`onemath_rng`
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/rng/host_api/service-routines.rst b/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
similarity index 72%
rename from source/elements/oneMKL/source/domains/rng/host_api/service-routines.rst
rename to source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
index 08c0c072d1..78cb46e30e 100644
--- a/source/elements/oneMKL/source/domains/rng/host_api/service-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_service_routines:
+.. _onemath_rng_service_routines:
 
 Host Service Routines
 =====================
@@ -19,14 +19,14 @@ Host Service Routines
 
          * -  Routine
            -  Description
-         * -                      \ :ref:`onemkl_rng_leapfrog`\
+         * -                      \ :ref:`onemath_rng_leapfrog`\
            -  Proceed state of engine by the leapfrog method to generate a       subsequence of the original sequence
-         * -                      \ :ref:`onemkl_rng_skip_ahead`\
+         * -                      \ :ref:`onemath_rng_skip_ahead`\
            -  Proceed state of engine by the skip-ahead method to skip a       given number of elements from the original sequence
 
 
 
-      **Parent topic:** :ref:`onemkl_rng_manual_offload_routines`
+      **Parent topic:** :ref:`onemath_rng_manual_offload_routines`
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/rng/onemkl-rng-overview.rst b/source/elements/oneMath/source/domains/rng/onemath-rng-overview.rst
similarity index 83%
rename from source/elements/oneMKL/source/domains/rng/onemkl-rng-overview.rst
rename to source/elements/oneMath/source/domains/rng/onemath-rng-overview.rst
index ddf440a33c..f96fb1d155 100755
--- a/source/elements/oneMKL/source/domains/rng/onemkl-rng-overview.rst
+++ b/source/elements/oneMath/source/domains/rng/onemath-rng-overview.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_rng_overview:
+.. _onemath_rng_overview:
 
 Random Number Generators (RNG)
 ==============================
@@ -40,9 +40,9 @@ In computational statistics, random variate generation is usually made in two st
 
 RNG domain supports two execution models:
 
-   #. :ref:`Host API<onemkl_rng_manual_offload_routines>`, which is aligned with the rest of oneMKL domains 
-      :ref:`oneMKL domains<onemkl_member_functions>`.
-   #. :ref:`Device API<onemkl_device_rng_routines>`, which is specific for RNG domain. These APIs 
+   #. :ref:`Host API<onemath_rng_manual_offload_routines>`, which is aligned with the rest of oneMath domains 
+      :ref:`oneMath domains<onemath_member_functions>`.
+   #. :ref:`Device API<onemath_device_rng_routines>`, which is specific for RNG domain. These APIs 
       are designed to be callable from the User's kernels as well as Host code.
 
 
@@ -52,4 +52,4 @@ RNG domain supports two execution models:
    host_api/rng-host-routines.rst
    device_api/device-routines.rst
 
-**Parent topic:** :ref:`onemkl_rng`
+**Parent topic:** :ref:`onemath_rng`
diff --git a/source/elements/oneMKL/source/domains/sparse_linear_algebra.inc.rst b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/sparse_linear_algebra.inc.rst
rename to source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
index b48583bd72..2546026f4a 100644
--- a/source/elements/oneMKL/source/domains/sparse_linear_algebra.inc.rst
+++ b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_linear_algebra:
+.. _onemath_sparse_linear_algebra:
 
 Sparse Linear Algebra
 ----------------------
@@ -12,7 +12,7 @@ Sparse Linear Algebra
    The oneAPI Math Kernel Library provides a C++ interface to a set of Sparse
    Linear Algebra routines using SYCL.
 
-   :ref:`onemkl_spblas` provides basic operations on sparse vectors and
+   :ref:`onemath_spblas` provides basic operations on sparse vectors and
    matrices. Most operations are split into three stages: query of the external
    workspace size, optimization stage and execution. For a given configuration,
    the first two stages would typically be called once for a set of input
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/data_handles.rst b/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
similarity index 69%
rename from source/elements/oneMKL/source/domains/spblas/data_types/data_handles.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
index dfcf922121..15ff3eab12 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/data_handles.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_data_handles:
+.. _onemath_sparse_data_handles:
 
 Data handles
 ============
 
-.. _onemkl_sparse_dense_vector_handle:
+.. _onemath_sparse_dense_vector_handle:
 
 Dense vector handle
 -------------------
@@ -33,11 +33,11 @@ Dense vector handle
 
    See related functions:
 
-   - :ref:`onemkl_sparse_init_dense_vector`
-   - :ref:`onemkl_sparse_set_dense_vector_data`
-   - :ref:`onemkl_sparse_release_dense_vector`
+   - :ref:`onemath_sparse_init_dense_vector`
+   - :ref:`onemath_sparse_set_dense_vector_data`
+   - :ref:`onemath_sparse_release_dense_vector`
 
-.. _onemkl_sparse_dense_matrix_handle:
+.. _onemath_sparse_dense_matrix_handle:
 
 Dense matrix handle
 -------------------
@@ -63,11 +63,11 @@ Dense matrix handle
 
    See related functions:
 
-   - :ref:`onemkl_sparse_init_dense_matrix`
-   - :ref:`onemkl_sparse_set_dense_matrix_data`
-   - :ref:`onemkl_sparse_release_dense_matrix`
+   - :ref:`onemath_sparse_init_dense_matrix`
+   - :ref:`onemath_sparse_set_dense_matrix_data`
+   - :ref:`onemath_sparse_release_dense_matrix`
 
-.. _onemkl_sparse_matrix_handle:
+.. _onemath_sparse_matrix_handle:
 
 Sparse matrix handle
 --------------------
@@ -93,14 +93,14 @@ Sparse matrix handle
 
    See related functions:
 
-   - :ref:`onemkl_sparse_init_coo_matrix`
-   - :ref:`onemkl_sparse_init_csr_matrix`
-   - :ref:`onemkl_sparse_set_coo_matrix_data`
-   - :ref:`onemkl_sparse_set_csr_matrix_data`
-   - :ref:`onemkl_sparse_set_matrix_property`
-   - :ref:`onemkl_sparse_release_sparse_matrix`
+   - :ref:`onemath_sparse_init_coo_matrix`
+   - :ref:`onemath_sparse_init_csr_matrix`
+   - :ref:`onemath_sparse_set_coo_matrix_data`
+   - :ref:`onemath_sparse_set_csr_matrix_data`
+   - :ref:`onemath_sparse_set_matrix_property`
+   - :ref:`onemath_sparse_release_sparse_matrix`
 
-   See a description of the supported :ref:`sparse formats<onemkl_sparse_format_descriptions>`.
+   See a description of the supported :ref:`sparse formats<onemath_sparse_format_descriptions>`.
 
 .. toctree::
    :hidden:
@@ -119,4 +119,4 @@ Sparse matrix handle
    set_matrix_property
    format-descriptions
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/format-descriptions.rst b/source/elements/oneMath/source/domains/spblas/data_types/format-descriptions.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/spblas/data_types/format-descriptions.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/format-descriptions.rst
index 33ab4b153a..286bbb8d18 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/format-descriptions.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/format-descriptions.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_format_descriptions:
+.. _onemath_sparse_format_descriptions:
 
 Sparse storage formats
 ======================
@@ -13,12 +13,12 @@ Compressed Sparse Row (CSR) format.
 
 In this specification, "non-zero" elements or "non-zero" entries refer to
 explicitly defined elements or entries which may take any value supported by the
-the `:ref:data type<onemkl_sparse_supported_types>`. Undefined elements or
+the `:ref:data type<onemath_sparse_supported_types>`. Undefined elements or
 entries are implicitly zeros.
 
 .. container:: section
 
-   .. _onemkl_sparse_coo:
+   .. _onemath_sparse_coo:
 
    .. rubric:: COO
 
@@ -87,7 +87,7 @@ one-based indexing):
 
 .. container:: section
 
-   .. _onemkl_sparse_csr:
+   .. _onemath_sparse_csr:
 
    .. rubric:: CSR
 
@@ -152,4 +152,4 @@ zero-based indexing):
 | val        | 1          | 2         | -1        | 4         | 3         |
 +------------+------------+-----------+-----------+-----------+-----------+
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/init_coo_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/spblas/data_types/init_coo_matrix.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
index 7f955e388f..c980afc7c8 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/init_coo_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_init_coo_matrix:
+.. _onemath_sparse_init_coo_matrix:
 
 init_coo_matrix
 ===============
@@ -27,13 +27,13 @@ certain math operations where the output is a sparse matrix, e.g., sparse matrix
 addition (sparse matrix + sparse matrix = sparse matrix), and multiplication of
 two sparse matrices, the number of non-zero elements in the output sparse matrix
 are not known in advance and must be calculated as part of the operation API.
-Such APIs are currently not part of the oneMKL Specification, but will be added
+Such APIs are currently not part of the oneMath Specification, but will be added
 in the future. This behavior is currently left to be implementation-defined, but
-may be clarified in the oneMKL Specification in the future.
+may be clarified in the oneMath Specification in the future.
 
-See :ref:`onemkl_sparse_matrix_handle`.
+See :ref:`onemath_sparse_matrix_handle`.
 
-.. _onemkl_sparse_init_coo_matrix_buffer:
+.. _onemath_sparse_init_coo_matrix_buffer:
 
 init_coo_matrix (Buffer version)
 --------------------------------
@@ -62,10 +62,10 @@ init_coo_matrix (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -90,22 +90,22 @@ init_coo_matrix (Buffer version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ind
       Buffer of length at least ``nnz`` containing the row indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``row_ind``.
 
    col_ind
       Buffer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``col_ind``.
 
    val
       Buffer of length at least ``nnz``. Contains the data of the input matrix
       which is not implicitly zero. The remaining input values are implicit
-      zeros. Refer to :ref:`onemkl_sparse_coo` format for detailed description
+      zeros. Refer to :ref:`onemath_sparse_coo` format for detailed description
       of ``val``.
 
 .. container:: section
@@ -134,12 +134,12 @@ init_coo_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_init_coo_matrix_usm:
+.. _onemath_sparse_init_coo_matrix_usm:
 
 init_coo_matrix (USM version)
 -----------------------------
@@ -168,10 +168,10 @@ init_coo_matrix (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -196,24 +196,24 @@ init_coo_matrix (USM version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ind
       USM pointer of length at least ``nnz`` containing the row indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``row_ind``. The data must be accessible on the
       device.
 
    col_ind
       USM pointer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``col_ind``. The data must be accessible on the
       device.
 
    val
       USM pointer of length at least ``nnz``. Contains the data of the input
       matrix which is not implicitly zero. The remaining input values are
-      implicit zeros. Refer to :ref:`onemkl_sparse_coo` format for detailed
+      implicit zeros. Refer to :ref:`onemath_sparse_coo` format for detailed
       description of ``val``. The data must be accessible on the device. Using a
       USM pointer with a smaller allocated memory size is undefined behavior.
 
@@ -243,9 +243,9 @@ init_coo_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/init_csr_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/spblas/data_types/init_csr_matrix.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
index cf8a14eb21..e3c701c662 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/init_csr_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_init_csr_matrix:
+.. _onemath_sparse_init_csr_matrix:
 
 init_csr_matrix
 ===============
@@ -28,13 +28,13 @@ certain math operations where the output is a sparse matrix, e.g., sparse matrix
 addition (sparse matrix + sparse matrix = sparse matrix), and multiplication of
 two sparse matrices, the number of non-zero elements in the output sparse matrix
 are not known in advance and must be calculated as part of the operation API.
-Such APIs are currently not part of the oneMKL Specification, but will be added
+Such APIs are currently not part of the oneMath Specification, but will be added
 in the future. This behavior is currently left to be implementation-defined, but
-may be clarified in the oneMKL Specification in the future.
+may be clarified in the oneMath Specification in the future.
 
-See :ref:`onemkl_sparse_matrix_handle`.
+See :ref:`onemath_sparse_matrix_handle`.
 
-.. _onemkl_sparse_init_csr_matrix_buffer:
+.. _onemath_sparse_init_csr_matrix_buffer:
 
 init_csr_matrix (Buffer version)
 --------------------------------
@@ -63,10 +63,10 @@ init_csr_matrix (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -91,21 +91,21 @@ init_csr_matrix (Buffer version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ptr
       Buffer of length at least ``num_rows+1``. Refer to
-      :ref:`onemkl_sparse_csr` format for detailed description of ``row_ptr``.
+      :ref:`onemath_sparse_csr` format for detailed description of ``row_ptr``.
 
    col_ind
       Buffer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_csr` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_csr` format for
       detailed description of ``col_ind``.
 
    val
       Buffer of length at least ``nnz``. Contains the data of the input matrix
       which is not implicitly zero. The remaining input values are implicit
-      zeros. Refer to :ref:`onemkl_sparse_csr` format for detailed description
+      zeros. Refer to :ref:`onemath_sparse_csr` format for detailed description
       of ``val``.
 
 .. container:: section
@@ -134,12 +134,12 @@ init_csr_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_init_csr_matrix_usm:
+.. _onemath_sparse_init_csr_matrix_usm:
 
 init_csr_matrix (USM version)
 -----------------------------
@@ -168,10 +168,10 @@ init_csr_matrix (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -196,23 +196,23 @@ init_csr_matrix (USM version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ptr
       USM pointer of length at least ``num_rows+1``. Refer to
-      :ref:`onemkl_sparse_csr` format for detailed description of ``row_ptr``.
+      :ref:`onemath_sparse_csr` format for detailed description of ``row_ptr``.
       The data must be accessible on the device.
 
    col_ind
       USM pointer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_csr` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_csr` format for
       detailed description of ``col_ind``. The data must be accessible on the
       device.
 
    val
       USM pointer of length at least ``nnz``. Contains the data of the input
       matrix which is not implicitly zero. The remaining input values are
-      implicit zeros. Refer to :ref:`onemkl_sparse_csr` format for detailed
+      implicit zeros. Refer to :ref:`onemath_sparse_csr` format for detailed
       description of ``val``. The data must be accessible on the device. Using a
       USM pointer with a smaller allocated memory size is undefined behavior.
 
@@ -242,9 +242,9 @@ init_csr_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/init_dense_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
similarity index 84%
rename from source/elements/oneMKL/source/domains/spblas/data_types/init_dense_matrix.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
index 15c37b4986..3b834dae64 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/init_dense_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_init_dense_matrix:
+.. _onemath_sparse_init_dense_matrix:
 
 init_dense_matrix
 =================
@@ -21,9 +21,9 @@ with ``set_dense_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-See :ref:`onemkl_sparse_dense_matrix_handle`.
+See :ref:`onemath_sparse_dense_matrix_handle`.
 
-.. _onemkl_sparse_init_dense_matrix_buffer:
+.. _onemath_sparse_init_dense_matrix_buffer:
 
 init_dense_matrix (Buffer version)
 ----------------------------------
@@ -50,7 +50,7 @@ init_dense_matrix (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -100,12 +100,12 @@ init_dense_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_init_dense_matrix_usm:
+.. _onemath_sparse_init_dense_matrix_usm:
 
 init_dense_matrix (USM version)
 -------------------------------
@@ -132,7 +132,7 @@ init_dense_matrix (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -183,9 +183,9 @@ init_dense_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/init_dense_vector.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/spblas/data_types/init_dense_vector.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
index 50b6de6c78..f785688d26 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/init_dense_vector.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_init_dense_vector:
+.. _onemath_sparse_init_dense_vector:
 
 init_dense_vector
 =================
@@ -21,9 +21,9 @@ with ``set_dense_vector_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-See :ref:`onemkl_sparse_dense_vector_handle`.
+See :ref:`onemath_sparse_dense_vector_handle`.
 
-.. _onemkl_sparse_init_dense_vector_buffer:
+.. _onemath_sparse_init_dense_vector_buffer:
 
 init_dense_vector (Buffer version)
 ----------------------------------
@@ -47,7 +47,7 @@ init_dense_vector (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -85,12 +85,12 @@ init_dense_vector (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_init_dense_vector_usm:
+.. _onemath_sparse_init_dense_vector_usm:
 
 init_dense_vector (USM version)
 -------------------------------
@@ -114,7 +114,7 @@ init_dense_vector (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`.
+      See :ref:`supported template types<onemath_sparse_supported_types>`.
 
 .. container:: section
 
@@ -153,9 +153,9 @@ init_dense_vector (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/release_dense_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/spblas/data_types/release_dense_matrix.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
index 2d77606e11..6f736e23f7 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/release_dense_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_release_dense_matrix:
+.. _onemath_sparse_release_dense_matrix:
 
 release_dense_matrix
 ====================
@@ -38,7 +38,7 @@ If a USM pointer was provided, the data is not free'd.
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dmhandle
-      Handle initialized with :ref:`onemkl_sparse_init_dense_matrix`.
+      Handle initialized with :ref:`onemath_sparse_init_dense_matrix`.
 
    dependencies
       List of events to depend on before starting asynchronous tasks that access
@@ -60,8 +60,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/release_dense_vector.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
similarity index 79%
rename from source/elements/oneMKL/source/domains/spblas/data_types/release_dense_vector.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
index 73b1860489..5eea90af19 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/release_dense_vector.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_release_dense_vector:
+.. _onemath_sparse_release_dense_vector:
 
 release_dense_vector
 ====================
@@ -38,7 +38,7 @@ If a USM pointer was provided, the data is not free'd.
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dvhandle
-      Handle initialized with :ref:`onemkl_sparse_init_dense_vector`.
+      Handle initialized with :ref:`onemath_sparse_init_dense_vector`.
 
    dependencies
       List of events to depend on before starting asynchronous tasks that access
@@ -60,8 +60,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/release_sparse_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
similarity index 77%
rename from source/elements/oneMKL/source/domains/spblas/data_types/release_sparse_matrix.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
index d1d549335f..0dffa6abab 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/release_sparse_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_release_sparse_matrix:
+.. _onemath_sparse_release_sparse_matrix:
 
 release_sparse_matrix
 =====================
@@ -38,8 +38,8 @@ If a USM pointer was provided, the data is not free'd.
       The SYCL command queue which will be used for SYCL kernels execution.
 
    smhandle
-      Handle initialized with :ref:`onemkl_sparse_init_csr_matrix` or
-      :ref:`onemkl_sparse_init_coo_matrix`.
+      Handle initialized with :ref:`onemath_sparse_init_csr_matrix` or
+      :ref:`onemath_sparse_init_coo_matrix`.
 
    dependencies
       List of events to depend on before starting asynchronous tasks that access
@@ -61,8 +61,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
\ No newline at end of file
+**Parent topic:** :ref:`onemath_sparse_data_handles`
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/set_coo_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/spblas/data_types/set_coo_matrix_data.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
index a12311d319..f9ef07239c 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/set_coo_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_set_coo_matrix_data:
+.. _onemath_sparse_set_coo_matrix_data:
 
 set_coo_matrix_data
 ===================
@@ -21,9 +21,9 @@ with ``set_coo_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-Also see :ref:`onemkl_sparse_init_coo_matrix`.
+Also see :ref:`onemath_sparse_init_coo_matrix`.
 
-.. _onemkl_sparse_set_coo_matrix_data_buffer:
+.. _onemath_sparse_set_coo_matrix_data_buffer:
 
 set_coo_matrix_data (Buffer version)
 ------------------------------------
@@ -52,11 +52,11 @@ set_coo_matrix_data (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
 .. container:: section
@@ -67,7 +67,7 @@ set_coo_matrix_data (Buffer version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    smhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_coo_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_coo_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 0.
@@ -81,22 +81,22 @@ set_coo_matrix_data (Buffer version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ind
       Buffer of length at least ``nnz`` containing the row indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``row_ind``.
 
    col_ind
       Buffer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``col_ind``.
 
    val
       Buffer of length at least ``nnz``. Contains the data of the input matrix
       which is not implicitly zero. The remaining input values are implicit
-      zeros. Refer to :ref:`onemkl_sparse_coo` format for detailed description
+      zeros. Refer to :ref:`onemath_sparse_coo` format for detailed description
       of ``val``.
 
 .. container:: section
@@ -116,12 +116,12 @@ set_coo_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_set_coo_matrix_data_usm:
+.. _onemath_sparse_set_coo_matrix_data_usm:
 
 set_coo_matrix_data (USM version)
 ---------------------------------
@@ -150,11 +150,11 @@ set_coo_matrix_data (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
 .. container:: section
@@ -165,7 +165,7 @@ set_coo_matrix_data (USM version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    smhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_coo_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_coo_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 0.
@@ -179,24 +179,24 @@ set_coo_matrix_data (USM version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ind
       USM pointer of length at least ``nnz`` containing the row indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``row_ind``. The data must be accessible on the
       device.
 
    col_ind
       USM pointer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_coo` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_coo` format for
       detailed description of ``col_ind``. The data must be accessible on the
       device.
 
    val
       USM pointer of length at least ``nnz``. Contains the data of the input
       matrix which is not implicitly zero. The remaining input values are
-      implicit zeros. Refer to :ref:`onemkl_sparse_coo` format for detailed
+      implicit zeros. Refer to :ref:`onemath_sparse_coo` format for detailed
       description of ``val``. The data must be accessible on the device. Using a
       USM pointer with a smaller allocated memory size is undefined behavior.
 
@@ -217,9 +217,9 @@ set_coo_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/set_csr_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/spblas/data_types/set_csr_matrix_data.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
index 8b95277559..22f237b720 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/set_csr_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_set_csr_matrix_data:
+.. _onemath_sparse_set_csr_matrix_data:
 
 set_csr_matrix_data
 ===================
@@ -21,9 +21,9 @@ with ``set_csr_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-Also see :ref:`onemkl_sparse_init_csr_matrix`.
+Also see :ref:`onemath_sparse_init_csr_matrix`.
 
-.. _onemkl_sparse_set_csr_matrix_data_buffer:
+.. _onemath_sparse_set_csr_matrix_data_buffer:
 
 set_csr_matrix_data (Buffer version)
 ------------------------------------
@@ -52,11 +52,11 @@ set_csr_matrix_data (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
 .. container:: section
@@ -67,7 +67,7 @@ set_csr_matrix_data (Buffer version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    smhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_csr_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_csr_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 0.
@@ -81,21 +81,21 @@ set_csr_matrix_data (Buffer version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ptr
       Buffer of length at least ``num_rows+1``. Refer to
-      :ref:`onemkl_sparse_csr` format for detailed description of ``row_ptr``.
+      :ref:`onemath_sparse_csr` format for detailed description of ``row_ptr``.
 
    col_ind
       Buffer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_csr` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_csr` format for
       detailed description of ``col_ind``.
 
    val
       Buffer of length at least ``nnz``. Contains the data of the input matrix
       which is not implicitly zero. The remaining input values are implicit
-      zeros. Refer to :ref:`onemkl_sparse_csr` format for detailed description
+      zeros. Refer to :ref:`onemath_sparse_csr` format for detailed description
       of ``val``.
 
 .. container:: section
@@ -115,12 +115,12 @@ set_csr_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_set_csr_matrix_data_usm:
+.. _onemath_sparse_set_csr_matrix_data_usm:
 
 set_csr_matrix_data (USM version)
 ---------------------------------
@@ -149,11 +149,11 @@ set_csr_matrix_data (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
    indexType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``matrix_handle_t``.
 
 .. container:: section
@@ -164,7 +164,7 @@ set_csr_matrix_data (USM version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    smhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_csr_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_csr_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 0.
@@ -178,23 +178,23 @@ set_csr_matrix_data (USM version)
 
    index
       Indicates how input arrays are indexed. The possible options are described
-      in :ref:`onemkl_enum_index_base` enum class.
+      in :ref:`onemath_enum_index_base` enum class.
 
    row_ptr
       USM pointer of length at least ``num_rows+1``. Refer to
-      :ref:`onemkl_sparse_csr` format for detailed description of ``row_ptr``.
+      :ref:`onemath_sparse_csr` format for detailed description of ``row_ptr``.
       The data must be accessible on the device.
 
    col_ind
       USM pointer of length at least ``nnz`` containing the column indices in
-      ``index``-based numbering. Refer to :ref:`onemkl_sparse_csr` format for
+      ``index``-based numbering. Refer to :ref:`onemath_sparse_csr` format for
       detailed description of ``col_ind``. The data must be accessible on the
       device.
 
    val
       USM pointer of length at least ``nnz``. Contains the data of the input
       matrix which is not implicitly zero. The remaining input values are
-      implicit zeros. Refer to :ref:`onemkl_sparse_csr` format for detailed
+      implicit zeros. Refer to :ref:`onemath_sparse_csr` format for detailed
       description of ``val``. The data must be accessible on the device. Using a
       USM pointer with a smaller allocated memory size is undefined behavior.
 
@@ -215,9 +215,9 @@ set_csr_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/set_dense_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
similarity index 80%
rename from source/elements/oneMKL/source/domains/spblas/data_types/set_dense_matrix_data.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
index 0eab72f6b8..0a4ba2a455 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/set_dense_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_set_dense_matrix_data:
+.. _onemath_sparse_set_dense_matrix_data:
 
 set_dense_matrix_data
 =====================
@@ -21,9 +21,9 @@ with ``set_dense_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-Also see :ref:`onemkl_sparse_init_dense_matrix`.
+Also see :ref:`onemath_sparse_init_dense_matrix`.
 
-.. _onemkl_sparse_set_dense_matrix_data_buffer:
+.. _onemath_sparse_set_dense_matrix_data_buffer:
 
 set_dense_matrix_data (Buffer version)
 --------------------------------------
@@ -50,7 +50,7 @@ set_dense_matrix_data (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``dense_matrix_handle_t``.
 
 .. container:: section
@@ -61,7 +61,7 @@ set_dense_matrix_data (Buffer version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dmhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_dense_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_dense_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 0.
@@ -90,12 +90,12 @@ set_dense_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_set_dense_matrix_data_usm:
+.. _onemath_sparse_set_dense_matrix_data_usm:
 
 set_dense_matrix_data (USM version)
 -----------------------------------
@@ -122,7 +122,7 @@ set_dense_matrix_data (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``dense_matrix_handle_t``.
 
 .. container:: section
@@ -133,7 +133,7 @@ set_dense_matrix_data (USM version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dmhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_dense_matrix`.
+      Handle already initialized with :ref:`onemath_sparse_init_dense_matrix`.
 
    num_rows
       Number of rows of the provided data ``val``. Must be at least 1.
@@ -164,9 +164,9 @@ set_dense_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/set_dense_vector_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
similarity index 74%
rename from source/elements/oneMKL/source/domains/spblas/data_types/set_dense_vector_data.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
index c882f07079..37b0d0c8aa 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/set_dense_vector_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_set_dense_vector_data:
+.. _onemath_sparse_set_dense_vector_data:
 
 set_dense_vector_data
 =====================
@@ -21,9 +21,9 @@ with ``set_dense_vector_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-Also see :ref:`onemkl_sparse_init_dense_vector`.
+Also see :ref:`onemath_sparse_init_dense_vector`.
 
-.. _onemkl_sparse_set_dense_vector_data_buffer:
+.. _onemath_sparse_set_dense_vector_data_buffer:
 
 set_dense_vector_data (Buffer version)
 --------------------------------------
@@ -47,7 +47,7 @@ set_dense_vector_data (Buffer version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``dense_vector_handle_t``.
 
 .. container:: section
@@ -58,7 +58,7 @@ set_dense_vector_data (Buffer version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dvhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_dense_vector`.
+      Handle already initialized with :ref:`onemath_sparse_init_dense_vector`.
 
    size
       Number of elements of the provided data ``val``. Must be at least 0.
@@ -75,12 +75,12 @@ set_dense_vector_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_set_dense_vector_data_usm:
+.. _onemath_sparse_set_dense_vector_data_usm:
 
 set_dense_vector_data (USM version)
 -----------------------------------
@@ -104,7 +104,7 @@ set_dense_vector_data (USM version)
    .. rubric:: Template parameters
 
    dataType
-      See :ref:`supported template types<onemkl_sparse_supported_types>`. Must
+      See :ref:`supported template types<onemath_sparse_supported_types>`. Must
       be the same type as was used when creating the ``dense_vector_handle_t``.
 
 .. container:: section
@@ -115,7 +115,7 @@ set_dense_vector_data (USM version)
       The SYCL command queue which will be used for SYCL kernels execution.
 
    dvhandle
-      Handle already initialized with :ref:`onemkl_sparse_init_dense_vector`.
+      Handle already initialized with :ref:`onemath_sparse_init_dense_vector`.
 
    size
       Number of elements of the provided data ``val``. Must be at least 1.
@@ -134,9 +134,9 @@ set_dense_vector_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/data_types/set_matrix_property.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/spblas/data_types/set_matrix_property.rst
rename to source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
index 4e2014b7f3..82db60a231 100644
--- a/source/elements/oneMKL/source/domains/spblas/data_types/set_matrix_property.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_set_matrix_property:
+.. _onemath_sparse_set_matrix_property:
 
 set_matrix_property
 ===================
@@ -25,7 +25,7 @@ Matrix properties
       }
 
    Matrix properties are optional and "strong" guarantees. Unlike
-   :ref:`onemkl_sparse_matrix_view`, the user must ensure that the handle's data
+   :ref:`onemath_sparse_matrix_view`, the user must ensure that the handle's data
    holds all the given properties. A property can be set as a hint for backends
    to optimize some operations. Multiple properties can be set to the same handle.
 
@@ -126,9 +126,9 @@ matrix handle.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_sparse_data_handles`
+**Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMKL/source/domains/spblas/matrix_view.rst b/source/elements/oneMath/source/domains/spblas/matrix_view.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/spblas/matrix_view.rst
rename to source/elements/oneMath/source/domains/spblas/matrix_view.rst
index 0c0bb6535e..a4b527bba9 100644
--- a/source/elements/oneMKL/source/domains/spblas/matrix_view.rst
+++ b/source/elements/oneMath/source/domains/spblas/matrix_view.rst
@@ -2,12 +2,12 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_matrix_view_and_descr:
+.. _onemath_sparse_matrix_view_and_descr:
 
 Matrix view
 ===========
 
-.. _onemkl_sparse_matrix_descriptor:
+.. _onemath_sparse_matrix_descriptor:
 
 matrix_descr
 ------------
@@ -51,7 +51,7 @@ matrix_descr
       * - ``diagonal``
         - View as diagonal, use only main diagonal values.
 
-.. _onemkl_sparse_matrix_view:
+.. _onemath_sparse_matrix_view:
 
 matrix_view
 -----------
@@ -81,8 +81,8 @@ matrix_view
    The matrix view holds information to specify which part of the matrix should
    be read without changing the matrix's data.
 
-   See :ref:`onemkl_sparse_matrix_descriptor`, :ref:`onemkl_enum_uplo` and
-   :ref:`onemkl_enum_diag` for a description of the members.
+   See :ref:`onemath_sparse_matrix_descriptor`, :ref:`onemath_enum_uplo` and
+   :ref:`onemath_enum_diag` for a description of the members.
 
    Each operation documents which combination of ``type_view``, ``uplo_view``
    and ``diag_view`` are valid.
@@ -122,4 +122,4 @@ matrix_view
       the other members are initialized to the same value as the default
       constructor.
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMKL/source/domains/spblas/operations/spmm.rst b/source/elements/oneMath/source/domains/spblas/operations/spmm.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/spblas/operations/spmm.rst
rename to source/elements/oneMath/source/domains/spblas/operations/spmm.rst
index 08b64595ee..1fcd3a673b 100644
--- a/source/elements/oneMKL/source/domains/spblas/operations/spmm.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spmm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_spmm_header:
+.. _onemath_sparse_spmm_header:
 
 spmm
 ====
@@ -33,7 +33,7 @@ matrix product defined as:
                                  A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
                    \end{cases}
 
-.. _onemkl_sparse_spmm_descr:
+.. _onemath_sparse_spmm_descr:
 
 spmm_descr
 ----------
@@ -59,7 +59,7 @@ spmm_descr
    stages of the spmm operation to house relevant state, optimizations and
    workspaces.
 
-.. _onemkl_sparse_init_spmm_descr:
+.. _onemath_sparse_init_spmm_descr:
 
 init_spmm_descr
 ---------------
@@ -103,12 +103,12 @@ init_spmm_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_release_spmm_descr:
+.. _onemath_sparse_release_spmm_descr:
 
 release_spmm_descr
 ------------------
@@ -155,11 +155,11 @@ release_spmm_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_spmm_alg:
+.. _onemath_sparse_spmm_alg:
 
 spmm_alg
 --------
@@ -195,7 +195,7 @@ spmm_alg
    implementation-defined and must be documented in the library implementing the
    oneAPI specification.
 
-.. _onemkl_sparse_spmm:
+.. _onemath_sparse_spmm:
 
 spmm
 ----
@@ -275,11 +275,11 @@ spmm
      some of the descriptor's data such as the ``workspace``.
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spmm_buffer_size`` or
-     ``spmm_optimize`` at least once with a given descriptor will throw a
-     :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
+     ``spmm_optimize`` at least once with a given descriptor will throw an
+     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spmm`` with arguments not matching ``spmm_optimize``
      will throw a
-     :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handles ``B_handle`` and ``C_handle`` and the scalars
      ``alpha`` and ``beta`` can be reset before each call to ``spmm``. Changing
@@ -299,11 +299,11 @@ spmm
 
    opA
       Specifies operation ``op()`` on the input matrix A. The possible options
-      are described in :ref:`onemkl_enum_transpose` enum class.
+      are described in :ref:`onemath_enum_transpose` enum class.
 
    opB
       Specifies operation ``op()`` on the input matrix B. The possible options
-      are described in :ref:`onemkl_enum_transpose` enum class.
+      are described in :ref:`onemath_enum_transpose` enum class.
 
    alpha
       Host or USM pointer representing :math:`\alpha`. The USM allocation can be
@@ -315,7 +315,7 @@ spmm
 
    A_view
       Specifies which part of the handle should be read as described by
-      :ref:`onemkl_sparse_matrix_view`. The ``type_view`` field must be
+      :ref:`onemath_sparse_matrix_view`. The ``type_view`` field must be
       ``matrix_descr::general`` and the ``uplo_view`` and ``diag_view`` fields
       are ignored.
 
@@ -337,10 +337,10 @@ spmm
       Dense matrix handle object representing :math:`C`.
 
    alg
-      Specifies the :ref:`spmm algorithm<onemkl_sparse_spmm_alg>` to use.
+      Specifies the :ref:`spmm algorithm<onemath_sparse_spmm_alg>` to use.
 
    spmm_descr
-      Initialized :ref:`spmm descriptor<onemkl_sparse_spmm_descr>`.
+      Initialized :ref:`spmm descriptor<onemath_sparse_spmm_descr>`.
 
    temp_buffer_size
       Output buffer size in bytes.
@@ -350,7 +350,7 @@ spmm
         ``temp_buffer_size`` bytes and the address aligned on the size of the
         handles' data type.
       | If it is a buffer, its lifetime is extended until the :ref:`spmm
-        descriptor<onemkl_sparse_spmm_descr>` is released or the workspace is
+        descriptor<onemath_sparse_spmm_descr>` is released or the workspace is
         reset by ``spmm_optimize``. The workspace cannot be a sub-buffer.
       | If it is a USM pointer, it must not be free'd until the corresponding
         ``spmm`` has completed. The data must be accessible on the device.
@@ -387,11 +387,11 @@ spmm
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemkl_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMKL/source/domains/spblas/operations/spmv.rst b/source/elements/oneMath/source/domains/spblas/operations/spmv.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/spblas/operations/spmv.rst
rename to source/elements/oneMath/source/domains/spblas/operations/spmv.rst
index cbcc0a0269..378326612c 100644
--- a/source/elements/oneMKL/source/domains/spblas/operations/spmv.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spmv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_spmv_header:
+.. _onemath_sparse_spmv_header:
 
 spmv
 ====
@@ -33,7 +33,7 @@ vector product defined as:
                                  A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
                    \end{cases}
 
-.. _onemkl_sparse_spmv_descr:
+.. _onemath_sparse_spmv_descr:
 
 spmv_descr
 ----------
@@ -59,7 +59,7 @@ spmv_descr
    stages of the spmv operation to house relevant state, optimizations and
    workspaces.
 
-.. _onemkl_sparse_init_spmv_descr:
+.. _onemath_sparse_init_spmv_descr:
 
 init_spmv_descr
 ---------------
@@ -103,12 +103,12 @@ init_spmv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_release_spmv_descr:
+.. _onemath_sparse_release_spmv_descr:
 
 release_spmv_descr
 ------------------
@@ -155,11 +155,11 @@ release_spmv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_spmv_alg:
+.. _onemath_sparse_spmv_alg:
 
 spmv_alg
 --------
@@ -193,7 +193,7 @@ spmv_alg
    implementation-defined and must be documented in the library implementing the
    oneAPI specification.
 
-.. _onemkl_sparse_spmv:
+.. _onemath_sparse_spmv:
 
 spmv
 ----
@@ -269,11 +269,11 @@ spmv
      some of the descriptor's data such as the ``workspace``.
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spmv_buffer_size`` or
-     ``spmv_optimize`` at least once with a given descriptor will throw a
-     :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
+     ``spmv_optimize`` at least once with a given descriptor will throw an
+     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spmv`` with arguments not matching ``spmv_optimize``
      will throw a
-     :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handles ``x_handle`` and ``y_handle`` and the scalars
      ``alpha`` and ``beta`` can be reset before each call to ``spmv``. Changing
@@ -293,7 +293,7 @@ spmv
 
    opA
       Specifies operation ``op()`` on the input matrix. The possible options are
-      described in :ref:`onemkl_enum_transpose` enum class.
+      described in :ref:`onemath_enum_transpose` enum class.
 
    alpha
       Host or USM pointer representing :math:`\alpha`. The USM allocation can be
@@ -305,7 +305,7 @@ spmv
 
    A_view
       Specifies which part of the handle should be read as described by
-      :ref:`onemkl_sparse_matrix_view`. The ``type_view`` field cannot be
+      :ref:`onemath_sparse_matrix_view`. The ``type_view`` field cannot be
       ``matrix_descr::diagonal``. The ``diag_view`` field can be ``diag::unit``
       if and only if ``type_view`` is ``matrix_descr::triangular``.
 
@@ -327,10 +327,10 @@ spmv
       Dense vector handle object representing :math:`y`.
 
    alg
-      Specifies the :ref:`spmv algorithm<onemkl_sparse_spmv_alg>` to use.
+      Specifies the :ref:`spmv algorithm<onemath_sparse_spmv_alg>` to use.
 
    spmv_descr
-      Initialized :ref:`spmv descriptor<onemkl_sparse_spmv_descr>`.
+      Initialized :ref:`spmv descriptor<onemath_sparse_spmv_descr>`.
 
    temp_buffer_size
       Output buffer size in bytes.
@@ -340,7 +340,7 @@ spmv
         ``temp_buffer_size`` bytes and the address aligned on the size of the
         handles' data type.
       | If it is a buffer, its lifetime is extended until the :ref:`spmv
-        descriptor<onemkl_sparse_spmv_descr>` is released or the workspace is
+        descriptor<onemath_sparse_spmv_descr>` is released or the workspace is
         reset by ``spmv_optimize``. The workspace cannot be a sub-buffer.
       | If it is a USM pointer, it must not be free'd until the corresponding
         ``spmv`` has completed. The data must be accessible on the device.
@@ -377,11 +377,11 @@ spmv
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemkl_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMKL/source/domains/spblas/operations/spsv.rst b/source/elements/oneMath/source/domains/spblas/operations/spsv.rst
similarity index 86%
rename from source/elements/oneMKL/source/domains/spblas/operations/spsv.rst
rename to source/elements/oneMath/source/domains/spblas/operations/spsv.rst
index 146088b633..0c19783da3 100644
--- a/source/elements/oneMKL/source/domains/spblas/operations/spsv.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spsv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_spsv_header:
+.. _onemath_sparse_spsv_header:
 
 spsv
 ====
@@ -33,7 +33,7 @@ for a square matrix:
                                  A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
                    \end{cases}
 
-.. _onemkl_sparse_spsv_descr:
+.. _onemath_sparse_spsv_descr:
 
 spsv_descr
 ----------
@@ -59,7 +59,7 @@ spsv_descr
    stages of the spsv operation to house relevant state, optimizations and
    workspaces.
 
-.. _onemkl_sparse_init_spsv_descr:
+.. _onemath_sparse_init_spsv_descr:
 
 init_spsv_descr
 ---------------
@@ -103,12 +103,12 @@ init_spsv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemkl_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_release_spsv_descr:
+.. _onemath_sparse_release_spsv_descr:
 
 release_spsv_descr
 ------------------
@@ -155,11 +155,11 @@ release_spsv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-.. _onemkl_sparse_spsv_alg:
+.. _onemath_sparse_spsv_alg:
 
 spsv_alg
 --------
@@ -188,7 +188,7 @@ spsv_alg
    implementation-defined and must be documented in the library implementing the
    oneAPI specification.
 
-.. _onemkl_sparse_spsv:
+.. _onemath_sparse_spsv:
 
 spsv
 ----
@@ -261,10 +261,10 @@ spsv
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spsv_buffer_size`` or
      ``spsv_optimize`` at least once with a given descriptor will throw a
-     :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
+     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spsv`` with arguments not matching ``spsv_optimize``
-     will throw a
-     :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+     will throw an
+     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handle ``x_handle`` and scalar ``alpha`` can be reset
      before each call to ``spsv``. Changing the data of the sparse handle
@@ -284,7 +284,7 @@ spsv
 
    opA
       Specifies operation ``op()`` on the input matrix. The possible options are
-      described in :ref:`onemkl_enum_transpose` enum class.
+      described in :ref:`onemath_enum_transpose` enum class.
 
    alpha
       Host or USM pointer representing :math:`\alpha`. The USM allocation can be
@@ -293,7 +293,7 @@ spsv
 
    A_view
       Specifies which part of the handle should be read as described by
-      :ref:`onemkl_sparse_matrix_view`. The ``type_view`` field must be
+      :ref:`onemath_sparse_matrix_view`. The ``type_view`` field must be
       ``matrix_descr::triangular``. The ``diag_view`` field can be
       ``diag::nonunit`` or ``diag::unit``.
 
@@ -307,10 +307,10 @@ spsv
       Dense vector handle object representing :math:`y`.
 
    alg
-      Specifies the :ref:`spsv algorithm<onemkl_sparse_spsv_alg>` to use.
+      Specifies the :ref:`spsv algorithm<onemath_sparse_spsv_alg>` to use.
 
    spsv_descr
-      Initialized :ref:`spsv descriptor<onemkl_sparse_spsv_descr>`.
+      Initialized :ref:`spsv descriptor<onemath_sparse_spsv_descr>`.
 
    temp_buffer_size
       Output buffer size in bytes.
@@ -320,7 +320,7 @@ spsv
         ``temp_buffer_size`` bytes and the address aligned on the size of the
         handles' data type.
       | If it is a buffer, its lifetime is extended until the :ref:`spsv
-        descriptor<onemkl_sparse_spsv_descr>` is released or the workspace is
+        descriptor<onemath_sparse_spsv_descr>` is released or the workspace is
         reset by ``spsv_optimize``. The workspace cannot be a sub-buffer.
       | If it is a USM pointer, it must not be free'd until the corresponding
         ``spsv`` has completed. The data must be accessible on the device.
@@ -357,11 +357,11 @@ spsv
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemkl_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemkl_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemkl_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemkl_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemkl_exception_unsupported_device>`
+   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMKL/source/domains/spblas/spblas.rst b/source/elements/oneMath/source/domains/spblas/spblas.rst
similarity index 73%
rename from source/elements/oneMKL/source/domains/spblas/spblas.rst
rename to source/elements/oneMath/source/domains/spblas/spblas.rst
index eef2b3fb49..a5093af8ab 100644
--- a/source/elements/oneMKL/source/domains/spblas/spblas.rst
+++ b/source/elements/oneMath/source/domains/spblas/spblas.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_spblas:
+.. _onemath_spblas:
 
 Sparse BLAS
 ===========
@@ -18,13 +18,13 @@ Sparse BLAS
 
       * - Routines and Objects
         - Description
-      * - :ref:`onemkl_sparse_data_handles`
+      * - :ref:`onemath_sparse_data_handles`
         - Matrix and vector handle types
-      * - :ref:`onemkl_sparse_spmm_header`
+      * - :ref:`onemath_sparse_spmm_header`
         - Compute the product of a sparse matrix with a dense matrix
-      * - :ref:`onemkl_sparse_spmv_header`
+      * - :ref:`onemath_sparse_spmv_header`
         - Compute the product of a sparse matrix with a dense vector
-      * - :ref:`onemkl_sparse_spsv_header`
+      * - :ref:`onemath_sparse_spsv_header`
         - Solve a triangular sparse linear system
 
 .. toctree::
@@ -37,4 +37,4 @@ Sparse BLAS
    matrix_view
    supported-types
 
-**Parent topic:** :ref:`onemkl_sparse_linear_algebra`
+**Parent topic:** :ref:`onemath_sparse_linear_algebra`
diff --git a/source/elements/oneMKL/source/domains/spblas/supported-types.rst b/source/elements/oneMath/source/domains/spblas/supported-types.rst
similarity index 74%
rename from source/elements/oneMKL/source/domains/spblas/supported-types.rst
rename to source/elements/oneMath/source/domains/spblas/supported-types.rst
index 858f1a6999..0268d65d99 100644
--- a/source/elements/oneMKL/source/domains/spblas/supported-types.rst
+++ b/source/elements/oneMath/source/domains/spblas/supported-types.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_sparse_supported_types:
+.. _onemath_sparse_supported_types:
 
 Supported template types
 ========================
@@ -24,11 +24,11 @@ Supported template types
         -   
 
 ``dataType`` is used to describe the precision (i.e. number of bits) and domain
-(i.e. real or complex) of the :ref:`data handles <onemkl_sparse_data_handles>`
+(i.e. real or complex) of the :ref:`data handles <onemath_sparse_data_handles>`
 and the operations using them.
 
 ``indexType`` is used to describe the range of integer types such as indices,
-offsets or sizes of the :ref:`data handles <onemkl_sparse_data_handles>` and the
+offsets or sizes of the :ref:`data handles <onemath_sparse_data_handles>` and the
 operations using them.
 
-**Parent topic:** :ref:`onemkl_spblas`
+**Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMath/source/domains/stats.inc.rst b/source/elements/oneMath/source/domains/stats.inc.rst
new file mode 100755
index 0000000000..cd23bd2a75
--- /dev/null
+++ b/source/elements/oneMath/source/domains/stats.inc.rst
@@ -0,0 +1,15 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_stats:
+
+Summary Statistics
+-------------------
+
+The oneMath provides a set of :ref:`Summary Statistics routines <onemath_stats_overview>` that compute basic statistical estimates for single and double precision multi-dimensional datasets.
+
+.. toctree::
+	:hidden:
+
+	stats/onemath_stats_overview.rst
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
index e4f6efae5a..99c3cea3fa 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_central_moment:
+.. _onemath_stats_central_moment:
 
 central_moment
 ==============
 
 Entry point to compute central moments up to the 4th order.
 
-.. _onemkl_stats_central_moment_description:
+.. _onemath_stats_central_moment_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension).
 
-:ref:`onemkl_stats_central_moment` supports the following precisions for data:
+:ref:`onemath_stats_central_moment` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::central_moment function is used to compute an array of c
         * - ``double``
 
 
-.. _onemkl_stats_central_moment_buffer:
+.. _onemath_stats_central_moment_buffer:
 
 central_moment (buffer version)
 -------------------------------
@@ -58,7 +58,7 @@ central_moment (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -90,7 +90,7 @@ central_moment (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when central_moment_2.get_count() == 0 & central_moment_3.get_count() == 0 & central_moment_4.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_central_moment_usm:
+.. _onemath_stats_central_moment_usm:
 
 central_moment (USM version)
 ----------------------------
@@ -122,7 +122,7 @@ central_moment (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -166,5 +166,5 @@ central_moment (USM version)
 
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment_user_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
index 02e6c11159..69157e9156 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_moment_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_central_moment_user_mean:
+.. _onemath_stats_central_moment_user_mean:
 
 central_moment with provided mean
 =================================
 
 Entry point to compute central moments up to the 4th order with the provided mean values.
 
-.. _onemkl_stats_central_moment_user_mean_description:
+.. _onemath_stats_central_moment_user_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension) with the provided mean values.
 
-:ref:`onemkl_stats_central_moment_user_mean` supports the following precisions for data:
+:ref:`onemath_stats_central_moment_user_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::central_moment function is used to compute an array of c
         * - ``double``
 
 
-.. _onemkl_stats_central_moment_user_mean_buffer:
+.. _onemath_stats_central_moment_user_mean_buffer:
 
 central_moment with provided mean (buffer version)
 --------------------------------------------------
@@ -57,7 +57,7 @@ central_moment with provided mean (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -93,7 +93,7 @@ central_moment with provided mean (buffer version)
         Exception is thrown when central_moment_2.get_count() == 0 & central_moment_3.get_count() == 0 & central_moment_4.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 
-.. _onemkl_stats_central_moment_user_mean_usm:
+.. _onemath_stats_central_moment_user_mean_usm:
 
 central_moment with provided mean (USM version)
 -----------------------------------------------
@@ -126,7 +126,7 @@ central_moment with provided mean (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -171,5 +171,5 @@ central_moment with provided mean (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
index 7f6f70adc4..c5fb82427c 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_central_sum:
+.. _onemath_stats_central_sum:
 
 central_sum
 ===========
 
 Entry point to compute central sums up to the 4th order.
 
-.. _onemkl_stats_central_sum_description:
+.. _onemath_stats_central_sum_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension).
 
-:ref:`onemkl_stats_central_sum` supports the following precisions for data:
+:ref:`onemath_stats_central_sum` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::central_sum function is used to compute an array of cent
         * - ``double``
 
 
-.. _onemkl_stats_central_sum_buffer:
+.. _onemath_stats_central_sum_buffer:
 
 central_sum (Buffer version)
 ----------------------------
@@ -57,7 +57,7 @@ central_sum (Buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -89,7 +89,7 @@ central_sum (Buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when central_sum_2.get_count() == 0 & central_sum_3.get_count() == 0 & central_sum_4.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_central_sum_usm:
+.. _onemath_stats_central_sum_usm:
 
 central_sum (USM version)
 -------------------------
@@ -123,7 +123,7 @@ central_sum (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -165,5 +165,5 @@ central_sum (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum_user_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
index cf36eda7e8..806d0cc7c0 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_central_sum_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_central_sum_user_mean:
+.. _onemath_stats_central_sum_user_mean:
 
 central_sum with provided mean
 ==============================
 
 Entry point to compute central sums up to the 4th order with the provided mean values.
 
-.. _onemkl_stats_central_sum_user_mean_description:
+.. _onemath_stats_central_sum_user_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension) with the provided mean values.
 
-:ref:`onemkl_stats_central_sum_user_mean` supports the following precisions for data:
+:ref:`onemath_stats_central_sum_user_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::central_sum function is used to compute an array of cent
         * - ``double``
 
 
-.. _onemkl_stats_central_sum_user_mean_buffer:
+.. _onemath_stats_central_sum_user_mean_buffer:
 
 central_sum with provided mean (buffer version)
 -----------------------------------------------
@@ -57,7 +57,7 @@ central_sum with provided mean (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -92,7 +92,7 @@ central_sum with provided mean (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when central_sum_2.get_count() == 0 & central_sum_3.get_count() == 0 & central_sum_4.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_central_sum_user_mean_usm:
+.. _onemath_stats_central_sum_user_mean_usm:
 
 central_sum with provided mean  (USM version)
 ---------------------------------------------
@@ -125,7 +125,7 @@ central_sum with provided mean  (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -170,5 +170,5 @@ central_sum with provided mean  (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_dataset.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_dataset.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
index 56b2353935..ade84873cc 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_dataset.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_dataset:
+.. _onemath_stats_dataset:
 
 dataset
 =======
 
 The structure consolidates the information of a multi-dimensional dataset.
 
-.. _onemkl_stats_dataset_description:
+.. _onemath_stats_dataset_description:
 
 .. rubric:: Description
 
-The ``dataset`` struct object is used in :ref:`onemkl_stats_routines` as a multi-dimensional data storage. ``dataset`` struct contains information about observations matrix and its size (dimensions x observations), observations weights and indices for dimensions (defines dimensions to be processed).
+The ``dataset`` struct object is used in :ref:`onemath_stats_routines` as a multi-dimensional data storage. ``dataset`` struct contains information about observations matrix and its size (dimensions x observations), observations weights and indices for dimensions (defines dimensions to be processed).
 
-.. _onemkl_stats_dataset_syntax_buffer:
+.. _onemath_stats_dataset_syntax_buffer:
 
 structure dataset (Buffer version)
 ----------------------------------
@@ -109,7 +109,7 @@ structure dataset (Buffer version)
             oneapi::mkl::invalid_argument
                 Exception is thrown when `n_dims_` :math:`\leq 0`, or `n_observations_` :math:`\leq 0`, or `observations_.get_count() == 0`
 
-.. _onemkl_stats_dataset_syntax_usm:
+.. _onemath_stats_dataset_syntax_usm:
 
 structure dataset (USM version)
 -------------------------------
@@ -201,5 +201,5 @@ structure dataset (USM version)
             oneapi::mkl::invalid_argument
                 Exception is thrown when `n_dims_` :math:`\leq 0`, or `n_observations_` :math:`\leq 0`, or `observations_ == nullptr`
 
-**Parent topic:** :ref:`onemkl_stats`
+**Parent topic:** :ref:`onemath_stats`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
index 1c5e65b747..76babc5cfe 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_kurtosis:
+.. _onemath_stats_kurtosis:
 
 kurtosis
 ========
 
 Entry point to compute kurtosis.
 
-.. _onemkl_stats_kurtosis_description:
+.. _onemath_stats_kurtosis_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::kurtosis function is used to compute a kurtosis array (kurtosis for each dataset's dimension).
 
-:ref:`onemkl_stats_kurtosis` supports the following precisions for data:
+:ref:`onemath_stats_kurtosis` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::kurtosis function is used to compute a kurtosis array (k
         * - ``double``
 
 
-.. _onemkl_stats_kurtosis_buffer:
+.. _onemath_stats_kurtosis_buffer:
 
 kurtosis (buffer version)
 -------------------------
@@ -55,7 +55,7 @@ kurtosis (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -81,7 +81,7 @@ kurtosis (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when kurtosis.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_kurtosis_usm:
+.. _onemath_stats_kurtosis_usm:
 
 kurtosis (USM version)
 ----------------------
@@ -112,7 +112,7 @@ kurtosis (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -148,5 +148,5 @@ kurtosis (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis_user_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
index e09193e156..edaf838063 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_kurtosis_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_kurtosis_user_mean:
+.. _onemath_stats_kurtosis_user_mean:
 
 kurtosis with provided mean
 ===========================
 
 Entry point to compute kurtosis with the provided mean values.
 
-.. _onemkl_stats_kurtosis_user_mean_description:
+.. _onemath_stats_kurtosis_user_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::kurtosis function is used to compute an array of kurtosis (kurtosis for each dataset's dimension) with the provided mean values.
 
-:ref:`onemkl_stats_kurtosis_user_mean` supports the following precisions for data:
+:ref:`onemath_stats_kurtosis_user_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::kurtosis function is used to compute an array of kurtosi
         * - ``double``
 
 
-.. _onemkl_stats_kurtosis_user_mean_buffer:
+.. _onemath_stats_kurtosis_user_mean_buffer:
 
 kurtosis with provided mean (buffer version)
 --------------------------------------------
@@ -56,7 +56,7 @@ kurtosis with provided mean (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -85,7 +85,7 @@ kurtosis with provided mean (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when kurtosis.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_kurtosis_user_mean_usm:
+.. _onemath_stats_kurtosis_user_mean_usm:
 
 kurtosis with provided mean (USM version)
 -----------------------------------------
@@ -116,7 +116,7 @@ kurtosis with provided mean (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -155,5 +155,5 @@ kurtosis with provided mean (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_make_dataset.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_make_dataset.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
index bb6ff601a8..e5aece656d 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_make_dataset.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_make_dataset:
+.. _onemath_stats_make_dataset:
 
 make_dataset
 ============
 
 Entry point to create a dataset from the provided parameters.
 
-.. _onemkl_stats_make_dataset_description:
+.. _onemath_stats_make_dataset_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::make_dataset function is used to create a dataset from the provided storage of the observations matrix, the number of dimensions and observations, and other parameters.
 
-:ref:`onemkl_stats_make_dataset` supports the following precisions for data:
+:ref:`onemath_stats_make_dataset` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::make_dataset function is used to create a dataset from t
         * - ``double``
 
 
-.. _onemkl_stats_make_dataset_buffer:
+.. _onemath_stats_make_dataset_buffer:
 
 make_dataset (buffer version)
 -----------------------------
@@ -49,7 +49,7 @@ make_dataset (buffer version)
     .. rubric:: Template Parameters
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
     Type
         Data precision.
@@ -87,7 +87,7 @@ make_dataset (buffer version)
     Dataset holding specified parameters.
 
 
-.. _onemkl_stats_make_dataset_usm:
+.. _onemath_stats_make_dataset_usm:
 
 make_dataset (USM version)
 --------------------------
@@ -108,7 +108,7 @@ make_dataset (USM version)
     .. rubric:: Template Parameters
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
     Type
         Data precision.
@@ -146,4 +146,4 @@ make_dataset (USM version)
     Dataset holding specified parameters.
 
 
-**Parent topic:** :ref:`onemkl_stats_service_routines`
+**Parent topic:** :ref:`onemath_stats_service_routines`
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_max.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_max.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
index 52feb64ae6..7192cf52f7 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_max.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_max:
+.. _onemath_stats_max:
 
 max
 ===
 
 Entry point to compute max values.
 
-.. _onemkl_stats_max_description:
+.. _onemath_stats_max_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::max function is used to compute a max values arrays (max value for each dataset's dimension).
 
-:ref:`onemkl_stats_max` supports the following precisions for data:
+:ref:`onemath_stats_max` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::max function is used to compute a max values arrays (max
         * - ``double``
 
 
-.. _onemkl_stats_max_buffer:
+.. _onemath_stats_max_buffer:
 
 max (buffer version)
 --------------------
@@ -54,7 +54,7 @@ max (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -80,7 +80,7 @@ max (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when max.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_max_usm:
+.. _onemath_stats_max_usm:
 
 max (USM version)
 -----------------
@@ -110,7 +110,7 @@ max (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -146,5 +146,5 @@ max (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
index cd2982e00b..54dc14615f 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_mean:
+.. _onemath_stats_mean:
 
 mean
 ====
 
 Entry point to compute mean values.
 
-.. _onemkl_stats_mean_description:
+.. _onemath_stats_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::mean function is used to compute a mean array (mean value for each dataset's dimension).
 
-:ref:`onemkl_stats_mean` supports the following precisions for data:
+:ref:`onemath_stats_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::mean function is used to compute a mean array (mean valu
         * - ``double``
 
 
-.. _onemkl_stats_mean_buffer:
+.. _onemath_stats_mean_buffer:
 
 mean (buffer version)
 ---------------------
@@ -55,7 +55,7 @@ mean (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -81,7 +81,7 @@ mean (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when mean.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_mean_usm:
+.. _onemath_stats_mean_usm:
 
 mean (USM version)
 ------------------
@@ -112,7 +112,7 @@ mean (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -148,5 +148,5 @@ mean (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_min.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_min.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
index cdf0c95409..12401792bf 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_min.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_min:
+.. _onemath_stats_min:
 
 min
 ===
 
 Entry point to compute min values.
 
-.. _onemkl_stats_min_description:
+.. _onemath_stats_min_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::min function is used to compute min arrays (min value for each dataset's dimension).
 
-:ref:`onemkl_stats_min` supports the following precisions for data:
+:ref:`onemath_stats_min` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::min function is used to compute min arrays (min value fo
         * - ``double``
 
 
-.. _onemkl_stats_min_buffer:
+.. _onemath_stats_min_buffer:
 
 min (buffer version)
 --------------------
@@ -54,7 +54,7 @@ min (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -80,7 +80,7 @@ min (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when min.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_min_usm:
+.. _onemath_stats_min_usm:
 
 min (USM version)
 -----------------
@@ -110,7 +110,7 @@ min (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -146,5 +146,5 @@ min (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_min_max.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_min_max.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
index a8bb27cce7..e2908629e2 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_min_max.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_min_max:
+.. _onemath_stats_min_max:
 
 min_max
 =======
 
 Entry point to compute min and max values.
 
-.. _onemkl_stats_min_max_description:
+.. _onemath_stats_min_max_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::min_max function is used to compute min and max arrays (min and max values for each dataset's dimension).
 
-:ref:`onemkl_stats_min_max` supports the following precisions for data:
+:ref:`onemath_stats_min_max` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::min_max function is used to compute min and max arrays (
         * - ``double``
 
 
-.. _onemkl_stats_min_max_buffer:
+.. _onemath_stats_min_max_buffer:
 
 min_max (buffer version)
 ------------------------
@@ -55,7 +55,7 @@ min_max (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -84,7 +84,7 @@ min_max (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when min.get_count() == 0, or max.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_min_max_usm:
+.. _onemath_stats_min_max_usm:
 
 min_max (USM version)
 ---------------------
@@ -115,7 +115,7 @@ min_max (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -154,5 +154,5 @@ min_max (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_overview.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_overview.rst
similarity index 65%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_overview.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_overview.rst
index 00af7efe12..19cc45c933 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_overview.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_overview.rst
@@ -2,31 +2,31 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_overview:
+.. _onemath_stats_overview:
 
 Summary Statistics
 ==================
 
 .. rubric:: Definitions
 
-The oneMKL Summary Statistics domains consists of:
+The oneMath Summary Statistics domains consists of:
 
-   * Dataset structure. The structure consolidates the information of a multi-dimensional dataset (see detailed description in :ref:`onemkl_stats_dataset`).
-   * Computation routines. The routines are represented as free functions (see detailed description for each routine in :ref:`onemkl_stats_routines`):
+   * Dataset structure. The structure consolidates the information of a multi-dimensional dataset (see detailed description in :ref:`onemath_stats_dataset`).
+   * Computation routines. The routines are represented as free functions (see detailed description for each routine in :ref:`onemath_stats_routines`):
 
       *  Raw and central sums / moments up to the fourth order
       *  Variation coefficient
       *  Skewness and excess kurtosis (further referred as kurtosis)
       *  Minimum and maximum
 
-Refer to :ref:`onemkl_stats_usage_model`.
+Refer to :ref:`onemath_stats_usage_model`.
 
 .. toctree::
 	:hidden:
 
-	onemkl_stats_usage_model.rst
-	onemkl_stats_dataset.rst
-	onemkl_stats_routines.rst
-	onemkl_stats_service_routines.rst
+	onemath_stats_usage_model.rst
+	onemath_stats_dataset.rst
+	onemath_stats_routines.rst
+	onemath_stats_service_routines.rst
 
-**Parent topic:** :ref:`onemkl_stats`
\ No newline at end of file
+**Parent topic:** :ref:`onemath_stats`
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_moment.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_moment.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
index 7220e00e29..78dcc51385 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_moment.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_raw_moment:
+.. _onemath_stats_raw_moment:
 
 raw_moment
 ==========
 
 Entry point to compute raw moments up to the 4th order.
 
-.. _onemkl_stats_raw_moment_description:
+.. _onemath_stats_raw_moment_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::raw_moment function is used to compute array of raw moments up to the 4th order (raw moments for each dataset's dimension).
 
-:ref:`onemkl_stats_raw_moment` supports the following precisions for data:
+:ref:`onemath_stats_raw_moment` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::raw_moment function is used to compute array of raw mome
         * - ``double``
 
 
-.. _onemkl_stats_raw_moment_buffer:
+.. _onemath_stats_raw_moment_buffer:
 
 oneapi::mkl::stats::raw_moment (buffer version)
 -----------------------------------------------
@@ -58,7 +58,7 @@ oneapi::mkl::stats::raw_moment (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -93,7 +93,7 @@ oneapi::mkl::stats::raw_moment (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when mean.get_count() == 0 & raw_moment_2.get_count() == 0 & raw_moment_3.get_count() == 0 & raw_moment_4.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_raw_moment_usm:
+.. _onemath_stats_raw_moment_usm:
 
 raw_moment (USM version)
 ------------------------
@@ -128,7 +128,7 @@ raw_moment (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -173,5 +173,5 @@ raw_moment (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_sum.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_sum.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
index 453ee45cd3..58817e3b70 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_raw_sum.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_raw_sum:
+.. _onemath_stats_raw_sum:
 
 raw_sum
 =======
 
 Entry point to compute raw sums up to the 4th order.
 
-.. _onemkl_stats_raw_sum_description:
+.. _onemath_stats_raw_sum_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::raw_sum function is used to compute an array of raw sums up to the 4th order (raw sums for each dataset's dimension).
 
-:ref:`onemkl_stats_raw_sum` supports the following precisions for data:
+:ref:`onemath_stats_raw_sum` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::raw_sum function is used to compute an array of raw sums
         * - ``double``
 
 
-.. _onemkl_stats_raw_sum_buffer:
+.. _onemath_stats_raw_sum_buffer:
 
 raw_sum (Buffer version)
 ------------------------
@@ -58,7 +58,7 @@ raw_sum (Buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -93,7 +93,7 @@ raw_sum (Buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when sum.get_count() == 0 & raw_sum_2.get_count() == 0 & raw_sum_3.get_count() == 0 & raw_sum_4.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_raw_sum_usm:
+.. _onemath_stats_raw_sum_usm:
 
 raw_sum (USM version)
 ---------------------
@@ -127,7 +127,7 @@ raw_sum (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -172,5 +172,5 @@ raw_sum (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_routines.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_routines.rst
new file mode 100755
index 0000000000..7cf9822c49
--- /dev/null
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_routines.rst
@@ -0,0 +1,76 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_stats_routines:
+
+Summary Statistics Routines
+===========================
+
+The oneMath Summary Statistics routines calculate next estimates:
+
+.. container::
+
+  .. container:: tablenoborder
+
+    .. list-table::
+      :header-rows: 1
+
+      * -  Routine
+        -  Description
+      * - :ref:`onemath_stats_raw_sum`
+        - Raw sums up to the fourth order
+      * - :ref:`onemath_stats_central_sum`
+        - Central sums up to the fourth order
+      * - :ref:`onemath_stats_central_sum_user_mean`
+        - Central sums up to the fourth order with provided mean
+      * - :ref:`onemath_stats_mean`
+        - Mean value
+      * - :ref:`onemath_stats_raw_moment`
+        - Raw moments up to the fourth order
+      * - :ref:`onemath_stats_central_moment`
+        - Central moments up to the fourth order
+      * - :ref:`onemath_stats_central_moment_user_mean`
+        - Central moments up to the fourth order with provided mean
+      * - :ref:`onemath_stats_variation`
+        - Variation coefficient
+      * - :ref:`onemath_stats_variation_user_mean`
+        - Variation coefficient with provided mean
+      * - :ref:`onemath_stats_skewness`
+        - Skewness value
+      * - :ref:`onemath_stats_skewness_user_mean`
+        - Skewness value with provided mean
+      * - :ref:`onemath_stats_kurtosis`
+        - Kurtosis value
+      * - :ref:`onemath_stats_kurtosis_user_mean`
+        - Kurtosis value with provided mean
+      * - :ref:`onemath_stats_min`
+        - Min value
+      * - :ref:`onemath_stats_max`
+        - Max value
+      * - :ref:`onemath_stats_min_max`
+        - Min and max values
+    
+   **Parent topic:** :ref:`onemath_stats`
+
+
+
+.. toctree::
+    :hidden:
+
+    onemath_stats_raw_sum
+    onemath_stats_central_sum
+    onemath_stats_central_sum_user_mean
+    onemath_stats_mean
+    onemath_stats_raw_moment
+    onemath_stats_central_moment
+    onemath_stats_central_moment_user_mean
+    onemath_stats_variation
+    onemath_stats_variation_user_mean
+    onemath_stats_skewness
+    onemath_stats_skewness_user_mean
+    onemath_stats_kurtosis
+    onemath_stats_kurtosis_user_mean
+    onemath_stats_min
+    onemath_stats_max
+    onemath_stats_min_max
\ No newline at end of file
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_service_routines.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_service_routines.rst
similarity index 67%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_service_routines.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_service_routines.rst
index aae6a421ee..7e2ca9710e 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_service_routines.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_service_routines.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_service_routines:
+.. _onemath_stats_service_routines:
 
 Service Routines
 ================
@@ -19,14 +19,14 @@ Service Routines
 
          * -  Routine
            -  Description
-         * -                      \ :ref:`onemkl_stats_make_dataset`\
+         * -                      \ :ref:`onemath_stats_make_dataset`\
            -  Creates a dataset from the provided parameters
 
 
 
-      **Parent topic:** :ref:`onemkl_stats`
+      **Parent topic:** :ref:`onemath_stats`
 
 .. toctree::
     :hidden:
 
-    onemkl_stats_make_dataset
+    onemath_stats_make_dataset
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
index d8ab16d8bd..cea6f4d96f 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_skewness:
+.. _onemath_stats_skewness:
 
 skewness
 ========
 
 Entry point to compute skewness.
 
-.. _onemkl_stats_skewness_description:
+.. _onemath_stats_skewness_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::skewness function is used to compute a skewness array (skewness for each dataset's dimension).
 
-:ref:`onemkl_stats_skewness` supports the following precisions for data:
+:ref:`onemath_stats_skewness` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::skewness function is used to compute a skewness array (s
         * - ``double``
 
 
-.. _onemkl_stats_skewness_buffer:
+.. _onemath_stats_skewness_buffer:
 
 skewness (buffer version)
 -------------------------
@@ -55,7 +55,7 @@ skewness (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -81,7 +81,7 @@ skewness (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when skewness.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_skewness_usm:
+.. _onemath_stats_skewness_usm:
 
 skewness (USM version)
 ----------------------
@@ -112,7 +112,7 @@ skewness (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -148,5 +148,5 @@ skewness (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness_user_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
index 93429aabc0..01514435e6 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_skewness_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_skewness_user_mean:
+.. _onemath_stats_skewness_user_mean:
 
 skewness with provided mean
 ===========================
 
 Entry point to compute skewness with the provided mean values.
 
-.. _onemkl_stats_skewness_user_mean_description:
+.. _onemath_stats_skewness_user_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::skewness function is used to compute an array of skewness (skewness for each dataset's dimension) with the provided mean values.
 
-:ref:`onemkl_stats_skewness_user_mean` supports the following precisions for data:
+:ref:`onemath_stats_skewness_user_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::skewness function is used to compute an array of skewnes
         * - ``double``
 
 
-.. _onemkl_stats_skewness_user_mean_buffer:
+.. _onemath_stats_skewness_user_mean_buffer:
 
 skewness with provided mean (buffer version)
 --------------------------------------------
@@ -55,7 +55,7 @@ skewness with provided mean (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -84,7 +84,7 @@ skewness with provided mean (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when skewness.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_skewness_user_mean_usm:
+.. _onemath_stats_skewness_user_mean_usm:
 
 skewness with provided mean (USM version)
 -----------------------------------------
@@ -115,7 +115,7 @@ skewness with provided mean (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -154,5 +154,5 @@ skewness with provided mean (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_usage_model.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
similarity index 87%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_usage_model.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
index bb6d634ab3..4a244f6197 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_usage_model.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
@@ -2,9 +2,9 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_usage_model:
+.. _onemath_stats_usage_model:
 
-oneMKL Summary Statistics Usage Model
+oneMath Summary Statistics Usage Model
 =====================================
 
 
@@ -17,7 +17,7 @@ A typical algorithm for summary statistics is as follows:
 #. Call the summary statistics routine to calculate the appropriate estimate.
 
 
-The following example demonstrates how to calculate mean values for a 3-dimensional dataset filled with random numbers. For dataset creation, the :ref:`onemkl_stats_make_dataset` helper function is used.
+The following example demonstrates how to calculate mean values for a 3-dimensional dataset filled with random numbers. For dataset creation, the :ref:`onemath_stats_make_dataset` helper function is used.
 
 
 USM-based example
@@ -48,4 +48,4 @@ USM-based example
         // ...
     }
 
-**Parent topic:** :ref:`onemkl_stats`
+**Parent topic:** :ref:`onemath_stats`
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_variation.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
similarity index 91%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_variation.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
index cf5e148619..f5d1fb095b 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_variation.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_variation:
+.. _onemath_stats_variation:
 
 variation
 =========
 
 Entry point to compute variation.
 
-.. _onemkl_stats_variation_description:
+.. _onemath_stats_variation_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::variation function is used to compute a variation array (variation for each dataset's dimension).
 
-:ref:`onemkl_stats_variation` supports the following precisions for data:
+:ref:`onemath_stats_variation` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::variation function is used to compute a variation array
         * - ``double``
 
 
-.. _onemkl_stats_variation_buffer:
+.. _onemath_stats_variation_buffer:
 
 variation (buffer version)
 --------------------------
@@ -55,7 +55,7 @@ variation (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -81,7 +81,7 @@ variation (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when variation.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_variation_usm:
+.. _onemath_stats_variation_usm:
 
 variation (USM version)
 -----------------------
@@ -112,7 +112,7 @@ variation (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -148,5 +148,5 @@ variation (USM version)
     Output event to wait on to ensure computation is complete.
 
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/stats/onemkl_stats_variation_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
similarity index 90%
rename from source/elements/oneMKL/source/domains/stats/onemkl_stats_variation_user_mean.rst
rename to source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
index dcec77f5bd..b678711b34 100755
--- a/source/elements/oneMKL/source/domains/stats/onemkl_stats_variation_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
@@ -2,20 +2,20 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_stats_variation_user_mean:
+.. _onemath_stats_variation_user_mean:
 
 variation with provided mean
 ============================
 
 Entry point to compute variation with the provided mean values.
 
-.. _onemkl_stats_variation_user_mean_description:
+.. _onemath_stats_variation_user_mean_description:
 
 .. rubric:: Description and Assumptions
 
 The oneapi::mkl::stats::variation function is used to compute an array of variation (variation for each dataset's dimension) with the provided mean values.
 
-:ref:`onemkl_stats_variation_user_mean` supports the following precisions for data:
+:ref:`onemath_stats_variation_user_mean` supports the following precisions for data:
 
     .. list-table::
         :header-rows: 1
@@ -25,7 +25,7 @@ The oneapi::mkl::stats::variation function is used to compute an array of variat
         * - ``double``
 
 
-.. _onemkl_stats_variation_user_mean_buffer:
+.. _onemath_stats_variation_user_mean_buffer:
 
 oneapi::mkl::stats::variation (buffer version)
 ----------------------------------------------
@@ -54,7 +54,7 @@ oneapi::mkl::stats::variation (buffer version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 
 .. container:: section
@@ -84,7 +84,7 @@ oneapi::mkl::stats::variation (buffer version)
     oneapi::mkl::invalid_argument
         Exception is thrown when variation.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
-.. _onemkl_stats_variation_user_mean_usm:
+.. _onemath_stats_variation_user_mean_usm:
 
 variation with provided mean (USM version)
 ------------------------------------------
@@ -115,7 +115,7 @@ variation with provided mean (USM version)
         Data precision.
 
     ObservationsLayout
-        Data layout. The specific values are described in :ref:`onemkl_stats_dataset`.
+        Data layout. The specific values are described in :ref:`onemath_stats_dataset`.
 
 .. container:: section
 
@@ -153,5 +153,5 @@ variation with provided mean (USM version)
 
     Output event to wait on to ensure computation is complete.
 
-**Parent topic:** :ref:`onemkl_stats_routines`
+**Parent topic:** :ref:`onemath_stats_routines`
 
diff --git a/source/elements/oneMKL/source/domains/value_or_pointer.rst b/source/elements/oneMath/source/domains/value_or_pointer.rst
similarity index 89%
rename from source/elements/oneMKL/source/domains/value_or_pointer.rst
rename to source/elements/oneMath/source/domains/value_or_pointer.rst
index aef22f5a3e..93fdacbb47 100644
--- a/source/elements/oneMKL/source/domains/value_or_pointer.rst
+++ b/source/elements/oneMath/source/domains/value_or_pointer.rst
@@ -9,7 +9,7 @@ Scalar Arguments in BLAS
 
 .. container::
 
-   The USM version of oneMKL BLAS routines for DPC++ will accept either
+   The USM version of oneMath BLAS routines for DPC++ will accept either
    a scalar (for example ``float``) or pointer (``float*``) for parameters
    that represent a single fixed value (not a vector or matrix). These
    parameters are often named ``alpha`` or ``beta`` in BLAS.
@@ -60,21 +60,21 @@ Scalar Arguments in BLAS
          :name: wrapper-time
          :class: sectiontitle
 
-      The USM version of oneMKL BLAS routines use a templated
+      The USM version of oneMath BLAS routines use a templated
       ``value_or_pointer<T>`` wrapper to enable either pointers or values
       to be passed to routines that take a scalar parameter.
 
       In general, users should not explicitly use this type in their
       code. There is no need to construct an object of type
-      ``value_or_pointer`` in order to use the oneMKL functions that
+      ``value_or_pointer`` in order to use the oneMath functions that
       include it in their function signatures. Instead, values and pointers
       in user code will be implicitly converted to this type when a user
-      calls a oneMKL function.
+      calls a oneMath function.
 
       The ``value_or_pointer<T>`` wrapper has two constructors, one that
       converts a value of type ``T`` (or anything convertible to ``T``) to
       ``value_or_pointer<T>``, and another that converts a pointer to ``T``
-      to ``value_or_pointer<T>``. Internally, the oneMKL functions can
+      to ``value_or_pointer<T>``. Internally, the oneMath functions can
       behave slightly differently depending on whether the underlying data
       is a value or a pointer, and if it points to host-side memory or
       device-side memory, but these uses should be transparent to users.
@@ -85,7 +85,7 @@ Scalar Arguments in BLAS
          :name: dependencies
          :class: sectiontitle
 
-      For scalar parameters passed to oneMKL BLAS routines as pointers, the
+      For scalar parameters passed to oneMath BLAS routines as pointers, the
       timing of pointer dereferencing depends on whether it is a USM-managed
       pointer or a raw pointer.
 
@@ -100,5 +100,5 @@ Scalar Arguments in BLAS
       function is called and it may not be assigned asynchronously.
 
 
-      **Parent topic:** :ref:`onemkl_dense_linear_algebra`
+      **Parent topic:** :ref:`onemath_dense_linear_algebra`
 
diff --git a/source/elements/oneMKL/source/domains/vector_math.inc.rst b/source/elements/oneMath/source/domains/vector_math.inc.rst
similarity index 78%
rename from source/elements/oneMKL/source/domains/vector_math.inc.rst
rename to source/elements/oneMath/source/domains/vector_math.inc.rst
index 2cbf8856ec..b48314ca14 100644
--- a/source/elements/oneMKL/source/domains/vector_math.inc.rst
+++ b/source/elements/oneMath/source/domains/vector_math.inc.rst
@@ -2,14 +2,14 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_inc:
+.. _onemath_vm_inc:
 
 Vector Math
 -----------
 
 .. container::
 
-   oneMKL :ref:`Vector Mathematics functions <onemkl_vm>` (VM) compute a mathematical
+   oneMath :ref:`Vector Mathematics functions <onemath_vm>` (VM) compute a mathematical
    function of each of the vector elements. VM includes a set of
    functions (arithmetic, power, trigonometric, exponential,
    hyperbolic, special, and rounding) that operate on vectors of real
diff --git a/source/elements/oneMKL/source/domains/vm/abs.rst b/source/elements/oneMath/source/domains/vm/abs.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/abs.rst
rename to source/elements/oneMath/source/domains/vm/abs.rst
index efdd97cefb..e0257a2ee6 100644
--- a/source/elements/oneMKL/source/domains/vm/abs.rst
+++ b/source/elements/oneMath/source/domains/vm/abs.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_abs:
+.. _onemath_vm_abs:
 
 abs
 ===
@@ -155,7 +155,7 @@ abs
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -181,7 +181,7 @@ abs
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -216,7 +216,7 @@ abs
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -224,6 +224,6 @@ abs
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/acos.rst b/source/elements/oneMath/source/domains/vm/acos.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/acos.rst
rename to source/elements/oneMath/source/domains/vm/acos.rst
index 40e714851e..d87bac1478 100644
--- a/source/elements/oneMKL/source/domains/vm/acos.rst
+++ b/source/elements/oneMath/source/domains/vm/acos.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_acos:
+.. _onemath_vm_acos:
 
 acos
 ====
@@ -231,14 +231,14 @@ acos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -264,14 +264,14 @@ acos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -306,7 +306,7 @@ acos
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -314,6 +314,6 @@ acos
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/acosh.rst b/source/elements/oneMath/source/domains/vm/acosh.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/acosh.rst
rename to source/elements/oneMath/source/domains/vm/acosh.rst
index e6e3afa2ba..daaa03a939 100644
--- a/source/elements/oneMKL/source/domains/vm/acosh.rst
+++ b/source/elements/oneMath/source/domains/vm/acosh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_acosh:
+.. _onemath_vm_acosh:
 
 acosh
 =====
@@ -223,14 +223,14 @@ acosh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -256,14 +256,14 @@ acosh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -298,7 +298,7 @@ acosh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -306,4 +306,4 @@ acosh
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/acospi.rst b/source/elements/oneMath/source/domains/vm/acospi.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/acospi.rst
rename to source/elements/oneMath/source/domains/vm/acospi.rst
index fb1a9fed46..9891d42a42 100644
--- a/source/elements/oneMKL/source/domains/vm/acospi.rst
+++ b/source/elements/oneMath/source/domains/vm/acospi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_acospi:
+.. _onemath_vm_acospi:
 
 acospi
 ======
@@ -151,14 +151,14 @@ acospi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -184,14 +184,14 @@ acospi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -226,7 +226,7 @@ acospi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -234,6 +234,6 @@ acospi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/add.rst b/source/elements/oneMath/source/domains/vm/add.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/add.rst
rename to source/elements/oneMath/source/domains/vm/add.rst
index 9e6d20dba9..24f7e8fe68 100644
--- a/source/elements/oneMKL/source/domains/vm/add.rst
+++ b/source/elements/oneMath/source/domains/vm/add.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_add:
+.. _onemath_vm_add:
 
 add
 ===
@@ -189,14 +189,14 @@ add
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -226,14 +226,14 @@ add
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -268,7 +268,7 @@ add
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -276,6 +276,6 @@ add
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/arg.rst b/source/elements/oneMath/source/domains/vm/arg.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/arg.rst
rename to source/elements/oneMath/source/domains/vm/arg.rst
index 42d718771b..d9a81550fd 100644
--- a/source/elements/oneMKL/source/domains/vm/arg.rst
+++ b/source/elements/oneMath/source/domains/vm/arg.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_arg:
+.. _onemath_vm_arg:
 
 arg
 ===
@@ -84,7 +84,7 @@ arg
    The arg(a) function computes argument of vector elements.
 
 
-   See :ref:`onemkl_vm_special_value_notations` for the conventions used in the
+   See :ref:`onemath_vm_special_value_notations` for the conventions used in the
    table below.
 
 
@@ -199,7 +199,7 @@ arg
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -225,7 +225,7 @@ arg
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -260,7 +260,7 @@ arg
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -268,6 +268,6 @@ arg
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/asin.rst b/source/elements/oneMath/source/domains/vm/asin.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/asin.rst
rename to source/elements/oneMath/source/domains/vm/asin.rst
index 6b2313184b..791dca5ba2 100644
--- a/source/elements/oneMKL/source/domains/vm/asin.rst
+++ b/source/elements/oneMath/source/domains/vm/asin.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_asin:
+.. _onemath_vm_asin:
 
 asin
 ====
@@ -158,14 +158,14 @@ asin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -191,14 +191,14 @@ asin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -233,7 +233,7 @@ asin
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -241,6 +241,6 @@ asin
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/asinh.rst b/source/elements/oneMath/source/domains/vm/asinh.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/asinh.rst
rename to source/elements/oneMath/source/domains/vm/asinh.rst
index c0d13ff837..abd6d55dec 100644
--- a/source/elements/oneMKL/source/domains/vm/asinh.rst
+++ b/source/elements/oneMath/source/domains/vm/asinh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_asinh:
+.. _onemath_vm_asinh:
 
 asinh
 =====
@@ -227,7 +227,7 @@ asinh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -253,7 +253,7 @@ asinh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -288,7 +288,7 @@ asinh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -296,6 +296,6 @@ asinh
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/asinpi.rst b/source/elements/oneMath/source/domains/vm/asinpi.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/asinpi.rst
rename to source/elements/oneMath/source/domains/vm/asinpi.rst
index ec0b242b98..91ad13bdc6 100644
--- a/source/elements/oneMKL/source/domains/vm/asinpi.rst
+++ b/source/elements/oneMath/source/domains/vm/asinpi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_asinpi:
+.. _onemath_vm_asinpi:
 
 asinpi
 ======
@@ -151,14 +151,14 @@ asinpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -184,14 +184,14 @@ asinpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -226,7 +226,7 @@ asinpi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -234,6 +234,6 @@ asinpi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/atan.rst b/source/elements/oneMath/source/domains/vm/atan.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/atan.rst
rename to source/elements/oneMath/source/domains/vm/atan.rst
index 0e7f6d9801..5e02424b94 100644
--- a/source/elements/oneMKL/source/domains/vm/atan.rst
+++ b/source/elements/oneMath/source/domains/vm/atan.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_atan:
+.. _onemath_vm_atan:
 
 atan
 ====
@@ -150,7 +150,7 @@ atan
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -176,7 +176,7 @@ atan
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -211,7 +211,7 @@ atan
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -219,6 +219,6 @@ atan
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/atan2.rst b/source/elements/oneMath/source/domains/vm/atan2.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/vm/atan2.rst
rename to source/elements/oneMath/source/domains/vm/atan2.rst
index e5395ecd4a..9896ed104c 100644
--- a/source/elements/oneMKL/source/domains/vm/atan2.rst
+++ b/source/elements/oneMath/source/domains/vm/atan2.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_atan2:
+.. _onemath_vm_atan2:
 
 atan2
 =====
@@ -295,7 +295,7 @@ atan2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -325,7 +325,7 @@ atan2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -360,7 +360,7 @@ atan2
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -368,6 +368,6 @@ atan2
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/atan2pi.rst b/source/elements/oneMath/source/domains/vm/atan2pi.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/vm/atan2pi.rst
rename to source/elements/oneMath/source/domains/vm/atan2pi.rst
index 697eacf787..6738e6c291 100644
--- a/source/elements/oneMKL/source/domains/vm/atan2pi.rst
+++ b/source/elements/oneMath/source/domains/vm/atan2pi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_atan2pi:
+.. _onemath_vm_atan2pi:
 
 atan2pi
 =======
@@ -298,7 +298,7 @@ atan2pi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -328,7 +328,7 @@ atan2pi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -363,7 +363,7 @@ atan2pi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -371,6 +371,6 @@ atan2pi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/atanh.rst b/source/elements/oneMath/source/domains/vm/atanh.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/atanh.rst
rename to source/elements/oneMath/source/domains/vm/atanh.rst
index 52d629c963..1c866e814b 100644
--- a/source/elements/oneMKL/source/domains/vm/atanh.rst
+++ b/source/elements/oneMath/source/domains/vm/atanh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_atanh:
+.. _onemath_vm_atanh:
 
 atanh
 =====
@@ -232,14 +232,14 @@ atanh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -265,14 +265,14 @@ atanh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -307,7 +307,7 @@ atanh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -315,6 +315,6 @@ atanh
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/atanpi.rst b/source/elements/oneMath/source/domains/vm/atanpi.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/atanpi.rst
rename to source/elements/oneMath/source/domains/vm/atanpi.rst
index d02ee7f198..f34976ce39 100644
--- a/source/elements/oneMKL/source/domains/vm/atanpi.rst
+++ b/source/elements/oneMath/source/domains/vm/atanpi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_atanpi:
+.. _onemath_vm_atanpi:
 
 atanpi
 ======
@@ -143,7 +143,7 @@ atanpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -169,7 +169,7 @@ atanpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -204,7 +204,7 @@ atanpi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -212,6 +212,6 @@ atanpi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/bibliography.rst b/source/elements/oneMath/source/domains/vm/bibliography.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/vm/bibliography.rst
rename to source/elements/oneMath/source/domains/vm/bibliography.rst
index a72a095e18..a6b8bc6414 100644
--- a/source/elements/oneMKL/source/domains/vm/bibliography.rst
+++ b/source/elements/oneMath/source/domains/vm/bibliography.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_bibliography:
+.. _onemath_vm_bibliography:
 
 Bibliography
 ============
diff --git a/source/elements/oneMKL/source/domains/vm/cbrt.rst b/source/elements/oneMath/source/domains/vm/cbrt.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/cbrt.rst
rename to source/elements/oneMath/source/domains/vm/cbrt.rst
index 7787b944f1..4654a503e5 100644
--- a/source/elements/oneMKL/source/domains/vm/cbrt.rst
+++ b/source/elements/oneMath/source/domains/vm/cbrt.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cbrt:
+.. _onemath_vm_cbrt:
 
 cbrt
 ====
@@ -141,7 +141,7 @@ cbrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -167,7 +167,7 @@ cbrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -202,7 +202,7 @@ cbrt
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -210,6 +210,6 @@ cbrt
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/cdfnorm.rst b/source/elements/oneMath/source/domains/vm/cdfnorm.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/cdfnorm.rst
rename to source/elements/oneMath/source/domains/vm/cdfnorm.rst
index dbb122284f..e7cedcf8ac 100644
--- a/source/elements/oneMKL/source/domains/vm/cdfnorm.rst
+++ b/source/elements/oneMath/source/domains/vm/cdfnorm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cdfnorm:
+.. _onemath_vm_cdfnorm:
 
 cdfnorm
 =======
@@ -177,14 +177,14 @@ cdfnorm
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -210,14 +210,14 @@ cdfnorm
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -252,7 +252,7 @@ cdfnorm
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -260,6 +260,6 @@ cdfnorm
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 .. |image0| image:: ../equations/error_functions_plot.jpg
diff --git a/source/elements/oneMKL/source/domains/vm/cdfnorminv.rst b/source/elements/oneMath/source/domains/vm/cdfnorminv.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/cdfnorminv.rst
rename to source/elements/oneMath/source/domains/vm/cdfnorminv.rst
index 00364c03a7..819329eee9 100644
--- a/source/elements/oneMKL/source/domains/vm/cdfnorminv.rst
+++ b/source/elements/oneMath/source/domains/vm/cdfnorminv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cdfnorminv:
+.. _onemath_vm_cdfnorminv:
 
 cdfnorminv
 ==========
@@ -197,14 +197,14 @@ cdfnorminv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -230,14 +230,14 @@ cdfnorminv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -272,7 +272,7 @@ cdfnorminv
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -280,7 +280,7 @@ cdfnorminv
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/ceil.rst b/source/elements/oneMath/source/domains/vm/ceil.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/ceil.rst
rename to source/elements/oneMath/source/domains/vm/ceil.rst
index 1484392823..26409c7d12 100644
--- a/source/elements/oneMKL/source/domains/vm/ceil.rst
+++ b/source/elements/oneMath/source/domains/vm/ceil.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_ceil:
+.. _onemath_vm_ceil:
 
 ceil
 ====
@@ -147,7 +147,7 @@ ceil
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -173,7 +173,7 @@ ceil
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -208,7 +208,7 @@ ceil
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -216,4 +216,4 @@ ceil
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/cis.rst b/source/elements/oneMath/source/domains/vm/cis.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/cis.rst
rename to source/elements/oneMath/source/domains/vm/cis.rst
index 8c417f36b8..3a96afe876 100644
--- a/source/elements/oneMKL/source/domains/vm/cis.rst
+++ b/source/elements/oneMath/source/domains/vm/cis.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cis:
+.. _onemath_vm_cis:
 
 cis
 ===
@@ -145,14 +145,14 @@ cis
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -178,14 +178,14 @@ cis
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -220,7 +220,7 @@ cis
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -228,6 +228,6 @@ cis
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/clear_status.rst b/source/elements/oneMath/source/domains/vm/clear_status.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/clear_status.rst
rename to source/elements/oneMath/source/domains/vm/clear_status.rst
index a99eb52089..871610fef9 100644
--- a/source/elements/oneMKL/source/domains/vm/clear_status.rst
+++ b/source/elements/oneMath/source/domains/vm/clear_status.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_clear_status:
+.. _onemath_vm_clear_status:
 
 clear_status
 ============
@@ -104,6 +104,6 @@ clear_status
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/conj.rst b/source/elements/oneMath/source/domains/vm/conj.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/conj.rst
rename to source/elements/oneMath/source/domains/vm/conj.rst
index 9f0d38438d..0f12b9d45b 100644
--- a/source/elements/oneMKL/source/domains/vm/conj.rst
+++ b/source/elements/oneMath/source/domains/vm/conj.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_conj:
+.. _onemath_vm_conj:
 
 conj
 ====
@@ -112,7 +112,7 @@ conj
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -138,7 +138,7 @@ conj
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -173,7 +173,7 @@ conj
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -181,6 +181,6 @@ conj
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/copysign.rst b/source/elements/oneMath/source/domains/vm/copysign.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/copysign.rst
rename to source/elements/oneMath/source/domains/vm/copysign.rst
index 43ea5184fc..48000455cf 100644
--- a/source/elements/oneMKL/source/domains/vm/copysign.rst
+++ b/source/elements/oneMath/source/domains/vm/copysign.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_copysign:
+.. _onemath_vm_copysign:
 
 copysign
 ========
@@ -141,7 +141,7 @@ copysign
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -171,7 +171,7 @@ copysign
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -206,7 +206,7 @@ copysign
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -214,6 +214,6 @@ copysign
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/cos.rst b/source/elements/oneMath/source/domains/vm/cos.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/cos.rst
rename to source/elements/oneMath/source/domains/vm/cos.rst
index a6d4930a56..60f89465e6 100644
--- a/source/elements/oneMKL/source/domains/vm/cos.rst
+++ b/source/elements/oneMath/source/domains/vm/cos.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cos:
+.. _onemath_vm_cos:
 
 cos
 ===
@@ -159,14 +159,14 @@ cos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -192,14 +192,14 @@ cos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -234,7 +234,7 @@ cos
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -242,6 +242,6 @@ cos
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/cosd.rst b/source/elements/oneMath/source/domains/vm/cosd.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/cosd.rst
rename to source/elements/oneMath/source/domains/vm/cosd.rst
index 4b234ce093..c48ba7c1d8 100644
--- a/source/elements/oneMKL/source/domains/vm/cosd.rst
+++ b/source/elements/oneMath/source/domains/vm/cosd.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cosd:
+.. _onemath_vm_cosd:
 
 cosd
 ====
@@ -154,14 +154,14 @@ cosd
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -187,14 +187,14 @@ cosd
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -229,7 +229,7 @@ cosd
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -237,6 +237,6 @@ cosd
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/cosh.rst b/source/elements/oneMath/source/domains/vm/cosh.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/cosh.rst
rename to source/elements/oneMath/source/domains/vm/cosh.rst
index 005e7e9b2a..36d5c86fac 100644
--- a/source/elements/oneMKL/source/domains/vm/cosh.rst
+++ b/source/elements/oneMath/source/domains/vm/cosh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cosh:
+.. _onemath_vm_cosh:
 
 cosh
 ====
@@ -254,14 +254,14 @@ cosh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -287,14 +287,14 @@ cosh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -329,7 +329,7 @@ cosh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -337,6 +337,6 @@ cosh
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/cospi.rst b/source/elements/oneMath/source/domains/vm/cospi.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/cospi.rst
rename to source/elements/oneMath/source/domains/vm/cospi.rst
index e095b4bafe..4896b17445 100644
--- a/source/elements/oneMKL/source/domains/vm/cospi.rst
+++ b/source/elements/oneMath/source/domains/vm/cospi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_cospi:
+.. _onemath_vm_cospi:
 
 cospi
 =====
@@ -156,14 +156,14 @@ cospi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -189,14 +189,14 @@ cospi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -231,7 +231,7 @@ cospi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -239,6 +239,6 @@ cospi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/create_error_handler.rst b/source/elements/oneMath/source/domains/vm/create_error_handler.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/vm/create_error_handler.rst
rename to source/elements/oneMath/source/domains/vm/create_error_handler.rst
index 3be49afc14..0780cb0349 100644
--- a/source/elements/oneMKL/source/domains/vm/create_error_handler.rst
+++ b/source/elements/oneMath/source/domains/vm/create_error_handler.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_create_error_handler:
+.. _onemath_vm_create_error_handler:
 
 create_error_handler
 ====================
@@ -215,4 +215,4 @@ create_error_handler
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/div.rst b/source/elements/oneMath/source/domains/vm/div.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/div.rst
rename to source/elements/oneMath/source/domains/vm/div.rst
index 137b75742e..d6bb1e5847 100644
--- a/source/elements/oneMKL/source/domains/vm/div.rst
+++ b/source/elements/oneMath/source/domains/vm/div.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_div:
+.. _onemath_vm_div:
 
 div
 ===
@@ -194,14 +194,14 @@ div
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -231,14 +231,14 @@ div
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -273,7 +273,7 @@ div
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -281,6 +281,6 @@ div
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/erf.rst b/source/elements/oneMath/source/domains/vm/erf.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/erf.rst
rename to source/elements/oneMath/source/domains/vm/erf.rst
index 6f039e430c..84d47515cf 100644
--- a/source/elements/oneMKL/source/domains/vm/erf.rst
+++ b/source/elements/oneMath/source/domains/vm/erf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_erf:
+.. _onemath_vm_erf:
 
 erf
 ===
@@ -206,7 +206,7 @@ erf
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -232,7 +232,7 @@ erf
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -267,7 +267,7 @@ erf
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -275,7 +275,7 @@ erf
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/erfc.rst b/source/elements/oneMath/source/domains/vm/erfc.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/erfc.rst
rename to source/elements/oneMath/source/domains/vm/erfc.rst
index 1cd4f55eaf..301c186736 100644
--- a/source/elements/oneMKL/source/domains/vm/erfc.rst
+++ b/source/elements/oneMath/source/domains/vm/erfc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_erfc:
+.. _onemath_vm_erfc:
 
 erfc
 ====
@@ -214,14 +214,14 @@ erfc
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -247,14 +247,14 @@ erfc
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -289,7 +289,7 @@ erfc
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -297,7 +297,7 @@ erfc
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/erfcinv.rst b/source/elements/oneMath/source/domains/vm/erfcinv.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/erfcinv.rst
rename to source/elements/oneMath/source/domains/vm/erfcinv.rst
index 0f238a5e7b..acf104d6c3 100644
--- a/source/elements/oneMKL/source/domains/vm/erfcinv.rst
+++ b/source/elements/oneMath/source/domains/vm/erfcinv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_erfcinv:
+.. _onemath_vm_erfcinv:
 
 erfcinv
 =======
@@ -199,14 +199,14 @@ erfcinv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -232,14 +232,14 @@ erfcinv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -274,7 +274,7 @@ erfcinv
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -282,7 +282,7 @@ erfcinv
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/erfinv.rst b/source/elements/oneMath/source/domains/vm/erfinv.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/erfinv.rst
rename to source/elements/oneMath/source/domains/vm/erfinv.rst
index 80051126df..96dc1794d2 100644
--- a/source/elements/oneMKL/source/domains/vm/erfinv.rst
+++ b/source/elements/oneMath/source/domains/vm/erfinv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_erfinv:
+.. _onemath_vm_erfinv:
 
 erfinv
 ======
@@ -214,14 +214,14 @@ erfinv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -247,14 +247,14 @@ erfinv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -289,7 +289,7 @@ erfinv
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -297,7 +297,7 @@ erfinv
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/exp.rst b/source/elements/oneMath/source/domains/vm/exp.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/exp.rst
rename to source/elements/oneMath/source/domains/vm/exp.rst
index 604bc987f2..dd2b49175c 100644
--- a/source/elements/oneMKL/source/domains/vm/exp.rst
+++ b/source/elements/oneMath/source/domains/vm/exp.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_exp:
+.. _onemath_vm_exp:
 
 exp
 ===
@@ -249,14 +249,14 @@ exp
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -282,14 +282,14 @@ exp
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -324,7 +324,7 @@ exp
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -332,6 +332,6 @@ exp
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/exp10.rst b/source/elements/oneMath/source/domains/vm/exp10.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/exp10.rst
rename to source/elements/oneMath/source/domains/vm/exp10.rst
index 059e76349c..22f5a530b7 100644
--- a/source/elements/oneMKL/source/domains/vm/exp10.rst
+++ b/source/elements/oneMath/source/domains/vm/exp10.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_exp10:
+.. _onemath_vm_exp10:
 
 exp10
 =====
@@ -163,14 +163,14 @@ exp10
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -196,14 +196,14 @@ exp10
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -238,7 +238,7 @@ exp10
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -246,6 +246,6 @@ exp10
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/exp2.rst b/source/elements/oneMath/source/domains/vm/exp2.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/exp2.rst
rename to source/elements/oneMath/source/domains/vm/exp2.rst
index 69ebce5401..7a07e04e1f 100644
--- a/source/elements/oneMKL/source/domains/vm/exp2.rst
+++ b/source/elements/oneMath/source/domains/vm/exp2.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_exp2:
+.. _onemath_vm_exp2:
 
 exp2
 ====
@@ -162,14 +162,14 @@ exp2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -195,14 +195,14 @@ exp2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -237,7 +237,7 @@ exp2
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -245,6 +245,6 @@ exp2
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/expint1.rst b/source/elements/oneMath/source/domains/vm/expint1.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/expint1.rst
rename to source/elements/oneMath/source/domains/vm/expint1.rst
index 67eb7a6f1a..c25ec22af2 100644
--- a/source/elements/oneMKL/source/domains/vm/expint1.rst
+++ b/source/elements/oneMath/source/domains/vm/expint1.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_expint1:
+.. _onemath_vm_expint1:
 
 expint1
 =======
@@ -156,14 +156,14 @@ expint1
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -189,14 +189,14 @@ expint1
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -231,7 +231,7 @@ expint1
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -239,4 +239,4 @@ expint1
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/expm1.rst b/source/elements/oneMath/source/domains/vm/expm1.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/expm1.rst
rename to source/elements/oneMath/source/domains/vm/expm1.rst
index 8ab133b6e5..cb9446dbef 100644
--- a/source/elements/oneMKL/source/domains/vm/expm1.rst
+++ b/source/elements/oneMath/source/domains/vm/expm1.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_expm1:
+.. _onemath_vm_expm1:
 
 expm1
 =====
@@ -161,14 +161,14 @@ expm1
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -194,14 +194,14 @@ expm1
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -236,7 +236,7 @@ expm1
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -244,5 +244,5 @@ expm1
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
diff --git a/source/elements/oneMKL/source/domains/vm/fdim.rst b/source/elements/oneMath/source/domains/vm/fdim.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/fdim.rst
rename to source/elements/oneMath/source/domains/vm/fdim.rst
index ad4fb2f6bd..a9312837a9 100644
--- a/source/elements/oneMKL/source/domains/vm/fdim.rst
+++ b/source/elements/oneMath/source/domains/vm/fdim.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_fdim:
+.. _onemath_vm_fdim:
 
 fdim
 ====
@@ -150,7 +150,7 @@ fdim
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -180,7 +180,7 @@ fdim
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -215,7 +215,7 @@ fdim
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -223,6 +223,6 @@ fdim
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/floor.rst b/source/elements/oneMath/source/domains/vm/floor.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/floor.rst
rename to source/elements/oneMath/source/domains/vm/floor.rst
index 438dd5e672..ee2ce85639 100644
--- a/source/elements/oneMKL/source/domains/vm/floor.rst
+++ b/source/elements/oneMath/source/domains/vm/floor.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_floor:
+.. _onemath_vm_floor:
 
 floor
 =====
@@ -147,7 +147,7 @@ floor
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -173,7 +173,7 @@ floor
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -208,7 +208,7 @@ floor
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -216,4 +216,4 @@ floor
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/fmax.rst b/source/elements/oneMath/source/domains/vm/fmax.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/fmax.rst
rename to source/elements/oneMath/source/domains/vm/fmax.rst
index ad27e7828e..2caa78b354 100644
--- a/source/elements/oneMKL/source/domains/vm/fmax.rst
+++ b/source/elements/oneMath/source/domains/vm/fmax.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_fmax:
+.. _onemath_vm_fmax:
 
 fmax
 ====
@@ -146,7 +146,7 @@ fmax
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -176,7 +176,7 @@ fmax
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -211,7 +211,7 @@ fmax
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -219,6 +219,6 @@ fmax
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/fmin.rst b/source/elements/oneMath/source/domains/vm/fmin.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/fmin.rst
rename to source/elements/oneMath/source/domains/vm/fmin.rst
index e31e197ca8..07c63d3f2b 100644
--- a/source/elements/oneMKL/source/domains/vm/fmin.rst
+++ b/source/elements/oneMath/source/domains/vm/fmin.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_fmin:
+.. _onemath_vm_fmin:
 
 fmin
 ====
@@ -146,7 +146,7 @@ fmin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -176,7 +176,7 @@ fmin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -211,7 +211,7 @@ fmin
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -219,6 +219,6 @@ fmin
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/fmod.rst b/source/elements/oneMath/source/domains/vm/fmod.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/fmod.rst
rename to source/elements/oneMath/source/domains/vm/fmod.rst
index 238f068ce3..3760e3fb14 100644
--- a/source/elements/oneMKL/source/domains/vm/fmod.rst
+++ b/source/elements/oneMath/source/domains/vm/fmod.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_fmod:
+.. _onemath_vm_fmod:
 
 fmod
 ====
@@ -165,14 +165,14 @@ fmod
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -202,14 +202,14 @@ fmod
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -244,7 +244,7 @@ fmod
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -252,6 +252,6 @@ fmod
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/frac.rst b/source/elements/oneMath/source/domains/vm/frac.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/frac.rst
rename to source/elements/oneMath/source/domains/vm/frac.rst
index 118a0b7d95..1956a797f1 100644
--- a/source/elements/oneMKL/source/domains/vm/frac.rst
+++ b/source/elements/oneMath/source/domains/vm/frac.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_frac:
+.. _onemath_vm_frac:
 
 frac
 ====
@@ -149,7 +149,7 @@ frac
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -175,7 +175,7 @@ frac
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -210,7 +210,7 @@ frac
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -218,4 +218,4 @@ frac
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/get_mode.rst b/source/elements/oneMath/source/domains/vm/get_mode.rst
similarity index 92%
rename from source/elements/oneMKL/source/domains/vm/get_mode.rst
rename to source/elements/oneMath/source/domains/vm/get_mode.rst
index 497e434410..9fa2bb5265 100644
--- a/source/elements/oneMKL/source/domains/vm/get_mode.rst
+++ b/source/elements/oneMath/source/domains/vm/get_mode.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_get_mode:
+.. _onemath_vm_get_mode:
 
 get_mode
 ========
@@ -56,7 +56,7 @@ get_mode
          * - ``oneapi::mkl::vm::mode::not_defined``
            - VM mode not defined. It means that no special provisions
              for accuracy have been made for this queue.
-             See :ref:`onemkl_vm_setmode` for details.
+             See :ref:`onemath_vm_setmode` for details.
 
 
 .. container:: section
@@ -86,4 +86,4 @@ get_mode
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/get_status.rst b/source/elements/oneMath/source/domains/vm/get_status.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/get_status.rst
rename to source/elements/oneMath/source/domains/vm/get_status.rst
index b95c928e33..9f074d5891 100644
--- a/source/elements/oneMKL/source/domains/vm/get_status.rst
+++ b/source/elements/oneMath/source/domains/vm/get_status.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_get_status:
+.. _onemath_vm_get_status:
 
 get_status
 ==========
@@ -102,6 +102,6 @@ get_status
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/hypot.rst b/source/elements/oneMath/source/domains/vm/hypot.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/hypot.rst
rename to source/elements/oneMath/source/domains/vm/hypot.rst
index 6b204b006f..577e1557dc 100644
--- a/source/elements/oneMKL/source/domains/vm/hypot.rst
+++ b/source/elements/oneMath/source/domains/vm/hypot.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_hypot:
+.. _onemath_vm_hypot:
 
 hypot
 =====
@@ -179,7 +179,7 @@ hypot
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -209,7 +209,7 @@ hypot
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -244,7 +244,7 @@ hypot
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -252,6 +252,6 @@ hypot
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/inv.rst b/source/elements/oneMath/source/domains/vm/inv.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/inv.rst
rename to source/elements/oneMath/source/domains/vm/inv.rst
index 26f98c9ad6..f57b086d0f 100644
--- a/source/elements/oneMKL/source/domains/vm/inv.rst
+++ b/source/elements/oneMath/source/domains/vm/inv.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_inv:
+.. _onemath_vm_inv:
 
 inv
 ===
@@ -141,14 +141,14 @@ inv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -174,14 +174,14 @@ inv
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -216,7 +216,7 @@ inv
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -224,6 +224,6 @@ inv
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/invcbrt.rst b/source/elements/oneMath/source/domains/vm/invcbrt.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/invcbrt.rst
rename to source/elements/oneMath/source/domains/vm/invcbrt.rst
index c3e90b4a2e..9cdaa87bb3 100644
--- a/source/elements/oneMKL/source/domains/vm/invcbrt.rst
+++ b/source/elements/oneMath/source/domains/vm/invcbrt.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_invcbrt:
+.. _onemath_vm_invcbrt:
 
 invcbrt
 =======
@@ -141,14 +141,14 @@ invcbrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -174,14 +174,14 @@ invcbrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -216,7 +216,7 @@ invcbrt
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -224,6 +224,6 @@ invcbrt
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/invsqrt.rst b/source/elements/oneMath/source/domains/vm/invsqrt.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/invsqrt.rst
rename to source/elements/oneMath/source/domains/vm/invsqrt.rst
index 8a98352007..d63fcfedfb 100644
--- a/source/elements/oneMKL/source/domains/vm/invsqrt.rst
+++ b/source/elements/oneMath/source/domains/vm/invsqrt.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_invsqrt:
+.. _onemath_vm_invsqrt:
 
 invsqrt
 =======
@@ -144,14 +144,14 @@ invsqrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -177,14 +177,14 @@ invsqrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -219,7 +219,7 @@ invsqrt
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -227,6 +227,6 @@ invsqrt
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/lgamma.rst b/source/elements/oneMath/source/domains/vm/lgamma.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/lgamma.rst
rename to source/elements/oneMath/source/domains/vm/lgamma.rst
index 6bbaae482c..e94ddc032f 100644
--- a/source/elements/oneMKL/source/domains/vm/lgamma.rst
+++ b/source/elements/oneMath/source/domains/vm/lgamma.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_lgamma:
+.. _onemath_vm_lgamma:
 
 lgamma
 ======
@@ -158,14 +158,14 @@ lgamma
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -191,14 +191,14 @@ lgamma
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -233,7 +233,7 @@ lgamma
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -241,6 +241,6 @@ lgamma
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/linearfrac.rst b/source/elements/oneMath/source/domains/vm/linearfrac.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/linearfrac.rst
rename to source/elements/oneMath/source/domains/vm/linearfrac.rst
index cc2f32aa5e..f9a0f11ddd 100644
--- a/source/elements/oneMKL/source/domains/vm/linearfrac.rst
+++ b/source/elements/oneMath/source/domains/vm/linearfrac.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_linearfrac:
+.. _onemath_vm_linearfrac:
 
 linearfrac
 ==========
@@ -136,7 +136,7 @@ linearfrac
    ``EMIN``\ and ``EMAX`` are the minimum and maximum exponents and
    ``p`` is the number of significant bits (precision) for the
    corresponding data type according to the ANSI/IEEE Standard 754-2008
-   ([:ref:`onemkl_vm_bibliography`]):
+   ([:ref:`onemath_vm_bibliography`]):
 
 
    - for single precision\ ``EMIN`` = -126, ``EMAX`` = 127, ``p`` = 24
@@ -202,14 +202,14 @@ linearfrac
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -255,14 +255,14 @@ linearfrac
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -297,7 +297,7 @@ linearfrac
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -305,6 +305,6 @@ linearfrac
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/ln.rst b/source/elements/oneMath/source/domains/vm/ln.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/ln.rst
rename to source/elements/oneMath/source/domains/vm/ln.rst
index f8ebb88153..7150fe6225 100644
--- a/source/elements/oneMKL/source/domains/vm/ln.rst
+++ b/source/elements/oneMath/source/domains/vm/ln.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_ln:
+.. _onemath_vm_ln:
 
 ln
 ==
@@ -222,14 +222,14 @@ ln
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -255,14 +255,14 @@ ln
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -297,7 +297,7 @@ ln
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -305,4 +305,4 @@ ln
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/log10.rst b/source/elements/oneMath/source/domains/vm/log10.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/log10.rst
rename to source/elements/oneMath/source/domains/vm/log10.rst
index 79e8588c72..d8542cbccc 100644
--- a/source/elements/oneMKL/source/domains/vm/log10.rst
+++ b/source/elements/oneMath/source/domains/vm/log10.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_log10:
+.. _onemath_vm_log10:
 
 log10
 =====
@@ -223,14 +223,14 @@ log10
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -256,14 +256,14 @@ log10
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -298,7 +298,7 @@ log10
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -306,7 +306,7 @@ log10
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/log1p.rst b/source/elements/oneMath/source/domains/vm/log1p.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/log1p.rst
rename to source/elements/oneMath/source/domains/vm/log1p.rst
index 67c9208ab2..970ec0cf39 100644
--- a/source/elements/oneMKL/source/domains/vm/log1p.rst
+++ b/source/elements/oneMath/source/domains/vm/log1p.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_log1p:
+.. _onemath_vm_log1p:
 
 log1p
 =====
@@ -148,14 +148,14 @@ log1p
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -181,14 +181,14 @@ log1p
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -223,7 +223,7 @@ log1p
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -231,6 +231,6 @@ log1p
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/log2.rst b/source/elements/oneMath/source/domains/vm/log2.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/log2.rst
rename to source/elements/oneMath/source/domains/vm/log2.rst
index 21d365675c..6377de9fc3 100644
--- a/source/elements/oneMKL/source/domains/vm/log2.rst
+++ b/source/elements/oneMath/source/domains/vm/log2.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_log2:
+.. _onemath_vm_log2:
 
 log2
 ====
@@ -147,14 +147,14 @@ log2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -180,14 +180,14 @@ log2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -222,7 +222,7 @@ log2
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -230,6 +230,6 @@ log2
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/logb.rst b/source/elements/oneMath/source/domains/vm/logb.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/logb.rst
rename to source/elements/oneMath/source/domains/vm/logb.rst
index be2c6e7171..6c5f9a0c68 100644
--- a/source/elements/oneMKL/source/domains/vm/logb.rst
+++ b/source/elements/oneMath/source/domains/vm/logb.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_logb:
+.. _onemath_vm_logb:
 
 logb
 ====
@@ -144,14 +144,14 @@ logb
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -177,14 +177,14 @@ logb
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -219,7 +219,7 @@ logb
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -227,6 +227,6 @@ logb
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/maxmag.rst b/source/elements/oneMath/source/domains/vm/maxmag.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/maxmag.rst
rename to source/elements/oneMath/source/domains/vm/maxmag.rst
index 71ff771b67..9e34f449a9 100644
--- a/source/elements/oneMKL/source/domains/vm/maxmag.rst
+++ b/source/elements/oneMath/source/domains/vm/maxmag.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_maxmag:
+.. _onemath_vm_maxmag:
 
 maxmag
 ======
@@ -156,7 +156,7 @@ maxmag
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -186,7 +186,7 @@ maxmag
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -221,7 +221,7 @@ maxmag
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -229,6 +229,6 @@ maxmag
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/minmag.rst b/source/elements/oneMath/source/domains/vm/minmag.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/minmag.rst
rename to source/elements/oneMath/source/domains/vm/minmag.rst
index 9e7325bbd6..2bd33c2a3a 100644
--- a/source/elements/oneMKL/source/domains/vm/minmag.rst
+++ b/source/elements/oneMath/source/domains/vm/minmag.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_minmag:
+.. _onemath_vm_minmag:
 
 minmag
 ======
@@ -156,7 +156,7 @@ minmag
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -186,7 +186,7 @@ minmag
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -221,7 +221,7 @@ minmag
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -229,6 +229,6 @@ minmag
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/modf.rst b/source/elements/oneMath/source/domains/vm/modf.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/modf.rst
rename to source/elements/oneMath/source/domains/vm/modf.rst
index 6990acb559..fb755f276f 100644
--- a/source/elements/oneMKL/source/domains/vm/modf.rst
+++ b/source/elements/oneMath/source/domains/vm/modf.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_modf:
+.. _onemath_vm_modf:
 
 modf
 ====
@@ -166,7 +166,7 @@ modf
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -192,7 +192,7 @@ modf
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -239,7 +239,7 @@ modf
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -247,4 +247,4 @@ modf
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/mul.rst b/source/elements/oneMath/source/domains/vm/mul.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/mul.rst
rename to source/elements/oneMath/source/domains/vm/mul.rst
index 40e8859900..d1fdfa22ac 100644
--- a/source/elements/oneMKL/source/domains/vm/mul.rst
+++ b/source/elements/oneMath/source/domains/vm/mul.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_mul:
+.. _onemath_vm_mul:
 
 mul
 ===
@@ -229,14 +229,14 @@ mul
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -266,14 +266,14 @@ mul
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -308,7 +308,7 @@ mul
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -316,6 +316,6 @@ mul
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/mulbyconj.rst b/source/elements/oneMath/source/domains/vm/mulbyconj.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/vm/mulbyconj.rst
rename to source/elements/oneMath/source/domains/vm/mulbyconj.rst
index 3cc0609a8d..58fd1761f0 100644
--- a/source/elements/oneMKL/source/domains/vm/mulbyconj.rst
+++ b/source/elements/oneMath/source/domains/vm/mulbyconj.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_mulbyconj:
+.. _onemath_vm_mulbyconj:
 
 mulbyconj
 =========
@@ -106,14 +106,14 @@ mulbyconj
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -143,14 +143,14 @@ mulbyconj
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -185,7 +185,7 @@ mulbyconj
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -193,6 +193,6 @@ mulbyconj
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/nearbyint.rst b/source/elements/oneMath/source/domains/vm/nearbyint.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/nearbyint.rst
rename to source/elements/oneMath/source/domains/vm/nearbyint.rst
index 08b6e63b8c..fb7314c097 100644
--- a/source/elements/oneMKL/source/domains/vm/nearbyint.rst
+++ b/source/elements/oneMath/source/domains/vm/nearbyint.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_nearbyint:
+.. _onemath_vm_nearbyint:
 
 nearbyint
 =========
@@ -143,7 +143,7 @@ nearbyint
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -169,7 +169,7 @@ nearbyint
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -204,7 +204,7 @@ nearbyint
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -212,6 +212,6 @@ nearbyint
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/nextafter.rst b/source/elements/oneMath/source/domains/vm/nextafter.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/nextafter.rst
rename to source/elements/oneMath/source/domains/vm/nextafter.rst
index 4c666ed6dd..c9d3d969d8 100644
--- a/source/elements/oneMKL/source/domains/vm/nextafter.rst
+++ b/source/elements/oneMath/source/domains/vm/nextafter.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_nextafter:
+.. _onemath_vm_nextafter:
 
 nextafter
 =========
@@ -141,14 +141,14 @@ nextafter
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -178,14 +178,14 @@ nextafter
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -220,7 +220,7 @@ nextafter
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -229,6 +229,6 @@ nextafter
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/pow.rst b/source/elements/oneMath/source/domains/vm/pow.rst
similarity index 97%
rename from source/elements/oneMKL/source/domains/vm/pow.rst
rename to source/elements/oneMath/source/domains/vm/pow.rst
index bfede9029c..e555350c48 100644
--- a/source/elements/oneMKL/source/domains/vm/pow.rst
+++ b/source/elements/oneMath/source/domains/vm/pow.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_pow:
+.. _onemath_vm_pow:
 
 pow
 ===
@@ -400,14 +400,14 @@ pow
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -437,14 +437,14 @@ pow
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -479,7 +479,7 @@ pow
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -487,6 +487,6 @@ pow
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/pow2o3.rst b/source/elements/oneMath/source/domains/vm/pow2o3.rst
similarity index 93%
rename from source/elements/oneMKL/source/domains/vm/pow2o3.rst
rename to source/elements/oneMath/source/domains/vm/pow2o3.rst
index 363f752448..206395362a 100644
--- a/source/elements/oneMKL/source/domains/vm/pow2o3.rst
+++ b/source/elements/oneMath/source/domains/vm/pow2o3.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_pow2o3:
+.. _onemath_vm_pow2o3:
 
 pow2o3
 ======
@@ -139,14 +139,14 @@ pow2o3
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -172,14 +172,14 @@ pow2o3
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -214,7 +214,7 @@ pow2o3
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -222,6 +222,6 @@ pow2o3
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/pow3o2.rst b/source/elements/oneMath/source/domains/vm/pow3o2.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/pow3o2.rst
rename to source/elements/oneMath/source/domains/vm/pow3o2.rst
index 51f2413334..816eed4950 100644
--- a/source/elements/oneMKL/source/domains/vm/pow3o2.rst
+++ b/source/elements/oneMath/source/domains/vm/pow3o2.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_pow3o2:
+.. _onemath_vm_pow3o2:
 
 pow3o2
 ======
@@ -160,14 +160,14 @@ pow3o2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -193,14 +193,14 @@ pow3o2
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -235,7 +235,7 @@ pow3o2
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -243,6 +243,6 @@ pow3o2
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/powr.rst b/source/elements/oneMath/source/domains/vm/powr.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/powr.rst
rename to source/elements/oneMath/source/domains/vm/powr.rst
index 0f483c1d1e..a186747d63 100644
--- a/source/elements/oneMKL/source/domains/vm/powr.rst
+++ b/source/elements/oneMath/source/domains/vm/powr.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_powr:
+.. _onemath_vm_powr:
 
 powr
 ====
@@ -236,14 +236,14 @@ powr
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -273,14 +273,14 @@ powr
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -315,7 +315,7 @@ powr
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -324,6 +324,6 @@ powr
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/powx.rst b/source/elements/oneMath/source/domains/vm/powx.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/powx.rst
rename to source/elements/oneMath/source/domains/vm/powx.rst
index c10486e15d..8b39fdd50b 100644
--- a/source/elements/oneMKL/source/domains/vm/powx.rst
+++ b/source/elements/oneMath/source/domains/vm/powx.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_powx:
+.. _onemath_vm_powx:
 
 powx
 ====
@@ -131,14 +131,14 @@ powx
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -168,14 +168,14 @@ powx
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -210,7 +210,7 @@ powx
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -219,4 +219,4 @@ powx
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/remainder.rst b/source/elements/oneMath/source/domains/vm/remainder.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/remainder.rst
rename to source/elements/oneMath/source/domains/vm/remainder.rst
index cc0d459cbb..33a9353ce7 100644
--- a/source/elements/oneMKL/source/domains/vm/remainder.rst
+++ b/source/elements/oneMath/source/domains/vm/remainder.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_remainder:
+.. _onemath_vm_remainder:
 
 remainder
 =========
@@ -166,14 +166,14 @@ remainder
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -203,14 +203,14 @@ remainder
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -245,7 +245,7 @@ remainder
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -253,6 +253,6 @@ remainder
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/rint.rst b/source/elements/oneMath/source/domains/vm/rint.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/rint.rst
rename to source/elements/oneMath/source/domains/vm/rint.rst
index e9718dd5f6..d53e00eed6 100644
--- a/source/elements/oneMKL/source/domains/vm/rint.rst
+++ b/source/elements/oneMath/source/domains/vm/rint.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_rint:
+.. _onemath_vm_rint:
 
 rint
 ====
@@ -161,7 +161,7 @@ rint
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -187,7 +187,7 @@ rint
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -222,7 +222,7 @@ rint
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -230,6 +230,6 @@ rint
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/round.rst b/source/elements/oneMath/source/domains/vm/round.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/round.rst
rename to source/elements/oneMath/source/domains/vm/round.rst
index 38df3fda39..c985680ab4 100644
--- a/source/elements/oneMKL/source/domains/vm/round.rst
+++ b/source/elements/oneMath/source/domains/vm/round.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_round:
+.. _onemath_vm_round:
 
 round
 =====
@@ -145,7 +145,7 @@ round
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -171,7 +171,7 @@ round
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -206,7 +206,7 @@ round
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -214,6 +214,6 @@ round
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/set_status.rst b/source/elements/oneMath/source/domains/vm/set_status.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/set_status.rst
rename to source/elements/oneMath/source/domains/vm/set_status.rst
index 98061201a5..d6ec5295c1 100644
--- a/source/elements/oneMKL/source/domains/vm/set_status.rst
+++ b/source/elements/oneMath/source/domains/vm/set_status.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_set_status:
+.. _onemath_vm_set_status:
 
 set_status
 ==========
@@ -107,6 +107,6 @@ set_status
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/setmode.rst b/source/elements/oneMath/source/domains/vm/setmode.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/setmode.rst
rename to source/elements/oneMath/source/domains/vm/setmode.rst
index 1f768db86f..6f562fd5d3 100644
--- a/source/elements/oneMKL/source/domains/vm/setmode.rst
+++ b/source/elements/oneMath/source/domains/vm/setmode.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_setmode:
+.. _onemath_vm_setmode:
 
 set_mode
 ========
@@ -96,6 +96,6 @@ set_mode
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_service_functions`
+      **Parent topic:** :ref:`onemath_vm_service_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sin.rst b/source/elements/oneMath/source/domains/vm/sin.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/sin.rst
rename to source/elements/oneMath/source/domains/vm/sin.rst
index b9c5ed213c..9ed7f10b41 100644
--- a/source/elements/oneMKL/source/domains/vm/sin.rst
+++ b/source/elements/oneMath/source/domains/vm/sin.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sin:
+.. _onemath_vm_sin:
 
 sin
 ===
@@ -159,14 +159,14 @@ sin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -192,14 +192,14 @@ sin
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -234,7 +234,7 @@ sin
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -242,6 +242,6 @@ sin
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sincos.rst b/source/elements/oneMath/source/domains/vm/sincos.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/sincos.rst
rename to source/elements/oneMath/source/domains/vm/sincos.rst
index a679c6008f..89e0b15ef4 100644
--- a/source/elements/oneMKL/source/domains/vm/sincos.rst
+++ b/source/elements/oneMath/source/domains/vm/sincos.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sincos:
+.. _onemath_vm_sincos:
 
 sincos
 ======
@@ -159,14 +159,14 @@ sincos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -192,14 +192,14 @@ sincos
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -244,7 +244,7 @@ sincos
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -252,6 +252,6 @@ sincos
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sind.rst b/source/elements/oneMath/source/domains/vm/sind.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/sind.rst
rename to source/elements/oneMath/source/domains/vm/sind.rst
index 6490dff8ab..d3efedc139 100644
--- a/source/elements/oneMKL/source/domains/vm/sind.rst
+++ b/source/elements/oneMath/source/domains/vm/sind.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sind:
+.. _onemath_vm_sind:
 
 sind
 ====
@@ -154,14 +154,14 @@ sind
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -187,14 +187,14 @@ sind
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -229,7 +229,7 @@ sind
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -238,6 +238,6 @@ sind
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sinh.rst b/source/elements/oneMath/source/domains/vm/sinh.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/sinh.rst
rename to source/elements/oneMath/source/domains/vm/sinh.rst
index 59c4385144..1a614e1c0d 100644
--- a/source/elements/oneMKL/source/domains/vm/sinh.rst
+++ b/source/elements/oneMath/source/domains/vm/sinh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sinh:
+.. _onemath_vm_sinh:
 
 sinh
 ====
@@ -254,14 +254,14 @@ sinh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -287,14 +287,14 @@ sinh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -329,7 +329,7 @@ sinh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -337,6 +337,6 @@ sinh
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sinpi.rst b/source/elements/oneMath/source/domains/vm/sinpi.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/sinpi.rst
rename to source/elements/oneMath/source/domains/vm/sinpi.rst
index e7512b3c65..d320bd646d 100644
--- a/source/elements/oneMKL/source/domains/vm/sinpi.rst
+++ b/source/elements/oneMath/source/domains/vm/sinpi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sinpi:
+.. _onemath_vm_sinpi:
 
 sinpi
 =====
@@ -159,14 +159,14 @@ sinpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -192,14 +192,14 @@ sinpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -234,7 +234,7 @@ sinpi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -243,6 +243,6 @@ sinpi
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/special-value-notations.rst b/source/elements/oneMath/source/domains/vm/special-value-notations.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/special-value-notations.rst
rename to source/elements/oneMath/source/domains/vm/special-value-notations.rst
index 29154cea66..fcd196c74b 100644
--- a/source/elements/oneMKL/source/domains/vm/special-value-notations.rst
+++ b/source/elements/oneMath/source/domains/vm/special-value-notations.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_special_value_notations:
+.. _onemath_vm_special_value_notations:
 
 Special Value Notations
 =======================
@@ -60,5 +60,5 @@ Special Value Notations
    well-defined computationally.
 
 
-**Parent topic:** :ref:`onemkl_vm`
+**Parent topic:** :ref:`onemath_vm`
 
diff --git a/source/elements/oneMKL/source/domains/vm/sqr.rst b/source/elements/oneMath/source/domains/vm/sqr.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/sqr.rst
rename to source/elements/oneMath/source/domains/vm/sqr.rst
index 7b25164db3..d7f83ce684 100644
--- a/source/elements/oneMKL/source/domains/vm/sqr.rst
+++ b/source/elements/oneMath/source/domains/vm/sqr.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sqr:
+.. _onemath_vm_sqr:
 
 sqr
 ===
@@ -141,7 +141,7 @@ sqr
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -167,7 +167,7 @@ sqr
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -202,7 +202,7 @@ sqr
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -210,6 +210,6 @@ sqr
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sqrt.rst b/source/elements/oneMath/source/domains/vm/sqrt.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/sqrt.rst
rename to source/elements/oneMath/source/domains/vm/sqrt.rst
index 96e3f48b8d..4afdeab26e 100644
--- a/source/elements/oneMKL/source/domains/vm/sqrt.rst
+++ b/source/elements/oneMath/source/domains/vm/sqrt.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sqrt:
+.. _onemath_vm_sqrt:
 
 sqrt
 ====
@@ -225,14 +225,14 @@ sqrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -258,14 +258,14 @@ sqrt
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -300,7 +300,7 @@ sqrt
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -308,6 +308,6 @@ sqrt
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/sub.rst b/source/elements/oneMath/source/domains/vm/sub.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/sub.rst
rename to source/elements/oneMath/source/domains/vm/sub.rst
index 7365699e36..5beac15d74 100644
--- a/source/elements/oneMKL/source/domains/vm/sub.rst
+++ b/source/elements/oneMath/source/domains/vm/sub.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_sub:
+.. _onemath_vm_sub:
 
 sub
 ===
@@ -191,14 +191,14 @@ sub
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -228,14 +228,14 @@ sub
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -270,7 +270,7 @@ sub
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -279,6 +279,6 @@ sub
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/tan.rst b/source/elements/oneMath/source/domains/vm/tan.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/tan.rst
rename to source/elements/oneMath/source/domains/vm/tan.rst
index 40c53e71fb..d02056b140 100644
--- a/source/elements/oneMKL/source/domains/vm/tan.rst
+++ b/source/elements/oneMath/source/domains/vm/tan.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_tan:
+.. _onemath_vm_tan:
 
 tan
 ===
@@ -159,14 +159,14 @@ tan
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -192,14 +192,14 @@ tan
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -234,7 +234,7 @@ tan
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -243,6 +243,6 @@ tan
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/tand.rst b/source/elements/oneMath/source/domains/vm/tand.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/tand.rst
rename to source/elements/oneMath/source/domains/vm/tand.rst
index c827653ef2..e80875387a 100644
--- a/source/elements/oneMKL/source/domains/vm/tand.rst
+++ b/source/elements/oneMath/source/domains/vm/tand.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_tand:
+.. _onemath_vm_tand:
 
 tand
 ====
@@ -154,14 +154,14 @@ tand
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -187,14 +187,14 @@ tand
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -229,7 +229,7 @@ tand
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -237,6 +237,6 @@ tand
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/tanh.rst b/source/elements/oneMath/source/domains/vm/tanh.rst
similarity index 96%
rename from source/elements/oneMKL/source/domains/vm/tanh.rst
rename to source/elements/oneMath/source/domains/vm/tanh.rst
index 8a6522e5b9..b0488d850b 100644
--- a/source/elements/oneMKL/source/domains/vm/tanh.rst
+++ b/source/elements/oneMath/source/domains/vm/tanh.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_tanh:
+.. _onemath_vm_tanh:
 
 tanh
 ====
@@ -226,7 +226,7 @@ tanh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -252,7 +252,7 @@ tanh
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -287,7 +287,7 @@ tanh
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -296,6 +296,6 @@ tanh
    .. container:: parentlink
 
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/tanpi.rst b/source/elements/oneMath/source/domains/vm/tanpi.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/tanpi.rst
rename to source/elements/oneMath/source/domains/vm/tanpi.rst
index cc18eb51db..7fee6c4062 100644
--- a/source/elements/oneMKL/source/domains/vm/tanpi.rst
+++ b/source/elements/oneMath/source/domains/vm/tanpi.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_tanpi:
+.. _onemath_vm_tanpi:
 
 tanpi
 =====
@@ -170,14 +170,14 @@ tanpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -203,14 +203,14 @@ tanpi
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -245,7 +245,7 @@ tanpi
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -253,6 +253,6 @@ tanpi
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/tgamma.rst b/source/elements/oneMath/source/domains/vm/tgamma.rst
similarity index 94%
rename from source/elements/oneMKL/source/domains/vm/tgamma.rst
rename to source/elements/oneMath/source/domains/vm/tgamma.rst
index cabec01cf7..b4b894df72 100644
--- a/source/elements/oneMKL/source/domains/vm/tgamma.rst
+++ b/source/elements/oneMath/source/domains/vm/tgamma.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_tgamma:
+.. _onemath_vm_tgamma:
 
 tgamma
 ======
@@ -151,14 +151,14 @@ tgamma
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -184,14 +184,14 @@ tgamma
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
 
    errhandler
       Sets local error handling mode for this function call. See the
-      :ref:`onemkl_vm_create_error_handler`
+      :ref:`onemath_vm_create_error_handler`
       function for arguments and their descriptions. This is an optional
       parameter. The local error handler is disabled by default.
 
@@ -226,7 +226,7 @@ tgamma
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -234,6 +234,6 @@ tgamma
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
 
 
diff --git a/source/elements/oneMKL/source/domains/vm/trunc.rst b/source/elements/oneMath/source/domains/vm/trunc.rst
similarity index 95%
rename from source/elements/oneMKL/source/domains/vm/trunc.rst
rename to source/elements/oneMath/source/domains/vm/trunc.rst
index ee18568bc8..936ce0cfc2 100644
--- a/source/elements/oneMKL/source/domains/vm/trunc.rst
+++ b/source/elements/oneMath/source/domains/vm/trunc.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_trunc:
+.. _onemath_vm_trunc:
 
 trunc
 =====
@@ -150,7 +150,7 @@ trunc
 
    mode
       Overrides the global VM mode setting for this function call. See
-      :ref:`onemkl_vm_setmode`
+      :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -176,7 +176,7 @@ trunc
 
    mode
       Overrides the global VM mode setting for this function call. See
-      the :ref:`onemkl_vm_setmode`
+      the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
       optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
 
@@ -211,7 +211,7 @@ trunc
     .. rubric:: Exceptions
         :class: sectiontitle
 
-    For list of generated exceptions please refer to  :ref:`onemkl_vm_exceptions`
+    For list of generated exceptions please refer to  :ref:`onemath_vm_exceptions`
 
 
 .. container:: familylinks
@@ -219,4 +219,4 @@ trunc
 
    .. container:: parentlink
 
-      **Parent topic:** :ref:`onemkl_vm_mathematical_functions`
+      **Parent topic:** :ref:`onemath_vm_mathematical_functions`
diff --git a/source/elements/oneMKL/source/domains/vm/vm-exceptions.rst b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
similarity index 98%
rename from source/elements/oneMKL/source/domains/vm/vm-exceptions.rst
rename to source/elements/oneMath/source/domains/vm/vm-exceptions.rst
index 1e1e8300d9..b6009a7d4a 100644
--- a/source/elements/oneMKL/source/domains/vm/vm-exceptions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_exceptions:
+.. _onemath_vm_exceptions:
 
 Exceptions
 ==========
diff --git a/source/elements/oneMKL/source/domains/vm/vm-mathematical-functions.rst b/source/elements/oneMath/source/domains/vm/vm-mathematical-functions.rst
similarity index 76%
rename from source/elements/oneMKL/source/domains/vm/vm-mathematical-functions.rst
rename to source/elements/oneMath/source/domains/vm/vm-mathematical-functions.rst
index 466af75e4d..cbdfebfdab 100644
--- a/source/elements/oneMKL/source/domains/vm/vm-mathematical-functions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-mathematical-functions.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_mathematical_functions:
+.. _onemath_vm_mathematical_functions:
 
 VM Mathematical Functions
 =========================
@@ -48,29 +48,29 @@ VM Mathematical Functions
 
          * - Arithmetic Routines
            - Description
-         * - :ref:`onemkl_vm_add`
+         * - :ref:`onemath_vm_add`
            - Adds vector elements
-         * - :ref:`onemkl_vm_sub`
+         * - :ref:`onemath_vm_sub`
            - Subtracts vector elements
-         * - :ref:`onemkl_vm_sqr`
+         * - :ref:`onemath_vm_sqr`
            - Squares vector elements
-         * - :ref:`onemkl_vm_mul`
+         * - :ref:`onemath_vm_mul`
            - Multiplies vector elements
-         * - :ref:`onemkl_vm_mulbyconj`
+         * - :ref:`onemath_vm_mulbyconj`
            - Multiplies elements of one vector by conjugated elements of the
              second vector
-         * - :ref:`onemkl_vm_conj`
+         * - :ref:`onemath_vm_conj`
            - Conjugates vector elements
-         * - :ref:`onemkl_vm_abs`
+         * - :ref:`onemath_vm_abs`
            - Computes the absolute value of vector elements
-         * - :ref:`onemkl_vm_arg`
+         * - :ref:`onemath_vm_arg`
            - Computes the argument of vector elements
-         * - :ref:`onemkl_vm_linearfrac`
+         * - :ref:`onemath_vm_linearfrac`
            - Performs linear fraction transformation of vectors
-         * - :ref:`onemkl_vm_fmod`
+         * - :ref:`onemath_vm_fmod`
            - Performs element by element computation of the modulus function of
              vector ``a`` with respect to vector ``b``
-         * - :ref:`onemkl_vm_remainder`
+         * - :ref:`onemath_vm_remainder`
            - Performs element by element computation of the remainder function
              on the elements of vector ``a`` and the corresponding elements of
              vector ``b``
@@ -83,30 +83,30 @@ VM Mathematical Functions
 
          * - Power and Root Routines
            - Description
-         * - :ref:`onemkl_vm_inv`
+         * - :ref:`onemath_vm_inv`
            - Inverts vector elements
-         * - :ref:`onemkl_vm_div`
+         * - :ref:`onemath_vm_div`
            - Divides elements of one vector by elements of the second vector
-         * - :ref:`onemkl_vm_sqrt`
+         * - :ref:`onemath_vm_sqrt`
            - Computes the square root of vector elements
-         * - :ref:`onemkl_vm_invsqrt`
+         * - :ref:`onemath_vm_invsqrt`
            - Computes the inverse square root of vector elements
-         * - :ref:`onemkl_vm_cbrt`
+         * - :ref:`onemath_vm_cbrt`
            - Computes the cube root of vector elements
-         * - :ref:`onemkl_vm_invcbrt`
+         * - :ref:`onemath_vm_invcbrt`
            - Computes the inverse cube root of vector elements
-         * - :ref:`onemkl_vm_pow2o3`
+         * - :ref:`onemath_vm_pow2o3`
            - Computes the cube root of the square of each vector element
-         * - :ref:`onemkl_vm_pow3o2`
+         * - :ref:`onemath_vm_pow3o2`
            - Computes the square root of the cube of each vector element
-         * - :ref:`onemkl_vm_pow`
+         * - :ref:`onemath_vm_pow`
            - Raises each vector element to the specified power
-         * - :ref:`onemkl_vm_powx`
+         * - :ref:`onemath_vm_powx`
            - Raises each vector element to the constant power
-         * - :ref:`onemkl_vm_powr`
+         * - :ref:`onemath_vm_powr`
            - Computes ``a`` to the power ``b`` for elements of two vectors,
              where the elements of vector argument ``a`` are all non-negative
-         * - :ref:`onemkl_vm_hypot`
+         * - :ref:`onemath_vm_hypot`
            - Computes the square root of sum of squares
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -117,25 +117,25 @@ VM Mathematical Functions
 
          * - Exponential and Logarithmic Routines
            - Description
-         * - :ref:`onemkl_vm_exp`
+         * - :ref:`onemath_vm_exp`
            - Computes the base ``e`` exponential of vector elements
-         * - :ref:`onemkl_vm_exp2`
+         * - :ref:`onemath_vm_exp2`
            - Computes the base 2 exponential of vector elements
-         * - :ref:`onemkl_vm_exp10`
+         * - :ref:`onemath_vm_exp10`
            - Computes the base 10 exponential of vector elements
-         * - :ref:`onemkl_vm_expm1`
+         * - :ref:`onemath_vm_expm1`
            - Computes the base ``e`` exponential of vector elements decreased
              by 1
-         * - :ref:`onemkl_vm_ln`
+         * - :ref:`onemath_vm_ln`
            - Computes the natural logarithm of vector elements
-         * - :ref:`onemkl_vm_log2`
+         * - :ref:`onemath_vm_log2`
            - Computes the base 2 logarithm of vector elements
-         * - :ref:`onemkl_vm_log10`
+         * - :ref:`onemath_vm_log10`
            - Computes the base 10 logarithm of vector elements
-         * - :ref:`onemkl_vm_log1p`
+         * - :ref:`onemath_vm_log1p`
            - Computes the natural logarithm of vector elements that are
              increased by 1
-         * - :ref:`onemkl_vm_logb`
+         * - :ref:`onemath_vm_logb`
            - Computes the exponents of the elements of input vector ``a``
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -146,46 +146,46 @@ VM Mathematical Functions
 
          * - Trigonometric Routines
            - Description
-         * - :ref:`onemkl_vm_cos`
+         * - :ref:`onemath_vm_cos`
            - Computes the cosine of vector elements
-         * - :ref:`onemkl_vm_sin`
+         * - :ref:`onemath_vm_sin`
            - Computes the sine of vector elements
-         * - :ref:`onemkl_vm_sincos`
+         * - :ref:`onemath_vm_sincos`
            - Computes the sine and cosine of vector elements
-         * - :ref:`onemkl_vm_cis`
+         * - :ref:`onemath_vm_cis`
            - Computes the complex exponent of vector elements (cosine and sine
              combined to complex value)
-         * - :ref:`onemkl_vm_tan`
+         * - :ref:`onemath_vm_tan`
            - Computes the tangent of vector elements
-         * - :ref:`onemkl_vm_acos`
+         * - :ref:`onemath_vm_acos`
            - Computes the inverse cosine of vector elements
-         * - :ref:`onemkl_vm_asin`
+         * - :ref:`onemath_vm_asin`
            - Computes the inverse sine of vector elements
-         * - :ref:`onemkl_vm_atan`
+         * - :ref:`onemath_vm_atan`
            - Computes the inverse tangent of vector elements
-         * - :ref:`onemkl_vm_atan2`
+         * - :ref:`onemath_vm_atan2`
            - Computes the four-quadrant inverse tangent of ratios of the
              elements of two vectors
-         * - :ref:`onemkl_vm_cospi`
+         * - :ref:`onemath_vm_cospi`
            - Computes the cosine of vector elements multiplied by ``π``
-         * - :ref:`onemkl_vm_sinpi`
+         * - :ref:`onemath_vm_sinpi`
            - Computes the sine of vector elements multiplied by ``π``
-         * - :ref:`onemkl_vm_tanpi`
+         * - :ref:`onemath_vm_tanpi`
            - Computes the tangent of vector elements multiplied by ``π``
-         * - :ref:`onemkl_vm_acospi`
+         * - :ref:`onemath_vm_acospi`
            - Computes the inverse cosine of vector elements divided by ``π``
-         * - :ref:`onemkl_vm_asinpi`
+         * - :ref:`onemath_vm_asinpi`
            - Computes the inverse sine of vector elements divided by ``π``
-         * - :ref:`onemkl_vm_atanpi`
+         * - :ref:`onemath_vm_atanpi`
            - Computes the inverse tangent of vector elements divided by ``π``
-         * - :ref:`onemkl_vm_atan2pi`
+         * - :ref:`onemath_vm_atan2pi`
            - Computes the four-quadrant inverse tangent of the ratios of the
              corresponding elements of two vectors divided by ``π``
-         * - :ref:`onemkl_vm_cosd`
+         * - :ref:`onemath_vm_cosd`
            - Computes the cosine of vector elements multiplied by ``π``/180
-         * - :ref:`onemkl_vm_sind`
+         * - :ref:`onemath_vm_sind`
            - Computes the sine of vector elements multiplied by ``π``/180
-         * - :ref:`onemkl_vm_tand`
+         * - :ref:`onemath_vm_tand`
            - Computes the tangent of vector elements multiplied by ``π``/180
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -196,17 +196,17 @@ VM Mathematical Functions
 
          * - Hyperbolic Routines
            - Description
-         * - :ref:`onemkl_vm_cosh`
+         * - :ref:`onemath_vm_cosh`
            - Computes the hyperbolic cosine of vector elements
-         * - :ref:`onemkl_vm_sinh`
+         * - :ref:`onemath_vm_sinh`
            - Computes the hyperbolic sine of vector elements
-         * - :ref:`onemkl_vm_tanh`
+         * - :ref:`onemath_vm_tanh`
            - Computes the hyperbolic tangent of vector elements
-         * - :ref:`onemkl_vm_acosh`
+         * - :ref:`onemath_vm_acosh`
            - Computes the inverse hyperbolic cosine of vector elements
-         * - :ref:`onemkl_vm_asinh`
+         * - :ref:`onemath_vm_asinh`
            - Computes the inverse hyperbolic sine of vector elements
-         * - :ref:`onemkl_vm_atanh`
+         * - :ref:`onemath_vm_atanh`
            - Computes the inverse hyperbolic tangent of vector elements.
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -217,27 +217,27 @@ VM Mathematical Functions
 
          * - Special Routines
            - Description
-         * - :ref:`onemkl_vm_erf`
+         * - :ref:`onemath_vm_erf`
            - Computes the error function value of vector elements
-         * - :ref:`onemkl_vm_erfc`
+         * - :ref:`onemath_vm_erfc`
            - Computes the complementary error function value of vector elements
-         * - :ref:`onemkl_vm_cdfnorm`
+         * - :ref:`onemath_vm_cdfnorm`
            - Computes the cumulative normal distribution function value of
              vector elements
-         * - :ref:`onemkl_vm_erfinv`
+         * - :ref:`onemath_vm_erfinv`
            - Computes the inverse error function value of vector elements
-         * - :ref:`onemkl_vm_erfcinv`
+         * - :ref:`onemath_vm_erfcinv`
            - Computes the inverse complementary error function value of vector
              elements
-         * - :ref:`onemkl_vm_cdfnorminv`
+         * - :ref:`onemath_vm_cdfnorminv`
            - Computes the inverse cumulative normal distribution function value
              of vector elements
-         * - :ref:`onemkl_vm_lgamma`
+         * - :ref:`onemath_vm_lgamma`
            - Computes the natural logarithm for the absolute value of the gamma
              function of vector elements
-         * - :ref:`onemkl_vm_tgamma`
+         * - :ref:`onemath_vm_tgamma`
            - Computes the gamma function of vector elements
-         * - :ref:`onemkl_vm_expint1`
+         * - :ref:`onemath_vm_expint1`
            - Computes the exponential integral of vector elements
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -248,22 +248,22 @@ VM Mathematical Functions
 
          * - Rounding Routines
            - Description
-         * - :ref:`onemkl_vm_floor`
+         * - :ref:`onemath_vm_floor`
            - Rounds towards minus infinity
-         * - :ref:`onemkl_vm_ceil`
+         * - :ref:`onemath_vm_ceil`
            - Rounds towards plus infinity
-         * - :ref:`onemkl_vm_trunc`
+         * - :ref:`onemath_vm_trunc`
            - Rounds towards zero infinity
-         * - :ref:`onemkl_vm_round`
+         * - :ref:`onemath_vm_round`
            - Rounds to nearest integer
-         * - :ref:`onemkl_vm_nearbyint`
+         * - :ref:`onemath_vm_nearbyint`
            - Rounds according to current mode
-         * - :ref:`onemkl_vm_rint`
+         * - :ref:`onemath_vm_rint`
            - Rounds according to current mode and reports inexact result
              status
-         * - :ref:`onemkl_vm_modf`
+         * - :ref:`onemath_vm_modf`
            - Computes the integer and fractional parts
-         * - :ref:`onemkl_vm_frac`
+         * - :ref:`onemath_vm_frac`
            - Computes the fractional part
 
       .. tabularcolumns:: |p{0.4\textwidth}|p{0.6\textwidth}|
@@ -274,33 +274,33 @@ VM Mathematical Functions
 
          * - Miscellaneous Routines
            - Description
-         * - :ref:`onemkl_vm_copysign`
+         * - :ref:`onemath_vm_copysign`
            - Returns vector of elements of one argument with signs changed to
              match other argument elements
-         * - :ref:`onemkl_vm_nextafter`
+         * - :ref:`onemath_vm_nextafter`
            - Returns vector of elements containing the next representable
              floating-point values following the values from the elements of
              one vector in the direction of the corresponding elements of
              another vector
-         * - :ref:`onemkl_vm_fdim`
+         * - :ref:`onemath_vm_fdim`
            - Returns vector containing the differences of the corresponding
              elements of the vector arguments if the first is larger and +0
              otherwise
-         * - :ref:`onemkl_vm_fmax`
+         * - :ref:`onemath_vm_fmax`
            - Returns the larger of each pair of elements of the two vector
              arguments
-         * - :ref:`onemkl_vm_fmin`
+         * - :ref:`onemath_vm_fmin`
            - Returns the smaller of each pair of elements of the two vector
              arguments
-         * - :ref:`onemkl_vm_maxmag`
+         * - :ref:`onemath_vm_maxmag`
            - Returns the element with the larger magnitude between each pair of
              elements of the two vector arguments
-         * - :ref:`onemkl_vm_minmag`
+         * - :ref:`onemath_vm_minmag`
            - Returns the element with the smaller magnitude between each pair
              of elements of the two vector arguments
 
 
-**Parent topic:** :ref:`onemkl_vm`
+**Parent topic:** :ref:`onemath_vm`
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/vm/vm-service-functions.rst b/source/elements/oneMath/source/domains/vm/vm-service-functions.rst
similarity index 75%
rename from source/elements/oneMKL/source/domains/vm/vm-service-functions.rst
rename to source/elements/oneMath/source/domains/vm/vm-service-functions.rst
index 518784d186..fd183d0c2b 100644
--- a/source/elements/oneMKL/source/domains/vm/vm-service-functions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-service-functions.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm_service_functions:
+.. _onemath_vm_service_functions:
 
 VM Service Functions
 ====================
@@ -25,21 +25,21 @@ VM Service Functions
 
          * - Function Short Name
            - Description
-         * - :ref:`onemkl_vm_setmode`
+         * - :ref:`onemath_vm_setmode`
            - Sets the VM mode for given queue
-         * - :ref:`onemkl_vm_get_mode`
+         * - :ref:`onemath_vm_get_mode`
            - Gets the VM mode for given queue
-         * - :ref:`onemkl_vm_set_status`
+         * - :ref:`onemath_vm_set_status`
            - Sets the VM status code for given queue
-         * - :ref:`onemkl_vm_get_status`
+         * - :ref:`onemath_vm_get_status`
            - Gets the VM status code for given queue
-         * - :ref:`onemkl_vm_clear_status`
+         * - :ref:`onemath_vm_clear_status`
            - Clears the VM status code for given queue
-         * - :ref:`onemkl_vm_create_error_handler`
+         * - :ref:`onemath_vm_create_error_handler`
            - Creates the local VM error handler for a function
 
 
-**Parent topic:** :ref:`onemkl_vm`
+**Parent topic:** :ref:`onemath_vm`
 
 .. toctree::
     :hidden:
diff --git a/source/elements/oneMKL/source/domains/vm/vm.rst b/source/elements/oneMath/source/domains/vm/vm.rst
similarity index 81%
rename from source/elements/oneMKL/source/domains/vm/vm.rst
rename to source/elements/oneMath/source/domains/vm/vm.rst
index fe984e90ca..b971c4f005 100644
--- a/source/elements/oneMKL/source/domains/vm/vm.rst
+++ b/source/elements/oneMath/source/domains/vm/vm.rst
@@ -2,7 +2,7 @@
 ..
 .. SPDX-License-Identifier: CC-BY-4.0
 
-.. _onemkl_vm:
+.. _onemath_vm:
 
 Vector Math
 ------------
@@ -18,12 +18,12 @@ Vector Math
    operations they perform:
 
 
-   - :ref:`onemkl_vm_mathematical_functions` compute values of mathematical
+   - :ref:`onemath_vm_mathematical_functions` compute values of mathematical
      functions, such as sine, cosine, exponential, or logarithm, on vectors
      stored contiguously in memory.
 
 
-   - :ref:`onemkl_vm_service_functions` set/get the accuracy modes and the
+   - :ref:`onemath_vm_service_functions` set/get the accuracy modes and the
      error codes, and create error handlers for mathematical functions.
 
 
@@ -33,7 +33,7 @@ Vector Math
    can perform in-place operations, where the input and output arrays
    are at the same memory locations.
 
-   - :ref:`onemkl_vm_special_value_notations`
+   - :ref:`onemath_vm_special_value_notations`
 
 .. toctree::
     :hidden:
@@ -44,4 +44,4 @@ Vector Math
     vm-exceptions.rst
     bibliography.rst
 
-**Parent topic:** :ref:`onemkl_vm_inc`
\ No newline at end of file
+**Parent topic:** :ref:`onemath_vm_inc`
\ No newline at end of file
diff --git a/source/elements/oneMath/source/index.rst b/source/elements/oneMath/source/index.rst
new file mode 100644
index 0000000000..8d4d608efb
--- /dev/null
+++ b/source/elements/oneMath/source/index.rst
@@ -0,0 +1,24 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _oneMath-section:
+
+======
+oneMath
+======
+
+The |mkl_full_name| (oneMath) defines a set of fundamental mathematical routines for use in high-performance computing and other applications. As part of oneAPI, oneMath is designed to allow execution on a wide variety of computational devices: CPUs, GPUs, FPGAs, and other accelerators. The functionality is subdivided into several domains: dense linear algebra, sparse linear algebra, discrete Fourier transforms, random number generators and vector math.
+
+
+The general assumptions, design features and requirements for the oneMath library and host-to-device computational routines will be described in :ref:`onemath_architecture`. 
+The individual domains and their APIs are described in :ref:`onemath_domains`.  
+Other design considerations that are not necessarily part of the oneMath specification but that are worth mentioning will be discussed in :ref:`onemath_appendix`.
+
+
+.. toctree::
+   :maxdepth: 2
+
+   architecture/architecture.rst
+   domains/domains.rst
+   appendix/appendix.rst
diff --git a/source/index.rst b/source/index.rst
index b6f7398d9d..457ba57b77 100644
--- a/source/index.rst
+++ b/source/index.rst
@@ -25,6 +25,6 @@ for creating parallel applications:
    elements/oneCCL/source/index
    elements/oneDAL/source/index
    elements/oneTBB/source/nested-index
-   elements/oneMKL/source/index
+   elements/oneMath/source/index
    Releases <https://oneapi-spec.uxlfoundation.org/>
    notices
diff --git a/source/spelling_wordlist.txt b/source/spelling_wordlist.txt
index f37d64b6c0..57ad846a49 100644
--- a/source/spelling_wordlist.txt
+++ b/source/spelling_wordlist.txt
@@ -547,11 +547,11 @@ oneCCL
 oneDAL
 oneDNN
 oneDPL
-oneMKL
+oneMath
 oneTBB
 oneVPL
 oneapi
-onemkl
+onemath
 opencl
 oqueueing
 orgbr

From 8adeb29e2dd07cfc1caf3ff81c5cd7c9dda65ef6 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Wed, 9 Oct 2024 17:02:18 +0200
Subject: [PATCH 02/14] Renaming part 2

- Rename the namespace oneapi::mkl to oneapi::math and references to
  the folder oneapi/mkl to oneapi/math

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../source/architecture/api_design.inc.rst    |  24 ++--
 .../source/architecture/exceptions.inc.rst    |  28 ++--
 .../oneMath/source/domains/blas/asum.rst      |  28 ++--
 .../oneMath/source/domains/blas/axpby.rst     |  28 ++--
 .../oneMath/source/domains/blas/axpy.rst      |  28 ++--
 .../source/domains/blas/axpy_batch.rst        |  32 ++---
 .../oneMath/source/domains/blas/copy.rst      |  28 ++--
 .../source/domains/blas/copy_batch.rst        |  32 ++---
 .../source/domains/blas/dgmm_batch.rst        |  46 +++----
 .../oneMath/source/domains/blas/dot.rst       |  28 ++--
 .../oneMath/source/domains/blas/dotc.rst      |  28 ++--
 .../oneMath/source/domains/blas/dotu.rst      |  28 ++--
 .../oneMath/source/domains/blas/gbmv.rst      |  36 +++---
 .../oneMath/source/domains/blas/gemm.rst      |  44 +++----
 .../source/domains/blas/gemm_batch.rst        |  68 +++++-----
 .../oneMath/source/domains/blas/gemm_bias.rst |  52 ++++----
 .../oneMath/source/domains/blas/gemmt.rst     |  52 ++++----
 .../oneMath/source/domains/blas/gemv.rst      |  36 +++---
 .../source/domains/blas/gemv_batch.rst        |  46 +++----
 .../oneMath/source/domains/blas/ger.rst       |  28 ++--
 .../oneMath/source/domains/blas/gerc.rst      |  28 ++--
 .../oneMath/source/domains/blas/geru.rst      |  28 ++--
 .../oneMath/source/domains/blas/hbmv.rst      |  36 +++---
 .../oneMath/source/domains/blas/hemm.rst      |  44 +++----
 .../oneMath/source/domains/blas/hemv.rst      |  36 +++---
 .../oneMath/source/domains/blas/her.rst       |  36 +++---
 .../oneMath/source/domains/blas/her2.rst      |  36 +++---
 .../oneMath/source/domains/blas/her2k.rst     |  44 +++----
 .../oneMath/source/domains/blas/herk.rst      |  44 +++----
 .../oneMath/source/domains/blas/hpmv.rst      |  36 +++---
 .../oneMath/source/domains/blas/hpr.rst       |  36 +++---
 .../oneMath/source/domains/blas/hpr2.rst      |  36 +++---
 .../oneMath/source/domains/blas/iamax.rst     |  40 +++---
 .../oneMath/source/domains/blas/iamin.rst     |  40 +++---
 .../oneMath/source/domains/blas/imatcopy.rst  |  36 +++---
 .../source/domains/blas/imatcopy_batch.rst    |  44 +++----
 .../oneMath/source/domains/blas/nrm2.rst      |  28 ++--
 .../oneMath/source/domains/blas/omatadd.rst   |  44 +++----
 .../source/domains/blas/omatadd_batch.rst     |  56 ++++----
 .../oneMath/source/domains/blas/omatcopy.rst  |  36 +++---
 .../oneMath/source/domains/blas/omatcopy2.rst |  36 +++---
 .../source/domains/blas/omatcopy_batch.rst    |  40 +++---
 .../oneMath/source/domains/blas/rot.rst       |  34 ++---
 .../oneMath/source/domains/blas/rotg.rst      |  28 ++--
 .../oneMath/source/domains/blas/rotm.rst      |  28 ++--
 .../oneMath/source/domains/blas/rotmg.rst     |  28 ++--
 .../oneMath/source/domains/blas/sbmv.rst      |  36 +++---
 .../oneMath/source/domains/blas/scal.rst      |  28 ++--
 .../oneMath/source/domains/blas/sdsdot.rst    |  28 ++--
 .../oneMath/source/domains/blas/spmv.rst      |  36 +++---
 .../oneMath/source/domains/blas/spr.rst       |  36 +++---
 .../oneMath/source/domains/blas/spr2.rst      |  36 +++---
 .../oneMath/source/domains/blas/swap.rst      |  28 ++--
 .../oneMath/source/domains/blas/symm.rst      |  44 +++----
 .../oneMath/source/domains/blas/symv.rst      |  36 +++---
 .../oneMath/source/domains/blas/syr.rst       |  36 +++---
 .../oneMath/source/domains/blas/syr2.rst      |  36 +++---
 .../oneMath/source/domains/blas/syr2k.rst     |  44 +++----
 .../oneMath/source/domains/blas/syrk.rst      |  44 +++----
 .../source/domains/blas/syrk_batch.rst        |  44 +++----
 .../oneMath/source/domains/blas/tbmv.rst      |  52 ++++----
 .../oneMath/source/domains/blas/tbsv.rst      |  52 ++++----
 .../oneMath/source/domains/blas/tpmv.rst      |  52 ++++----
 .../oneMath/source/domains/blas/tpsv.rst      |  52 ++++----
 .../oneMath/source/domains/blas/trmm.rst      | 120 +++++++++---------
 .../oneMath/source/domains/blas/trmv.rst      |  52 ++++----
 .../oneMath/source/domains/blas/trsm.rst      | 120 +++++++++---------
 .../source/domains/blas/trsm_batch.rst        |  94 +++++++-------
 .../oneMath/source/domains/blas/trsv.rst      |  52 ++++----
 .../source/domains/dft/compute_backward.rst   |  16 +--
 .../source/domains/dft/compute_forward.rst    |  16 +--
 .../dft/config_params/storage_formats.rst     |   6 +-
 .../oneMath/source/domains/dft/descriptor.rst |  24 ++--
 .../oneMath/source/domains/lapack/gebrd.rst   |  28 ++--
 .../domains/lapack/gebrd_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/geqrf.rst   |  28 ++--
 .../source/domains/lapack/geqrf_batch.rst     |  30 ++---
 .../lapack/geqrf_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/geqrf_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/gerqf.rst   |  28 ++--
 .../domains/lapack/gerqf_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/gesvd.rst   |  32 ++---
 .../domains/lapack/gesvd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/getrf.rst   |  28 ++--
 .../source/domains/lapack/getrf_batch.rst     |  30 ++---
 .../lapack/getrf_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/getrf_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/getri.rst   |  28 ++--
 .../source/domains/lapack/getri_batch.rst     |  30 ++---
 .../lapack/getri_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/getri_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/getrs.rst   |  50 ++++----
 .../source/domains/lapack/getrs_batch.rst     |  30 ++---
 .../lapack/getrs_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/getrs_scratchpad_size.rst  |  16 +--
 .../oneMath/source/domains/lapack/heevd.rst   |  40 +++---
 .../domains/lapack/heevd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/hegvd.rst   |  40 +++---
 .../domains/lapack/hegvd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/hetrd.rst   |  32 ++---
 .../domains/lapack/hetrd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/hetrf.rst   |  40 +++---
 .../domains/lapack/hetrf_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/orgbr.rst   |  32 ++---
 .../domains/lapack/orgbr_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/orgqr.rst   |  36 +++---
 .../source/domains/lapack/orgqr_batch.rst     |  30 ++---
 .../lapack/orgqr_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/orgqr_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/orgtr.rst   |  32 ++---
 .../domains/lapack/orgtr_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/ormqr.rst   |  56 ++++----
 .../domains/lapack/ormqr_scratchpad_size.rst  |  18 +--
 .../oneMath/source/domains/lapack/ormrq.rst   |  56 ++++----
 .../domains/lapack/ormrq_scratchpad_size.rst  |  18 +--
 .../oneMath/source/domains/lapack/ormtr.rst   |  32 ++---
 .../domains/lapack/ormtr_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/potrf.rst   |  44 +++----
 .../source/domains/lapack/potrf_batch.rst     |  30 ++---
 .../lapack/potrf_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/potrf_scratchpad_size.rst  |  14 +-
 .../oneMath/source/domains/lapack/potri.rst   |  40 +++---
 .../domains/lapack/potri_scratchpad_size.rst  |  14 +-
 .../oneMath/source/domains/lapack/potrs.rst   |  44 +++----
 .../source/domains/lapack/potrs_batch.rst     |  30 ++---
 .../lapack/potrs_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/potrs_scratchpad_size.rst  |  14 +-
 .../oneMath/source/domains/lapack/syevd.rst   |  40 +++---
 .../domains/lapack/syevd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/sygvd.rst   |  40 +++---
 .../domains/lapack/sygvd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/sytrd.rst   |  32 ++---
 .../domains/lapack/sytrd_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/sytrf.rst   |  40 +++---
 .../domains/lapack/sytrf_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/trtrs.rst   |  32 ++---
 .../domains/lapack/trtrs_scratchpad_size.rst  |  18 +--
 .../oneMath/source/domains/lapack/ungbr.rst   |  40 +++---
 .../domains/lapack/ungbr_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/ungqr.rst   |  36 +++---
 .../source/domains/lapack/ungqr_batch.rst     |  30 ++---
 .../lapack/ungqr_batch_scratchpad_size.rst    |  16 +--
 .../domains/lapack/ungqr_scratchpad_size.rst  |   8 +-
 .../oneMath/source/domains/lapack/ungtr.rst   |  32 ++---
 .../domains/lapack/ungtr_scratchpad_size.rst  |  10 +-
 .../oneMath/source/domains/lapack/unmqr.rst   |  56 ++++----
 .../domains/lapack/unmqr_scratchpad_size.rst  |  18 +--
 .../oneMath/source/domains/lapack/unmrq.rst   |  56 ++++----
 .../domains/lapack/unmrq_scratchpad_size.rst  |  16 +--
 .../oneMath/source/domains/lapack/unmtr.rst   |  32 ++---
 .../domains/lapack/unmtr_scratchpad_size.rst  |  10 +-
 .../rng/device_api/device-rng-bernoulli.rst   |  10 +-
 .../rng/device_api/device-rng-beta.rst        |   4 +-
 .../rng/device_api/device-rng-bits.rst        |   2 +-
 .../rng/device_api/device-rng-exponential.rst |  12 +-
 .../rng/device_api/device-rng-gamma.rst       |   4 +-
 .../rng/device_api/device-rng-gaussian.rst    |   8 +-
 .../rng/device_api/device-rng-generate.rst    |   2 +-
 .../rng/device_api/device-rng-lognormal.rst   |  10 +-
 .../rng/device_api/device-rng-mcg31m1.rst     |   2 +-
 .../rng/device_api/device-rng-mcg59.rst       |   2 +-
 .../rng/device_api/device-rng-mrg32k3a.rst    |   2 +-
 .../device_api/device-rng-philox4x32x10.rst   |   2 +-
 .../rng/device_api/device-rng-poisson.rst     |  10 +-
 .../rng/device_api/device-rng-skip-ahead.rst  |   4 +-
 .../device_api/device-rng-uniform-bits.rst    |   2 +-
 .../device-rng-uniform-continuous.rst         |  10 +-
 .../device-rng-uniform-discrete.rst           |  12 +-
 .../rng/device_api/device-rng-usage-model.rst |  16 +--
 .../rng/device_api/device-routines.rst        |   4 +-
 .../domains/rng/host_api/distributions.rst    |  14 +-
 .../domains/rng/host_api/mkl-rng-ars5.rst     |   6 +-
 .../rng/host_api/mkl-rng-bernoulli.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-beta.rst     |  14 +-
 .../domains/rng/host_api/mkl-rng-binomial.rst |  12 +-
 .../domains/rng/host_api/mkl-rng-bits.rst     |   4 +-
 .../domains/rng/host_api/mkl-rng-cauchy.rst   |  12 +-
 .../rng/host_api/mkl-rng-chi_square.rst       |  12 +-
 .../rng/host_api/mkl-rng-exponential.rst      |  14 +-
 .../domains/rng/host_api/mkl-rng-gamma.rst    |  14 +-
 .../domains/rng/host_api/mkl-rng-gaussian.rst |  16 +--
 .../rng/host_api/mkl-rng-gaussian_mv.rst      |  24 ++--
 .../domains/rng/host_api/mkl-rng-generate.rst |  10 +-
 .../rng/host_api/mkl-rng-geometric.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-gumbel.rst   |  12 +-
 .../rng/host_api/mkl-rng-hypergeometric.rst   |  12 +-
 .../domains/rng/host_api/mkl-rng-laplace.rst  |  10 +-
 .../domains/rng/host_api/mkl-rng-leapfrog.rst |  16 +--
 .../rng/host_api/mkl-rng-lognormal.rst        |  18 +--
 .../domains/rng/host_api/mkl-rng-mcg31m1.rst  |   4 +-
 .../domains/rng/host_api/mkl-rng-mcg59.rst    |   4 +-
 .../domains/rng/host_api/mkl-rng-mrg32k3a.rst |   6 +-
 .../domains/rng/host_api/mkl-rng-mt19937.rst  |   6 +-
 .../domains/rng/host_api/mkl-rng-mt2203.rst   |  12 +-
 .../rng/host_api/mkl-rng-multinomial.rst      |  12 +-
 .../rng/host_api/mkl-rng-negbinomial.rst      |  12 +-
 .../rng/host_api/mkl-rng-niederreiter.rst     |   6 +-
 .../rng/host_api/mkl-rng-nondeterministic.rst |   4 +-
 .../rng/host_api/mkl-rng-philox4x32x10.rst    |   6 +-
 .../domains/rng/host_api/mkl-rng-poisson.rst  |  14 +-
 .../rng/host_api/mkl-rng-poisson_v.rst        |  12 +-
 .../domains/rng/host_api/mkl-rng-r250.rst     |   6 +-
 .../domains/rng/host_api/mkl-rng-rayleigh.rst |  14 +-
 .../rng/host_api/mkl-rng-sfmt19937.rst        |   6 +-
 .../rng/host_api/mkl-rng-skip_ahead.rst       |  24 ++--
 .../domains/rng/host_api/mkl-rng-sobol.rst    |   6 +-
 .../host_api/mkl-rng-uniform-continuous.rst   |  14 +-
 .../rng/host_api/mkl-rng-uniform-discrete.rst |  12 +-
 .../rng/host_api/mkl-rng-uniform_bits.rst     |   4 +-
 .../domains/rng/host_api/mkl-rng-weibull.rst  |  14 +-
 .../rng/host_api/mkl-rng-wichmann_hill.rst    |  12 +-
 .../rng/host_api/onemath-rng-usage-model.rst  |  16 +--
 .../spblas/data_types/data_handles.rst        |   6 +-
 .../spblas/data_types/init_coo_matrix.rst     |  28 ++--
 .../spblas/data_types/init_csr_matrix.rst     |  28 ++--
 .../spblas/data_types/init_dense_matrix.rst   |  26 ++--
 .../spblas/data_types/init_dense_vector.rst   |  26 ++--
 .../data_types/release_dense_matrix.rst       |  12 +-
 .../data_types/release_dense_vector.rst       |  12 +-
 .../data_types/release_sparse_matrix.rst      |  12 +-
 .../spblas/data_types/set_coo_matrix_data.rst |  26 ++--
 .../spblas/data_types/set_csr_matrix_data.rst |  26 ++--
 .../data_types/set_dense_matrix_data.rst      |  26 ++--
 .../data_types/set_dense_vector_data.rst      |  26 ++--
 .../spblas/data_types/set_matrix_property.rst |  16 +--
 .../source/domains/spblas/matrix_view.rst     |   8 +-
 .../source/domains/spblas/operations/spmm.rst | 116 ++++++++---------
 .../source/domains/spblas/operations/spmv.rst | 108 ++++++++--------
 .../source/domains/spblas/operations/spsv.rst | 108 ++++++++--------
 .../stats/onemath_stats_central_moment.rst    |  20 +--
 ...onemath_stats_central_moment_user_mean.rst |  14 +-
 .../stats/onemath_stats_central_sum.rst       |  18 +--
 .../onemath_stats_central_sum_user_mean.rst   |  14 +-
 .../domains/stats/onemath_stats_dataset.rst   |  20 +--
 .../domains/stats/onemath_stats_kurtosis.rst  |  18 +--
 .../onemath_stats_kurtosis_user_mean.rst      |  18 +--
 .../stats/onemath_stats_make_dataset.rst      |  10 +-
 .../domains/stats/onemath_stats_max.rst       |  14 +-
 .../domains/stats/onemath_stats_mean.rst      |  18 +--
 .../domains/stats/onemath_stats_min.rst       |  14 +-
 .../domains/stats/onemath_stats_min_max.rst   |  14 +-
 .../stats/onemath_stats_raw_moment.rst        |  20 +--
 .../domains/stats/onemath_stats_raw_sum.rst   |  18 +--
 .../domains/stats/onemath_stats_skewness.rst  |  18 +--
 .../onemath_stats_skewness_user_mean.rst      |  14 +-
 .../stats/onemath_stats_usage_model.rst       |   8 +-
 .../domains/stats/onemath_stats_variation.rst |  18 +--
 .../onemath_stats_variation_user_mean.rst     |  16 +--
 .../source/domains/value_or_pointer.rst       |   6 +-
 .../oneMath/source/domains/vm/abs.rst         |  16 +--
 .../oneMath/source/domains/vm/acos.rst        |  26 ++--
 .../oneMath/source/domains/vm/acosh.rst       |  24 ++--
 .../oneMath/source/domains/vm/acospi.rst      |  26 ++--
 .../oneMath/source/domains/vm/add.rst         |  24 ++--
 .../oneMath/source/domains/vm/arg.rst         |  16 +--
 .../oneMath/source/domains/vm/asin.rst        |  26 ++--
 .../oneMath/source/domains/vm/asinh.rst       |  16 +--
 .../oneMath/source/domains/vm/asinpi.rst      |  26 ++--
 .../oneMath/source/domains/vm/atan.rst        |  16 +--
 .../oneMath/source/domains/vm/atan2.rst       |  16 +--
 .../oneMath/source/domains/vm/atan2pi.rst     |  16 +--
 .../oneMath/source/domains/vm/atanh.rst       |  32 ++---
 .../oneMath/source/domains/vm/atanpi.rst      |  16 +--
 .../oneMath/source/domains/vm/cbrt.rst        |  16 +--
 .../oneMath/source/domains/vm/cdfnorm.rst     |  22 ++--
 .../oneMath/source/domains/vm/cdfnorminv.rst  |  34 ++---
 .../oneMath/source/domains/vm/ceil.rst        |  16 +--
 .../oneMath/source/domains/vm/cis.rst         |  24 ++--
 .../source/domains/vm/clear_status.rst        |  24 ++--
 .../oneMath/source/domains/vm/conj.rst        |  16 +--
 .../oneMath/source/domains/vm/copysign.rst    |  16 +--
 .../oneMath/source/domains/vm/cos.rst         |  24 ++--
 .../oneMath/source/domains/vm/cosd.rst        |  24 ++--
 .../oneMath/source/domains/vm/cosh.rst        |  26 ++--
 .../oneMath/source/domains/vm/cospi.rst       |  24 ++--
 .../domains/vm/create_error_handler.rst       |  36 +++---
 .../oneMath/source/domains/vm/div.rst         |  34 ++---
 .../oneMath/source/domains/vm/erf.rst         |  16 +--
 .../oneMath/source/domains/vm/erfc.rst        |  22 ++--
 .../oneMath/source/domains/vm/erfcinv.rst     |  34 ++---
 .../oneMath/source/domains/vm/erfinv.rst      |  30 ++---
 .../oneMath/source/domains/vm/exp.rst         |  26 ++--
 .../oneMath/source/domains/vm/exp10.rst       |  24 ++--
 .../oneMath/source/domains/vm/exp2.rst        |  24 ++--
 .../oneMath/source/domains/vm/expint1.rst     |  28 ++--
 .../oneMath/source/domains/vm/expm1.rst       |  22 ++--
 .../oneMath/source/domains/vm/fdim.rst        |  16 +--
 .../oneMath/source/domains/vm/floor.rst       |  16 +--
 .../oneMath/source/domains/vm/fmax.rst        |  16 +--
 .../oneMath/source/domains/vm/fmin.rst        |  16 +--
 .../oneMath/source/domains/vm/fmod.rst        |  24 ++--
 .../oneMath/source/domains/vm/frac.rst        |  16 +--
 .../oneMath/source/domains/vm/get_mode.rst    |  14 +-
 .../oneMath/source/domains/vm/get_status.rst  |  20 +--
 .../oneMath/source/domains/vm/hypot.rst       |  16 +--
 .../oneMath/source/domains/vm/inv.rst         |  24 ++--
 .../oneMath/source/domains/vm/invcbrt.rst     |  24 ++--
 .../oneMath/source/domains/vm/invsqrt.rst     |  28 ++--
 .../oneMath/source/domains/vm/lgamma.rst      |  30 ++---
 .../oneMath/source/domains/vm/linearfrac.rst  |  22 ++--
 .../elements/oneMath/source/domains/vm/ln.rst |  28 ++--
 .../oneMath/source/domains/vm/log10.rst       |  28 ++--
 .../oneMath/source/domains/vm/log1p.rst       |  26 ++--
 .../oneMath/source/domains/vm/log2.rst        |  28 ++--
 .../oneMath/source/domains/vm/logb.rst        |  24 ++--
 .../oneMath/source/domains/vm/maxmag.rst      |  16 +--
 .../oneMath/source/domains/vm/minmag.rst      |  16 +--
 .../oneMath/source/domains/vm/modf.rst        |  16 +--
 .../oneMath/source/domains/vm/mul.rst         |  24 ++--
 .../oneMath/source/domains/vm/mulbyconj.rst   |  20 +--
 .../oneMath/source/domains/vm/nearbyint.rst   |  16 +--
 .../oneMath/source/domains/vm/nextafter.rst   |  24 ++--
 .../oneMath/source/domains/vm/pow.rst         |  48 +++----
 .../oneMath/source/domains/vm/pow2o3.rst      |  16 +--
 .../oneMath/source/domains/vm/pow3o2.rst      |  24 ++--
 .../oneMath/source/domains/vm/powr.rst        |  30 ++---
 .../oneMath/source/domains/vm/powx.rst        |  20 +--
 .../oneMath/source/domains/vm/remainder.rst   |  22 ++--
 .../oneMath/source/domains/vm/rint.rst        |  16 +--
 .../oneMath/source/domains/vm/round.rst       |  16 +--
 .../oneMath/source/domains/vm/set_status.rst  |  22 ++--
 .../oneMath/source/domains/vm/setmode.rst     |  18 +--
 .../oneMath/source/domains/vm/sin.rst         |  24 ++--
 .../oneMath/source/domains/vm/sincos.rst      |  24 ++--
 .../oneMath/source/domains/vm/sind.rst        |  24 ++--
 .../oneMath/source/domains/vm/sinh.rst        |  26 ++--
 .../oneMath/source/domains/vm/sinpi.rst       |  24 ++--
 .../oneMath/source/domains/vm/sqr.rst         |  16 +--
 .../oneMath/source/domains/vm/sqrt.rst        |  24 ++--
 .../oneMath/source/domains/vm/sub.rst         |  24 ++--
 .../oneMath/source/domains/vm/tan.rst         |  24 ++--
 .../oneMath/source/domains/vm/tand.rst        |  24 ++--
 .../oneMath/source/domains/vm/tanh.rst        |  16 +--
 .../oneMath/source/domains/vm/tanpi.rst       |  24 ++--
 .../oneMath/source/domains/vm/tgamma.rst      |  32 ++---
 .../oneMath/source/domains/vm/trunc.rst       |  16 +--
 .../source/domains/vm/vm-exceptions.rst       |   6 +-
 337 files changed, 4137 insertions(+), 4137 deletions(-)

diff --git a/source/elements/oneMath/source/architecture/api_design.inc.rst b/source/elements/oneMath/source/architecture/api_design.inc.rst
index b2dddfefd7..10093c7299 100644
--- a/source/elements/oneMath/source/architecture/api_design.inc.rst
+++ b/source/elements/oneMath/source/architecture/api_design.inc.rst
@@ -14,28 +14,28 @@ This section discusses the general features of oneMath API design. In particular
 oneMath namespaces
 ++++++++++++++++++
 
-The oneMath library uses C++ namespaces to organize routines by mathematical domain.  All oneMath objects and routines shall be contained within the ``oneapi::mkl`` base namespace.  The individual oneMath domains use a secondary namespace layer as follows:
+The oneMath library uses C++ namespaces to organize routines by mathematical domain.  All oneMath objects and routines shall be contained within the ``oneapi::math`` base namespace.  The individual oneMath domains use a secondary namespace layer as follows:
 
 ========================  =======================================================================================================
 namespace                 oneMath domain or content
 ========================  =======================================================================================================
-``oneapi::mkl``           oneMath base namespace, contains general oneMath data types, objects, exceptions and routines
-``oneapi::mkl::blas``     Dense linear algebra routines from BLAS and BLAS like extensions. The oneapi::mkl::blas namespace should contain two namespaces column_major and row_major to support both matrix layouts. See :ref:`onemath_blas`
-``oneapi::mkl::lapack``   Dense linear algebra routines from LAPACK and LAPACK like extensions. See :ref:`onemath_lapack`
-``oneapi::mkl::sparse``   Sparse linear algebra routines from Sparse BLAS and Sparse Solvers. See :ref:`onemath_sparse_linear_algebra`
-``oneapi::mkl::dft``      Discrete Fourier Transforms. See :ref:`onemath_dft`
-``oneapi::mkl::rng``      Random number generator routines. See :ref:`onemath_rng`
-``oneapi::mkl::vm``       Vector mathematics routines, e.g. trigonometric, exponential functions acting on elements of a vector. See :ref:`onemath_vm`
+``oneapi::math``           oneMath base namespace, contains general oneMath data types, objects, exceptions and routines
+``oneapi::math::blas``     Dense linear algebra routines from BLAS and BLAS like extensions. The oneapi::math::blas namespace should contain two namespaces column_major and row_major to support both matrix layouts. See :ref:`onemath_blas`
+``oneapi::math::lapack``   Dense linear algebra routines from LAPACK and LAPACK like extensions. See :ref:`onemath_lapack`
+``oneapi::math::sparse``   Sparse linear algebra routines from Sparse BLAS and Sparse Solvers. See :ref:`onemath_sparse_linear_algebra`
+``oneapi::math::dft``      Discrete Fourier Transforms. See :ref:`onemath_dft`
+``oneapi::math::rng``      Random number generator routines. See :ref:`onemath_rng`
+``oneapi::math::vm``       Vector mathematics routines, e.g. trigonometric, exponential functions acting on elements of a vector. See :ref:`onemath_vm`
 ========================  =======================================================================================================
 
 .. note::
    :name: Implementation Requirement
 
    Inside each oneMath domain, there are many routines, classes, enums and objects defined which constitute the breadth and scope of that oneMath domain.  
-   It is permitted for a library implementation of the oneMath specification to implement either all, one or more than one of the domains in oneMath. However, within an implementation of a specific domain, all relevant routines, classes, enums and objects (including those relevant enums and objects which live outside a particular domain in the general ``oneapi::mkl`` namespace must be both declared and defined in the library so that an application that uses that domain could build and link against that library implementation successfully.
+   It is permitted for a library implementation of the oneMath specification to implement either all, one or more than one of the domains in oneMath. However, within an implementation of a specific domain, all relevant routines, classes, enums and objects (including those relevant enums and objects which live outside a particular domain in the general ``oneapi::math`` namespace must be both declared and defined in the library so that an application that uses that domain could build and link against that library implementation successfully.
 
-   It is however acceptable to throw the runtime exception :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.  
-   For instance, a library may choose to implement the oneMath BLAS functionality and in particular may choose to implement only the :ref:`onemath_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>` exception inside all the others.  
+   It is however acceptable to throw the runtime exception :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.  
+   For instance, a library may choose to implement the oneMath BLAS functionality and in particular may choose to implement only the :ref:`onemath_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` exception inside all the others.  
    
    In such a case, the implemented routines in such a library should be communicated clearly and easily understood by users of that library.
 
@@ -73,7 +73,7 @@ oneMath uses the following DPC++ data types:
 oneMath defined datatypes
 ++++++++++++++++++++++++
 
-oneMath dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::mkl`` namespace.  
+oneMath dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::math`` namespace.  
 
 Each enumeration value comes with two names: A single-character name (the traditional BLAS/LAPACK character) and a longer, more descriptive name. The two names are exactly equivalent and may be used interchangeably.
 
diff --git a/source/elements/oneMath/source/architecture/exceptions.inc.rst b/source/elements/oneMath/source/architecture/exceptions.inc.rst
index 6675cb6bb8..4d6ef9eea4 100644
--- a/source/elements/oneMath/source/architecture/exceptions.inc.rst
+++ b/source/elements/oneMath/source/architecture/exceptions.inc.rst
@@ -15,7 +15,7 @@ Exception classification
 ++++++++++++++++++++++++
 
 Exception classification in oneMath is aligned with C++ Standard Library classification. oneMath introduces class that defines the base class in the hierarchy of oneMath exception classes. All oneMath routines throw exceptions inherited from this base class.
-In the hierarchy of oneMath exceptions, ``oneapi::mkl::exception`` is the base class inherited from ``std::exception`` class. All other oneMath exception classes are derived from this base class.
+In the hierarchy of oneMath exceptions, ``oneapi::math::exception`` is the base class inherited from ``std::exception`` class. All other oneMath exception classes are derived from this base class.
 
 This specification does not require implementations to perform error-checking. However, if an implementation does provide error-checking, it shall use the following exception classes. Additional implementation-specific exception classes can be used for exceptional conditions not fitting any of these classes.
 
@@ -30,31 +30,31 @@ Common exceptions
 
     ".. _onemath_exception:
 
-    ``oneapi::mkl::exception``", "Reports general unspecified problem"
+    ``oneapi::math::exception``", "Reports general unspecified problem"
     ".. _onemath_exception_unsupported_device:
 
-    ``oneapi::mkl::unsupported_device``", "Reports a problem when the routine is not supported on a specific device"
+    ``oneapi::math::unsupported_device``", "Reports a problem when the routine is not supported on a specific device"
     ".. _onemath_exception_host_bad_alloc:
 
-    ``oneapi::mkl::host_bad_alloc``", "Reports a problem that occurred during memory allocation on the host"
+    ``oneapi::math::host_bad_alloc``", "Reports a problem that occurred during memory allocation on the host"
     ".. _onemath_exception_device_bad_alloc:
 
-    ``oneapi::mkl::device_bad_alloc``", "Reports a problem that occurred during memory allocation on a specific device"
+    ``oneapi::math::device_bad_alloc``", "Reports a problem that occurred during memory allocation on a specific device"
     ".. _onemath_exception_unimplemented:
 
-    ``oneapi::mkl::unimplemented``", "Reports a problem when a specific routine has not been implemented for the specified parameters"
+    ``oneapi::math::unimplemented``", "Reports a problem when a specific routine has not been implemented for the specified parameters"
     ".. _onemath_exception_invalid_argument:
 
-    ``oneapi::mkl::invalid_argument``", "Reports problem when arguments to the routine were rejected"
+    ``oneapi::math::invalid_argument``", "Reports problem when arguments to the routine were rejected"
     ".. _onemath_exception_uninitialized:
 
-    ``oneapi::mkl::uninitialized``", "Reports problem when a handle (descriptor) has not been initialized"
+    ``oneapi::math::uninitialized``", "Reports problem when a handle (descriptor) has not been initialized"
     ".. _onemath_exception_computation_error:
 
-    ``oneapi::mkl::computation_error``", "Reports any computation errors that have occurred inside a oneMath routine"
+    ``oneapi::math::computation_error``", "Reports any computation errors that have occurred inside a oneMath routine"
     ".. _onemath_exception_batch_error:
 
-    ``oneapi::mkl::batch_error``", "Reports errors that have occurred inside a batch oneMath routine"
+    ``oneapi::math::batch_error``", "Reports errors that have occurred inside a batch oneMath routine"
 
 
 .. _onemath_lapack_specific_exceptions:
@@ -68,14 +68,14 @@ LAPACK specific exceptions
 
     ".. _onemath_lapack_exception:
 
-    ``oneapi::mkl::lapack::exception``", "Base class for all LAPACK exceptions providing access to info code familiar to users of conventional LAPACK API. All LAPACK related exceptions can be handled with catch block for this class."
+    ``oneapi::math::lapack::exception``", "Base class for all LAPACK exceptions providing access to info code familiar to users of conventional LAPACK API. All LAPACK related exceptions can be handled with catch block for this class."
     ".. _onemath_lapack_exception_invalid_argument:
     
-    ``oneapi::mkl::lapack::invalid_argument``", "Reports errors when arguments provided to the LAPACK subroutine are inconsistent or do not match expected values. Class extends base ``oneapi::mkl::invalid_argument`` with ability to access conventional status info code."
+    ``oneapi::math::lapack::invalid_argument``", "Reports errors when arguments provided to the LAPACK subroutine are inconsistent or do not match expected values. Class extends base ``oneapi::math::invalid_argument`` with ability to access conventional status info code."
     ".. _onemath_lapack_exception_computation_error:
     
-    ``oneapi::mkl::lapack::computation_error``", "Reports computation errors that have occurred during call to LAPACK subroutine. Class extends base ``oneapi::mkl::computation_error`` with ability to access conventional status info code familiar to LAPACK users."
+    ``oneapi::math::lapack::computation_error``", "Reports computation errors that have occurred during call to LAPACK subroutine. Class extends base ``oneapi::math::computation_error`` with ability to access conventional status info code familiar to LAPACK users."
     ".. _onemath_lapack_exception_batch_error:
     
-    ``oneapi::mkl::lapack::batch_error``", "Reports errors that have occurred during batch LAPACK computations. Class extends base ``oneapi::mkl::batch_error`` with ability to access individual exception objects for each of the issues observed in a batch and an info code. The info code contains the number of errors that occurred in a batch. Positions of problems in a supplied batch that experienced issues during computations can be retrieved with `ids()` method, and list of particular exceptions can be obtained with `exceptions()` method of the exception object. Possible exceptions for a batch are documented for corresponding non-batch API."
+    ``oneapi::math::lapack::batch_error``", "Reports errors that have occurred during batch LAPACK computations. Class extends base ``oneapi::math::batch_error`` with ability to access individual exception objects for each of the issues observed in a batch and an info code. The info code contains the number of errors that occurred in a batch. Positions of problems in a supplied batch that experienced issues during computations can be retrieved with `ids()` method, and list of particular exceptions can be obtained with `exceptions()` method of the exception object. Possible exceptions for a batch are documented for corresponding non-batch API."
 
diff --git a/source/elements/oneMath/source/domains/blas/asum.rst b/source/elements/oneMath/source/domains/blas/asum.rst
index 62a73a4185..e3f0bea069 100644
--- a/source/elements/oneMath/source/domains/blas/asum.rst
+++ b/source/elements/oneMath/source/domains/blas/asum.rst
@@ -48,7 +48,7 @@ asum (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void asum(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -57,7 +57,7 @@ asum (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void asum(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -97,19 +97,19 @@ asum (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_asum_usm:
@@ -121,7 +121,7 @@ asum (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event asum(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -131,7 +131,7 @@ asum (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event asum(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -184,20 +184,20 @@ asum (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/axpby.rst b/source/elements/oneMath/source/domains/blas/axpby.rst
index 15db2e6f90..5fddcf2272 100644
--- a/source/elements/oneMath/source/domains/blas/axpby.rst
+++ b/source/elements/oneMath/source/domains/blas/axpby.rst
@@ -41,7 +41,7 @@ axpby (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void axpby(sycl::queue &queue,
                  std::int64_t n,
                  T alpha,
@@ -51,7 +51,7 @@ axpby (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void axpby(sycl::queue &queue,
                  std::int64_t n,
                  T alpha,
@@ -105,15 +105,15 @@ axpby (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
 .. _onemath_blas_axpby_usm:
 
@@ -124,7 +124,7 @@ axpby (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event axpby(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -135,7 +135,7 @@ axpby (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event axpby(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -200,15 +200,15 @@ axpby (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
    **Parent topic:** :ref:`blas-like-extensions`
 
diff --git a/source/elements/oneMath/source/domains/blas/axpy.rst b/source/elements/oneMath/source/domains/blas/axpy.rst
index 8d9fd57f4d..fa998673b9 100644
--- a/source/elements/oneMath/source/domains/blas/axpy.rst
+++ b/source/elements/oneMath/source/domains/blas/axpy.rst
@@ -48,7 +48,7 @@ axpy (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void axpy(sycl::queue &queue,
                  std::int64_t n,
                  T alpha,
@@ -59,7 +59,7 @@ axpy (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void axpy(sycl::queue &queue,
                  std::int64_t n,
                  T alpha,
@@ -111,19 +111,19 @@ axpy (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_axpy_usm:
@@ -135,7 +135,7 @@ axpy (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event axpy(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -147,7 +147,7 @@ axpy (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event axpy(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -212,20 +212,20 @@ axpy (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/axpy_batch.rst b/source/elements/oneMath/source/domains/blas/axpy_batch.rst
index e9b6440f1a..6896b280f3 100644
--- a/source/elements/oneMath/source/domains/blas/axpy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/axpy_batch.rst
@@ -57,7 +57,7 @@ where:
  
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void axpy_batch(sycl::queue &queue,
                        std::int64_t n,
                        T alpha,
@@ -73,7 +73,7 @@ where:
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void axpy_batch(sycl::queue &queue,
                        std::int64_t n,
                        T alpha,
@@ -136,19 +136,19 @@ where:
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_axpy_batch_usm:
@@ -202,7 +202,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event axpy_batch(sycl::queue &queue,
                               const std::int64_t *n,
                               const T *alpha,
@@ -216,7 +216,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event axpy_batch(sycl::queue &queue,
                               const std::int64_t *n,
                               const T *alpha,
@@ -289,7 +289,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event axpy_batch(sycl::queue &queue,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -304,7 +304,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event axpy_batch(sycl::queue &queue,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -376,20 +376,20 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:**:ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/copy.rst b/source/elements/oneMath/source/domains/blas/copy.rst
index 634e113f6b..ee108451f5 100644
--- a/source/elements/oneMath/source/domains/blas/copy.rst
+++ b/source/elements/oneMath/source/domains/blas/copy.rst
@@ -42,7 +42,7 @@ copy (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void copy(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -52,7 +52,7 @@ copy (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void copy(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -95,19 +95,19 @@ copy (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_copy_usm:
@@ -119,7 +119,7 @@ copy (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event copy(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -130,7 +130,7 @@ copy (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event copy(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -185,20 +185,20 @@ copy (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/copy_batch.rst b/source/elements/oneMath/source/domains/blas/copy_batch.rst
index 9b44e940ca..2ada0ad075 100644
--- a/source/elements/oneMath/source/domains/blas/copy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/copy_batch.rst
@@ -55,7 +55,7 @@ where:
  
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void copy_batch(sycl::queue &queue,
                        std::int64_t n,
                        sycl::buffer<T,
@@ -70,7 +70,7 @@ where:
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void copy_batch(sycl::queue &queue,
                        std::int64_t n,
                        sycl::buffer<T,
@@ -128,19 +128,19 @@ where:
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_copy_batch_usm:
@@ -192,7 +192,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event copy_batch(sycl::queue &queue,
                               const std::int64_t *n,
                               const T **x,
@@ -205,7 +205,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event copy_batch(sycl::queue &queue,
                               const std::int64_t *n,
                               const T **x,
@@ -273,7 +273,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event copy_batch(sycl::queue &queue,
                               std::int64_t n,
                               const T *x,
@@ -287,7 +287,7 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event copy_batch(sycl::queue &queue,
                               std::int64_t n,
                               const T *x,
@@ -354,20 +354,20 @@ The total number of vectors in ``x`` and ``y`` are given by the ``batch_size`` p
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:**:ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/dgmm_batch.rst b/source/elements/oneMath/source/domains/blas/dgmm_batch.rst
index e8572fc422..6a2480c9e5 100644
--- a/source/elements/oneMath/source/domains/blas/dgmm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/dgmm_batch.rst
@@ -61,9 +61,9 @@ of matrices in ``a`` and ``x`` buffers is given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void dgmm_batch(sycl::queue &queue,
-                       oneapi::mkl::side left_right,
+                       oneapi::math::side left_right,
                        std::int64_t m,
                        std::int64_t n,
                        sycl::buffer<T,1> &a,
@@ -79,9 +79,9 @@ of matrices in ``a`` and ``x`` buffers is given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void dgmm_batch(sycl::queue &queue,
-                       oneapi::mkl::side left_right,
+                       oneapi::math::side left_right,
                        std::int64_t m,
                        std::int64_t n,
                        sycl::buffer<T,1> &a,
@@ -171,19 +171,19 @@ of matrices in ``a`` and ``x`` buffers is given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_dgmm_batch_usm:
@@ -203,7 +203,7 @@ The group API operation is defined as:
        for j = 0 … group_size – 1
            a and c are matrices of size mxn at position idx in a_array and c_array
            x is a vector of size m or n depending on left_right, at position idx in x_array
-           if (left_right == oneapi::mkl::side::left)
+           if (left_right == oneapi::math::side::left)
                c := diag(x) * a
            else
                c := a * diag(x)
@@ -246,9 +246,9 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
    
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event dgmm_batch(sycl::queue &queue,
-                              const oneapi::mkl::side *left_right,
+                              const oneapi::math::side *left_right,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T **a,
@@ -263,9 +263,9 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event dgmm_batch(sycl::queue &queue,
-                              const oneapi::mkl::side *left_right,
+                              const oneapi::math::side *left_right,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T **a,
@@ -370,9 +370,9 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event dgmm_batch(sycl::queue &queue,
-                              oneapi::mkl::side left_right,
+                              oneapi::math::side left_right,
                               std::int64_t m,
                               std::int64_t n,
                               const T *a,
@@ -389,9 +389,9 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event dgmm_batch(sycl::queue &queue,
-                              oneapi::mkl::side left_right,
+                              oneapi::math::side left_right,
                               std::int64_t m,
                               std::int64_t n,
                               const T *a,
@@ -488,20 +488,20 @@ in ``a`` and ``x`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/dot.rst b/source/elements/oneMath/source/domains/blas/dot.rst
index ad528d808a..103159eb15 100644
--- a/source/elements/oneMath/source/domains/blas/dot.rst
+++ b/source/elements/oneMath/source/domains/blas/dot.rst
@@ -54,7 +54,7 @@ dot (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void dot(sycl::queue &queue,
                 std::int64_t n,
                 sycl::buffer<T,1> &x,
@@ -65,7 +65,7 @@ dot (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void dot(sycl::queue &queue,
                 std::int64_t n,
                 sycl::buffer<T,1> &x,
@@ -114,19 +114,19 @@ dot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_dot_usm:
@@ -138,7 +138,7 @@ dot (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event dot(sycl::queue &queue,
                        std::int64_t n,
                        const T *x,
@@ -150,7 +150,7 @@ dot (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event dot(sycl::queue &queue,
                        std::int64_t n,
                        const T *x,
@@ -212,20 +212,20 @@ dot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/dotc.rst b/source/elements/oneMath/source/domains/blas/dotc.rst
index 4694e4ab43..002e81b860 100644
--- a/source/elements/oneMath/source/domains/blas/dotc.rst
+++ b/source/elements/oneMath/source/domains/blas/dotc.rst
@@ -38,7 +38,7 @@ dotc (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void dotc(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -49,7 +49,7 @@ dotc (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void dotc(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -98,19 +98,19 @@ dotc (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_dotc_usm:
@@ -122,7 +122,7 @@ dotc (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void dotc(sycl::queue &queue,
                  std::int64_t n,
                  const T *x,
@@ -134,7 +134,7 @@ dotc (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void dotc(sycl::queue &queue,
                  std::int64_t n,
                  const T *x,
@@ -196,20 +196,20 @@ dotc (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/dotu.rst b/source/elements/oneMath/source/domains/blas/dotu.rst
index 3b860011da..d1a2dbdf6a 100644
--- a/source/elements/oneMath/source/domains/blas/dotu.rst
+++ b/source/elements/oneMath/source/domains/blas/dotu.rst
@@ -37,7 +37,7 @@ dotu (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void dotu(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -48,7 +48,7 @@ dotu (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void dotu(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -98,19 +98,19 @@ dotu (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_dotu_usm:
@@ -122,7 +122,7 @@ dotu (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event dotu(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -134,7 +134,7 @@ dotu (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event dotu(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -196,20 +196,20 @@ dotu (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/gbmv.rst b/source/elements/oneMath/source/domains/blas/gbmv.rst
index 6852602abc..52111276bb 100644
--- a/source/elements/oneMath/source/domains/blas/gbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/gbmv.rst
@@ -53,9 +53,9 @@ gbmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gbmv(sycl::queue &queue,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::transpose trans,
                  std::int64_t m,
                  std::int64_t n,
                  std::int64_t kl,
@@ -71,9 +71,9 @@ gbmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gbmv(sycl::queue &queue,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::transpose trans,
                  std::int64_t m,
                  std::int64_t n,
                  std::int64_t kl,
@@ -164,19 +164,19 @@ gbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gbmv_usm:
@@ -188,9 +188,9 @@ gbmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gbmv(sycl::queue &queue,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::transpose trans,
                         std::int64_t m,
                         std::int64_t n,
                         std::int64_t kl,
@@ -207,9 +207,9 @@ gbmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gbmv(sycl::queue &queue,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::transpose trans,
                         std::int64_t m,
                         std::int64_t n,
                         std::int64_t kl,
@@ -312,20 +312,20 @@ gbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/gemm.rst b/source/elements/oneMath/source/domains/blas/gemm.rst
index e2b9cd6168..7c8b0cc45f 100644
--- a/source/elements/oneMath/source/domains/blas/gemm.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm.rst
@@ -99,10 +99,10 @@ gemm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemm(sycl::queue &queue,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::transpose transb,
+                 oneapi::math::transpose transa,
+                 oneapi::math::transpose transb,
                  std::int64_t m,
                  std::int64_t n,
                  std::int64_t k,
@@ -117,10 +117,10 @@ gemm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemm(sycl::queue &queue,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::transpose transb,
+                 oneapi::math::transpose transa,
+                 oneapi::math::transpose transb,
                  std::int64_t m,
                  std::int64_t n,
                  std::int64_t k,
@@ -277,19 +277,19 @@ gemm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemm_usm:
@@ -301,10 +301,10 @@ gemm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemm(sycl::queue &queue,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::transpose transb,
+                        oneapi::math::transpose transa,
+                        oneapi::math::transpose transb,
                         std::int64_t m,
                         std::int64_t n,
                         std::int64_t k,
@@ -320,10 +320,10 @@ gemm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemm(sycl::queue &queue,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::transpose transb,
+                        oneapi::math::transpose transa,
+                        oneapi::math::transpose transb,
                         std::int64_t m,
                         std::int64_t n,
                         std::int64_t k,
@@ -497,19 +497,19 @@ gemm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/gemm_batch.rst b/source/elements/oneMath/source/domains/blas/gemm_batch.rst
index 39dbce91f7..690e725cda 100644
--- a/source/elements/oneMath/source/domains/blas/gemm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm_batch.rst
@@ -109,10 +109,10 @@ of matrices in ``a``, ``b`` and ``c`` buffers is given by the ``batch_size`` par
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemm_batch(sycl::queue &queue,
-                       oneapi::mkl::transpose transa,
-                       oneapi::mkl::transpose transb,
+                       oneapi::math::transpose transa,
+                       oneapi::math::transpose transb,
                        std::int64_t m,
                        std::int64_t n,
                        std::int64_t k,
@@ -131,10 +131,10 @@ of matrices in ``a``, ``b`` and ``c`` buffers is given by the ``batch_size`` par
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemm_batch(sycl::queue &queue,
-                       oneapi::mkl::transpose transa,
-                       oneapi::mkl::transpose transb,
+                       oneapi::math::transpose transa,
+                       oneapi::math::transpose transb,
                        std::int64_t m,
                        std::int64_t n,
                        std::int64_t k,
@@ -265,19 +265,19 @@ of matrices in ``a``, ``b`` and ``c`` buffers is given by the ``batch_size`` par
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemm_batch_usm:
@@ -356,10 +356,10 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
    
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemm_batch(sycl::queue &queue,
-                              const oneapi::mkl::transpose *transa,
-                              const oneapi::mkl::transpose *transb,
+                              const oneapi::math::transpose *transa,
+                              const oneapi::math::transpose *transb,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const std::int64_t *k,
@@ -376,8 +376,8 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
                               const std::vector<sycl::event> &dependencies = {})
 
        sycl::event gemm_batch(sycl::queue &queue,
-                              const sycl::span<oneapi::mkl::transpose> &transa,
-                              const sycl::span<oneapi::mkl::transpose> &transb,
+                              const sycl::span<oneapi::math::transpose> &transa,
+                              const sycl::span<oneapi::math::transpose> &transb,
                               const sycl::span<std::int64_t> &m,
                               const sycl::span<std::int64_t> &n,
                               const sycl::span<std::int64_t> &k,
@@ -395,10 +395,10 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemm_batch(sycl::queue &queue,
-                              const oneapi::mkl::transpose *transa,
-                              const oneapi::mkl::transpose *transb,
+                              const oneapi::math::transpose *transa,
+                              const oneapi::math::transpose *transb,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const std::int64_t *k,
@@ -415,8 +415,8 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
                               const std::vector<sycl::event> &dependencies = {})
 
        sycl::event gemm_batch(sycl::queue &queue,
-                              const sycl::span<oneapi::mkl::transpose> &transa,
-                              const sycl::span<oneapi::mkl::transpose> &transb,
+                              const sycl::span<oneapi::math::transpose> &transa,
+                              const sycl::span<oneapi::math::transpose> &transb,
                               const sycl::span<std::int64_t> &m,
                               const sycl::span<std::int64_t> &n,
                               const sycl::span<std::int64_t> &k,
@@ -441,11 +441,11 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
       The queue where the routine should be executed.
 
    transa
-      Array or span of ``group_count`` ``oneapi::mkl::transpose`` values. ``transa[i]`` specifies the form of op(``A``) used in
+      Array or span of ``group_count`` ``oneapi::math::transpose`` values. ``transa[i]`` specifies the form of op(``A``) used in
       the matrix multiplication in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    transb
-      Array or span of ``group_count`` ``oneapi::mkl::transpose`` values. ``transb[i]`` specifies the form of op(``B``) used in
+      Array or span of ``group_count`` ``oneapi::math::transpose`` values. ``transb[i]`` specifies the form of op(``B``) used in
       the matrix multiplication in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
@@ -586,10 +586,10 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemm_batch(sycl::queue &queue,
-                              oneapi::mkl::transpose transa,
-                              oneapi::mkl::transpose transb,
+                              oneapi::math::transpose transa,
+                              oneapi::math::transpose transb,
                               std::int64_t m,
                               std::int64_t n,
                               std::int64_t k,
@@ -609,10 +609,10 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemm_batch(sycl::queue &queue,
-                              oneapi::mkl::transpose transa,
-                              oneapi::mkl::transpose transb,
+                              oneapi::math::transpose transa,
+                              oneapi::math::transpose transb,
                               std::int64_t m,
                               std::int64_t n,
                               std::int64_t k,
@@ -751,20 +751,20 @@ in ``a``, ``b`` and ``c`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/gemm_bias.rst b/source/elements/oneMath/source/domains/blas/gemm_bias.rst
index 4007fe561a..0ecb073a7b 100644
--- a/source/elements/oneMath/source/domains/blas/gemm_bias.rst
+++ b/source/elements/oneMath/source/domains/blas/gemm_bias.rst
@@ -65,11 +65,11 @@ gemm_bias (Buffer Version)
       
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemm_bias(sycl::queue &queue,
-                      oneapi::mkl::transpose transa,
-                      oneapi::mkl::transpose transb,
-                      oneapi::mkl::offset offset_type,
+                      oneapi::math::transpose transa,
+                      oneapi::math::transpose transb,
+                      oneapi::math::offset offset_type,
                       std::int64_t m,
                       std::int64_t n,
                       std::int64_t k,
@@ -87,11 +87,11 @@ gemm_bias (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemm_bias(sycl::queue &queue,
-                      oneapi::mkl::transpose transa,
-                      oneapi::mkl::transpose transb,
-                      oneapi::mkl::offset offset_type,
+                      oneapi::math::transpose transa,
+                      oneapi::math::transpose transb,
+                      oneapi::math::offset offset_type,
                       std::int64_t m,
                       std::int64_t n,
                       std::int64_t k,
@@ -279,19 +279,19 @@ gemm_bias (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemm_bias_usm:
@@ -303,11 +303,11 @@ gemm_bias (USM Version)
       
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemm_bias(sycl::queue &queue,
-                             oneapi::mkl::transpose transa,
-                             oneapi::mkl::transpose transb,
-                             oneapi::mkl::offset offset_type,
+                             oneapi::math::transpose transa,
+                             oneapi::math::transpose transb,
+                             oneapi::math::offset offset_type,
                              std::int64_t m,
                              std::int64_t n,
                              std::int64_t k,
@@ -326,11 +326,11 @@ gemm_bias (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemm_bias(sycl::queue &queue,
-                             oneapi::mkl::transpose transa,
-                             oneapi::mkl::transpose transb,
-                             oneapi::mkl::offset offset_type,
+                             oneapi::math::transpose transa,
+                             oneapi::math::transpose transb,
+                             oneapi::math::offset offset_type,
                              std::int64_t m,
                              std::int64_t n,
                              std::int64_t k,
@@ -529,20 +529,20 @@ gemm_bias (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/gemmt.rst b/source/elements/oneMath/source/domains/blas/gemmt.rst
index cfa6aec27f..e876ce7a06 100644
--- a/source/elements/oneMath/source/domains/blas/gemmt.rst
+++ b/source/elements/oneMath/source/domains/blas/gemmt.rst
@@ -54,11 +54,11 @@ gemmt (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemmt(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose transa,
-                  oneapi::mkl::transpose transb,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose transa,
+                  oneapi::math::transpose transb,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -72,11 +72,11 @@ gemmt (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemmt(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose transa,
-                  oneapi::mkl::transpose transb,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose transa,
+                  oneapi::math::transpose transb,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -228,19 +228,19 @@ gemmt (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemmt_usm:
@@ -252,11 +252,11 @@ gemmt (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemmt(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose transa,
-                         oneapi::mkl::transpose transb,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose transa,
+                         oneapi::math::transpose transb,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -271,11 +271,11 @@ gemmt (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemmt(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose transa,
-                         oneapi::mkl::transpose transb,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose transa,
+                         oneapi::math::transpose transb,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -444,20 +444,20 @@ gemmt (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/gemv.rst b/source/elements/oneMath/source/domains/blas/gemv.rst
index 3548411630..8aae56c0c6 100644
--- a/source/elements/oneMath/source/domains/blas/gemv.rst
+++ b/source/elements/oneMath/source/domains/blas/gemv.rst
@@ -50,9 +50,9 @@ gemv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemv(sycl::queue &queue,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::transpose trans,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -66,9 +66,9 @@ gemv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemv(sycl::queue &queue,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::transpose trans,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -148,19 +148,19 @@ gemv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemv_usm:
@@ -172,9 +172,9 @@ gemv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemv(sycl::queue &queue,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::transpose trans,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -189,9 +189,9 @@ gemv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemv(sycl::queue &queue,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::transpose trans,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -287,20 +287,20 @@ gemv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/gemv_batch.rst b/source/elements/oneMath/source/domains/blas/gemv_batch.rst
index ec0c0fae43..17b64eff9a 100644
--- a/source/elements/oneMath/source/domains/blas/gemv_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/gemv_batch.rst
@@ -66,9 +66,9 @@ parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gemv_batch(sycl::queue &queue,
-                       oneapi::mkl::transpose trans,
+                       oneapi::math::transpose trans,
                        std::int64_t m,
                        std::int64_t n,
                        T alpha,
@@ -86,9 +86,9 @@ parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gemv_batch(sycl::queue &queue,
-                       oneapi::mkl::transpose trans,
+                       oneapi::math::transpose trans,
                        std::int64_t m,
                        std::int64_t n,
                        T alpha,
@@ -174,19 +174,19 @@ parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gemv_batch_usm:
@@ -247,9 +247,9 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
    
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemv_batch(sycl::queue &queue,
-                              const oneapi::mkl::transpose *trans,
+                              const oneapi::math::transpose *trans,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T *alpha,
@@ -266,9 +266,9 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemv_batch(sycl::queue &queue,
-                              const oneapi::mkl::transpose *trans,
+                              const oneapi::math::transpose *trans,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T *alpha,
@@ -292,7 +292,7 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
       The queue where the routine should be executed.
 
    trans
-      Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
+      Array of ``group_count`` ``oneapi::math::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
       the matrix-vector product in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
@@ -375,9 +375,9 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gemv_batch(sycl::queue &queue,
-                              oneapi::mkl::transpose trans,
+                              oneapi::math::transpose trans,
                               std::int64_t m,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -396,9 +396,9 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gemv_batch(sycl::queue &queue,
-                              oneapi::mkl::transpose trans,
+                              oneapi::math::transpose trans,
                               std::int64_t m,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -492,20 +492,20 @@ total number of vectors in ``x`` and ``y`` and matrices in ``A`` are given by th
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/ger.rst b/source/elements/oneMath/source/domains/blas/ger.rst
index c2f1437396..f1c8d81c7c 100644
--- a/source/elements/oneMath/source/domains/blas/ger.rst
+++ b/source/elements/oneMath/source/domains/blas/ger.rst
@@ -48,7 +48,7 @@ ger (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void ger(sycl::queue &queue,
                 std::int64_t m,
                 std::int64_t n,
@@ -62,7 +62,7 @@ ger (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void ger(sycl::queue &queue,
                 std::int64_t m,
                 std::int64_t n,
@@ -131,19 +131,19 @@ ger (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_ger_usm:
@@ -155,7 +155,7 @@ ger (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event ger(sycl::queue &queue,
                        std::int64_t m,
                        std::int64_t n,
@@ -170,7 +170,7 @@ ger (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event ger(sycl::queue &queue,
                        std::int64_t m,
                        std::int64_t n,
@@ -251,20 +251,20 @@ ger (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/gerc.rst b/source/elements/oneMath/source/domains/blas/gerc.rst
index 66cb03cf8b..0946ade3fc 100644
--- a/source/elements/oneMath/source/domains/blas/gerc.rst
+++ b/source/elements/oneMath/source/domains/blas/gerc.rst
@@ -49,7 +49,7 @@ gerc (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void gerc(sycl::queue &queue,
                  std::int64_t m,
                  std::int64_t n,
@@ -63,7 +63,7 @@ gerc (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void gerc(sycl::queue &queue,
                  std::int64_t m,
                  std::int64_t n,
@@ -133,19 +133,19 @@ gerc (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_gerc_usm:
@@ -157,7 +157,7 @@ gerc (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event gerc(sycl::queue &queue,
                         std::int64_t m,
                         std::int64_t n,
@@ -172,7 +172,7 @@ gerc (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event gerc(sycl::queue &queue,
                         std::int64_t m,
                         std::int64_t n,
@@ -254,20 +254,20 @@ gerc (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/geru.rst b/source/elements/oneMath/source/domains/blas/geru.rst
index 274c8870c3..fec5fae70b 100644
--- a/source/elements/oneMath/source/domains/blas/geru.rst
+++ b/source/elements/oneMath/source/domains/blas/geru.rst
@@ -48,7 +48,7 @@ geru (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void geru(sycl::queue &queue,
                  std::int64_t m,
                  std::int64_t n,
@@ -62,7 +62,7 @@ geru (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void geru(sycl::queue &queue,
                  std::int64_t m,
                  std::int64_t n,
@@ -131,19 +131,19 @@ geru (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_geru_usm:
@@ -155,7 +155,7 @@ geru (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event geru(sycl::queue &queue,
                         std::int64_t m,
                         std::int64_t n,
@@ -170,7 +170,7 @@ geru (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event geru(sycl::queue &queue,
                         std::int64_t m,
                         std::int64_t n,
@@ -252,20 +252,20 @@ geru (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hbmv.rst b/source/elements/oneMath/source/domains/blas/hbmv.rst
index 17c16a6056..4c44e3bb05 100644
--- a/source/elements/oneMath/source/domains/blas/hbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/hbmv.rst
@@ -48,9 +48,9 @@ hbmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -64,9 +64,9 @@ hbmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -140,19 +140,19 @@ hbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hbmv_usm:
@@ -164,9 +164,9 @@ hbmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -181,9 +181,9 @@ hbmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -271,20 +271,20 @@ hbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hemm.rst b/source/elements/oneMath/source/domains/blas/hemm.rst
index 280b59ca56..f16efb752b 100644
--- a/source/elements/oneMath/source/domains/blas/hemm.rst
+++ b/source/elements/oneMath/source/domains/blas/hemm.rst
@@ -59,10 +59,10 @@ hemm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hemm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -76,10 +76,10 @@ hemm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hemm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -180,19 +180,19 @@ hemm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hemm_usm:
@@ -204,10 +204,10 @@ hemm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hemm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -222,10 +222,10 @@ hemm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hemm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -340,20 +340,20 @@ hemm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hemv.rst b/source/elements/oneMath/source/domains/blas/hemv.rst
index c324466e23..264506b78b 100644
--- a/source/elements/oneMath/source/domains/blas/hemv.rst
+++ b/source/elements/oneMath/source/domains/blas/hemv.rst
@@ -47,9 +47,9 @@ hemv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hemv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -62,9 +62,9 @@ hemv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hemv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -133,19 +133,19 @@ hemv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hemv_usm:
@@ -157,9 +157,9 @@ hemv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hemv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -173,9 +173,9 @@ hemv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hemv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -257,20 +257,20 @@ hemv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/her.rst b/source/elements/oneMath/source/domains/blas/her.rst
index d6010cfef5..b7bd9a474e 100644
--- a/source/elements/oneMath/source/domains/blas/her.rst
+++ b/source/elements/oneMath/source/domains/blas/her.rst
@@ -49,9 +49,9 @@ her (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void her(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 Treal alpha,
                 sycl::buffer<T,1> &x,
@@ -61,9 +61,9 @@ her (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void her(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 Treal alpha,
                 sycl::buffer<T,1> &x,
@@ -123,19 +123,19 @@ her (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_her_usm:
@@ -147,9 +147,9 @@ her (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event her(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<Treal> alpha,
                        const T *x,
@@ -160,9 +160,9 @@ her (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event her(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<Treal> alpha,
                        const T *x,
@@ -234,20 +234,20 @@ her (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/her2.rst b/source/elements/oneMath/source/domains/blas/her2.rst
index 4035acec4f..566f6478ec 100644
--- a/source/elements/oneMath/source/domains/blas/her2.rst
+++ b/source/elements/oneMath/source/domains/blas/her2.rst
@@ -46,9 +46,9 @@ her2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void her2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -60,9 +60,9 @@ her2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void her2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -132,19 +132,19 @@ her2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_her2_usm:
@@ -156,9 +156,9 @@ her2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event her2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -171,9 +171,9 @@ her2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event her2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -256,20 +256,20 @@ her2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/her2k.rst b/source/elements/oneMath/source/domains/blas/her2k.rst
index 8f9c8ce84d..960edda013 100644
--- a/source/elements/oneMath/source/domains/blas/her2k.rst
+++ b/source/elements/oneMath/source/domains/blas/her2k.rst
@@ -61,10 +61,10 @@ her2k (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void her2k(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose trans,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose trans,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -78,10 +78,10 @@ her2k (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void her2k(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose trans,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose trans,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -223,19 +223,19 @@ her2k (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_her2k_usm:
@@ -247,10 +247,10 @@ her2k (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event her2k(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose trans,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose trans,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -265,10 +265,10 @@ her2k (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event her2k(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose trans,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose trans,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -422,20 +422,20 @@ her2k (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/herk.rst b/source/elements/oneMath/source/domains/blas/herk.rst
index bb4298f190..0e59a509a6 100644
--- a/source/elements/oneMath/source/domains/blas/herk.rst
+++ b/source/elements/oneMath/source/domains/blas/herk.rst
@@ -51,10 +51,10 @@ herk (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void herk(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
                  std::int64_t n,
                  std::int64_t k,
                  Treal alpha,
@@ -66,10 +66,10 @@ herk (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void herk(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
                  std::int64_t n,
                  std::int64_t k,
                  Treal alpha,
@@ -174,19 +174,19 @@ herk (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_herk_usm:
@@ -198,10 +198,10 @@ herk (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event herk(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<Treal> alpha,
@@ -214,10 +214,10 @@ herk (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event herk(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<Treal> alpha,
@@ -333,20 +333,20 @@ herk (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hpmv.rst b/source/elements/oneMath/source/domains/blas/hpmv.rst
index 52f28a5e53..cb2c4e5a19 100644
--- a/source/elements/oneMath/source/domains/blas/hpmv.rst
+++ b/source/elements/oneMath/source/domains/blas/hpmv.rst
@@ -47,9 +47,9 @@ hpmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hpmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -61,9 +61,9 @@ hpmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hpmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -130,19 +130,19 @@ hpmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hpmv_usm:
@@ -154,9 +154,9 @@ hpmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hpmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -169,9 +169,9 @@ hpmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hpmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -252,20 +252,20 @@ hpmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hpr.rst b/source/elements/oneMath/source/domains/blas/hpr.rst
index 26b5189e4a..c1891d6265 100644
--- a/source/elements/oneMath/source/domains/blas/hpr.rst
+++ b/source/elements/oneMath/source/domains/blas/hpr.rst
@@ -49,9 +49,9 @@ hpr (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hpr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 Treal alpha,
                 sycl::buffer<T,1> &x,
@@ -60,9 +60,9 @@ hpr (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hpr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 Treal alpha,
                 sycl::buffer<T,1> &x,
@@ -120,19 +120,19 @@ hpr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hpr_usm:
@@ -144,9 +144,9 @@ hpr (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hpr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<Treal> alpha,
                        const T *x,
@@ -156,9 +156,9 @@ hpr (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hpr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<Treal> alpha,
                        const T *x,
@@ -229,20 +229,20 @@ hpr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/hpr2.rst b/source/elements/oneMath/source/domains/blas/hpr2.rst
index 55556daca0..ce5bb506ad 100644
--- a/source/elements/oneMath/source/domains/blas/hpr2.rst
+++ b/source/elements/oneMath/source/domains/blas/hpr2.rst
@@ -46,9 +46,9 @@ hpr2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void hpr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -59,9 +59,9 @@ hpr2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void hpr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -129,19 +129,19 @@ hpr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_hpr2_usm:
@@ -153,9 +153,9 @@ hpr2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event hpr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -167,9 +167,9 @@ hpr2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event hpr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -251,20 +251,20 @@ hpr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/iamax.rst b/source/elements/oneMath/source/domains/blas/iamax.rst
index 694a3c890e..4cc5b4c6a9 100644
--- a/source/elements/oneMath/source/domains/blas/iamax.rst
+++ b/source/elements/oneMath/source/domains/blas/iamax.rst
@@ -18,8 +18,8 @@ has the maximum absolute value of all elements in vector ``x`` (real
 variants), or such that (\|Re(``x[i]``)\| + \|Im(``x[i]``)\|) is maximal
 (complex variants).
 
-The index is zero-based if ``base`` is set to ``oneapi::mkl::index_base::zero`` (default)
-or one-based if it is set to ``oneapi::mkl::index_base::one``.
+The index is zero-based if ``base`` is set to ``oneapi::math::index_base::zero`` (default)
+or one-based if it is set to ``oneapi::math::index_base::one``.
 
 If either ``n`` or ``incx`` is not positive, the routine returns
 ``0``, regardless of the base of the index selected.
@@ -50,23 +50,23 @@ iamax (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void iamax(sycl::queue &queue,
                   std::int64_t n,
                   sycl::buffer<T,1> &x,
                   std::int64_t incx,
                   sycl::buffer<std::int64_t,1> &result,
-                  oneapi::mkl::index_base base = oneapi::mkl::index_base::zero)
+                  oneapi::math::index_base base = oneapi::math::index_base::zero)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void iamax(sycl::queue &queue,
                   std::int64_t n,
                   sycl::buffer<T,1> &x,
                   std::int64_t incx,
                   sycl::buffer<std::int64_t,1> &result,
-                  oneapi::mkl::index_base base = oneapi::mkl::index_base::zero)
+                  oneapi::math::index_base base = oneapi::math::index_base::zero)
    }
 
 .. container:: section
@@ -105,19 +105,19 @@ iamax (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_iamax_usm:
@@ -129,24 +129,24 @@ iamax (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event iamax(sycl::queue &queue,
                          std::int64_t n,
                          const T *x,
                          std::int64_t incx,
                          std::int64_t *result,
-                         oneapi::mkl::index_base base = oneapi::mkl::index_base::zero,
+                         oneapi::math::index_base base = oneapi::math::index_base::zero,
                          const std::vector<sycl::event> &dependencies = {})
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event iamax(sycl::queue &queue,
                          std::int64_t n,
                          const T *x,
                          std::int64_t incx,
                          std::int64_t *result,
-                         oneapi::mkl::index_base base = oneapi::mkl::index_base::zero,
+                         oneapi::math::index_base base = oneapi::math::index_base::zero,
                          const std::vector<sycl::event> &dependencies = {})
    }
 
@@ -197,20 +197,20 @@ iamax (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/iamin.rst b/source/elements/oneMath/source/domains/blas/iamin.rst
index 62a5130d69..031d5ebf97 100644
--- a/source/elements/oneMath/source/domains/blas/iamin.rst
+++ b/source/elements/oneMath/source/domains/blas/iamin.rst
@@ -18,8 +18,8 @@ the minimum absolute value of all elements in vector ``x`` (real
 variants), or such that (\|Re(``x[i]``)\| + \|Im(``x[i]``)\|) is minimal
 (complex variants).
 
-The index is zero-based if ``base`` is set to ``oneapi::mkl::index_base::zero`` (default)
-or one-based if it is set to ``oneapi::mkl::index_base::one``.
+The index is zero-based if ``base`` is set to ``oneapi::math::index_base::zero`` (default)
+or one-based if it is set to ``oneapi::math::index_base::one``.
 
 If either ``n`` or ``incx`` is not positive, the routine returns
 ``0``, regardless of the base of the index selected.
@@ -51,23 +51,23 @@ iamin (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void iamin(sycl::queue &queue,
                   std::int64_t n,
                   sycl::buffer<T,1> &x,
                   std::int64_t incx,
                   sycl::buffer<std::int64_t,1> &result,
-                  oneapi::mkl::index_base base = oneapi::mkl::index_base::zero)
+                  oneapi::math::index_base base = oneapi::math::index_base::zero)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void iamin(sycl::queue &queue,
                   std::int64_t n,
                   sycl::buffer<T,1> &x,
                   std::int64_t incx,
                   sycl::buffer<std::int64_t,1> &result,
-                  oneapi::mkl::index_base base = oneapi::mkl::index_base::zero)
+                  oneapi::math::index_base base = oneapi::math::index_base::zero)
    }
 
 .. container:: section
@@ -106,19 +106,19 @@ iamin (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_iamin_usm:
@@ -130,24 +130,24 @@ iamin (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event iamin(sycl::queue &queue,
                          std::int64_t n,
                          const T *x,
                          std::int64_t incx,
                          std::int64_t *result,
-                         oneapi::mkl::index_base base = oneapi::mkl::index_base::zero,
+                         oneapi::math::index_base base = oneapi::math::index_base::zero,
                          const std::vector<sycl::event> &dependencies = {})
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event iamin(sycl::queue &queue,
                          std::int64_t n,
                          const T *x,
                          std::int64_t incx,
                          std::int64_t *result,
-                         oneapi::mkl::index_base base = oneapi::mkl::index_base::zero,
+                         oneapi::math::index_base base = oneapi::math::index_base::zero,
                          const std::vector<sycl::event> &dependencies = {})
    }
 
@@ -198,20 +198,20 @@ iamin (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/imatcopy.rst b/source/elements/oneMath/source/domains/blas/imatcopy.rst
index cd81148fad..dc5c14bef5 100644
--- a/source/elements/oneMath/source/domains/blas/imatcopy.rst
+++ b/source/elements/oneMath/source/domains/blas/imatcopy.rst
@@ -53,9 +53,9 @@ imatcopy (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void imatcopy(sycl::queue &queue,
-                     oneapi::mkl::transpose trans,
+                     oneapi::math::transpose trans,
                      std::int64_t m,
                      std::int64_t n,
                      T alpha,
@@ -65,9 +65,9 @@ imatcopy (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void imatcopy(sycl::queue &queue,
-                     oneapi::mkl::transpose trans,
+                     oneapi::math::transpose trans,
                      std::int64_t m,
                      std::int64_t n,
                      T alpha,
@@ -149,19 +149,19 @@ imatcopy (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_imatcopy_usm:
@@ -173,9 +173,9 @@ imatcopy (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event imatcopy(sycl::queue &queue,
-                            oneapi::mkl::transpose trans,
+                            oneapi::math::transpose trans,
                             std::int64_t m,
                             std::int64_t n,
                             value_or_pointer<T> alpha,
@@ -185,9 +185,9 @@ imatcopy (USM Version)
                             const std::vector<sycl::event> &dependencies = {});
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event imatcopy(sycl::queue &queue,
-                            oneapi::mkl::transpose trans,
+                            oneapi::math::transpose trans,
                             std::int64_t m,
                             std::int64_t n,
                             value_or_pointer<T> alpha,
@@ -280,19 +280,19 @@ imatcopy (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst b/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
index 336dab8a39..7a74d616e1 100644
--- a/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/imatcopy_batch.rst
@@ -91,9 +91,9 @@ parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void imatcopy_batch(sycl::queue &queue,
-                           oneapi::mkl::transpose trans,
+                           oneapi::math::transpose trans,
                            std::int64_t m,
                            std::int64_t n,
                            T alpha,
@@ -105,9 +105,9 @@ parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void imatcopy_batch(sycl::queue &queue,
-                           oneapi::mkl::transpose trans,
+                           oneapi::math::transpose trans,
                            std::int64_t m,
                            std::int64_t n,
                            T alpha,
@@ -199,19 +199,19 @@ parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_imatcopy_batch_usm:
@@ -274,9 +274,9 @@ matrices is given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        event imatcopy_batch(sycl::queue &queue,
-                            const oneapi::mkl::transpose *trans_array,
+                            const oneapi::math::transpose *trans_array,
                             const std::int64_t *m_array,
                             const std::int64_t *n_array,
                             const T *alpha_array,
@@ -289,9 +289,9 @@ matrices is given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        event imatcopy_batch(sycl::queue &queue,
-                            const oneapi::mkl::transpose *trans_array,
+                            const oneapi::math::transpose *trans_array,
                             const std::int64_t *m_array,
                             const std::int64_t *n_array,
                             const T *alpha_array,
@@ -381,9 +381,9 @@ matrices is given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event imatcopy_batch(sycl::queue &queue,
-                                  oneapi::mkl::transpose trans,
+                                  oneapi::math::transpose trans,
                                   std::int64_t m,
                                   std::int64_t n,
                                   value_or_pointer<T> alpha,
@@ -395,9 +395,9 @@ matrices is given by the ``batch_size`` parameter.
                                   const std::vector<sycl::event> &dependencies = {});
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event imatcopy_batch(sycl::queue &queue,
-                                  oneapi::mkl::transpose trans,
+                                  oneapi::math::transpose trans,
                                   std::int64_t m,
                                   std::int64_t n,
                                   value_or_pointer<T> alpha,
@@ -491,19 +491,19 @@ matrices is given by the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/nrm2.rst b/source/elements/oneMath/source/domains/blas/nrm2.rst
index 35e42b87a0..85e78c61c7 100644
--- a/source/elements/oneMath/source/domains/blas/nrm2.rst
+++ b/source/elements/oneMath/source/domains/blas/nrm2.rst
@@ -52,7 +52,7 @@ nrm2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void nrm2(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -61,7 +61,7 @@ nrm2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void nrm2(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -101,19 +101,19 @@ nrm2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_nrm2_usm:
@@ -125,7 +125,7 @@ nrm2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event nrm2(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -135,7 +135,7 @@ nrm2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event nrm2(sycl::queue &queue,
                         std::int64_t n,
                         const T *x,
@@ -187,20 +187,20 @@ nrm2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/omatadd.rst b/source/elements/oneMath/source/domains/blas/omatadd.rst
index 1fab023270..ee07bfcb5e 100644
--- a/source/elements/oneMath/source/domains/blas/omatadd.rst
+++ b/source/elements/oneMath/source/domains/blas/omatadd.rst
@@ -63,10 +63,10 @@ omatadd (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void omatadd(sycl::queue &queue,
-                    oneapi::mkl::transpose transa,
-                    oneapi::mkl::transpose transb,
+                    oneapi::math::transpose transa,
+                    oneapi::math::transpose transb,
                     std::int64_t m,
                     std::int64_t n,
                     T alpha,
@@ -80,10 +80,10 @@ omatadd (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void omatadd(sycl::queue &queue,
-                    oneapi::mkl::transpose transa,
-                    oneapi::mkl::transpose transb,
+                    oneapi::math::transpose transa,
+                    oneapi::math::transpose transb,
                     std::int64_t m,
                     std::int64_t n,
                     T alpha,
@@ -219,19 +219,19 @@ omatadd (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_omatadd_usm:
@@ -243,10 +243,10 @@ omatadd (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatadd(sycl::queue &queue,
-                           oneapi::mkl::transpose transa,
-                           oneapi::mkl::transpose transb,
+                           oneapi::math::transpose transa,
+                           oneapi::math::transpose transb,
                            std::int64_t m,
                            std::int64_t n,
                            value_or_pointer<T> alpha,
@@ -261,10 +261,10 @@ omatadd (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatadd(sycl::queue &queue,
-                           oneapi::mkl::transpose transa,
-                           oneapi::mkl::transpose transb,
+                           oneapi::math::transpose transa,
+                           oneapi::math::transpose transb,
                            std::int64_t m,
                            std::int64_t n,
                            value_or_pointer<T> alpha,
@@ -411,19 +411,19 @@ omatadd (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/omatadd_batch.rst b/source/elements/oneMath/source/domains/blas/omatadd_batch.rst
index cb2b8c335d..63ba47159c 100644
--- a/source/elements/oneMath/source/domains/blas/omatadd_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/omatadd_batch.rst
@@ -106,10 +106,10 @@ memory, with the exception of the following in-place operations:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void omatadd_batch(sycl::queue &queue,
-                          oneapi::mkl::transpose transa,
-                          oneapi::mkl::transpose transb,
+                          oneapi::math::transpose transa,
+                          oneapi::math::transpose transb,
                           std::int64_t m,
                           std::int64_t n,
                           T alpha,
@@ -127,10 +127,10 @@ memory, with the exception of the following in-place operations:
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void omatadd_batch(sycl::queue &queue,
-                          oneapi::mkl::transpose transa,
-                          oneapi::mkl::transpose transb,
+                          oneapi::math::transpose transa,
+                          oneapi::math::transpose transb,
                           std::int64_t m,
                           std::int64_t n,
                           T alpha,
@@ -282,19 +282,19 @@ memory, with the exception of the following in-place operations:
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_omatadd_batch_usm:
@@ -373,10 +373,10 @@ in-place operations:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatadd_batch(sycl::queue &queue,
-                                 const oneapi::mkl::transpose *transa_array,
-                                 const oneapi::mkl::transpose *transb_array,
+                                 const oneapi::math::transpose *transa_array,
+                                 const oneapi::math::transpose *transb_array,
                                  const std::int64_t *m_array,
                                  const std::int64_t *n_array,
                                  const T *alpha_array,
@@ -393,10 +393,10 @@ in-place operations:
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatadd_batch(sycl::queue &queue,
-                                 const oneapi::mkl::transpose *transa_array,
-                                 const oneapi::mkl::transpose *transb_array,
+                                 const oneapi::math::transpose *transa_array,
+                                 const oneapi::math::transpose *transb_array,
                                  const std::int64_t *m_array,
                                  const std::int64_t *n_array,
                                  const T *alpha_array,
@@ -564,10 +564,10 @@ in-place operations:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatadd_batch(sycl::queue &queue,
-                                 oneapi::mkl::transpose transa,
-                                 oneapi::mkl::transpose transb,
+                                 oneapi::math::transpose transa,
+                                 oneapi::math::transpose transb,
                                  std::int64_t m,
                                  std::int64_t n,
                                  value_or_pointer<T> alpha,
@@ -586,10 +586,10 @@ in-place operations:
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatadd_batch(sycl::queue &queue,
-                                 oneapi::mkl::transpose transa,
-                                 oneapi::mkl::transpose transb,
+                                 oneapi::math::transpose transa,
+                                 oneapi::math::transpose transb,
                                  std::int64_t m,
                                  std::int64_t n,
                                  value_or_pointer<T> alpha,
@@ -752,19 +752,19 @@ in-place operations:
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/omatcopy.rst b/source/elements/oneMath/source/domains/blas/omatcopy.rst
index daef2e2262..af5f9dc148 100644
--- a/source/elements/oneMath/source/domains/blas/omatcopy.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy.rst
@@ -55,9 +55,9 @@ omatcopy (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void omatcopy(sycl::queue &queue,
-                     oneapi::mkl::transpose trans,
+                     oneapi::math::transpose trans,
                      std::int64_t m,
                      std::int64_t n,
                      T alpha,
@@ -68,9 +68,9 @@ omatcopy (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void omatcopy(sycl::queue &queue,
-                     oneapi::mkl::transpose trans,
+                     oneapi::math::transpose trans,
                      std::int64_t m,
                      std::int64_t n,
                      T alpha,
@@ -158,19 +158,19 @@ omatcopy (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_omatcopy_usm:
@@ -182,9 +182,9 @@ omatcopy (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatcopy(sycl::queue &queue,
-                            oneapi::mkl::transpose trans,
+                            oneapi::math::transpose trans,
                             std::int64_t m,
                             std::int64_t n,
                             value_or_pointer<T> alpha,
@@ -196,9 +196,9 @@ omatcopy (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatcopy(sycl::queue &queue,
-                            oneapi::mkl::transpose trans,
+                            oneapi::math::transpose trans,
                             std::int64_t m,
                             std::int64_t n,
                             value_or_pointer<T> alpha,
@@ -297,19 +297,19 @@ omatcopy (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/omatcopy2.rst b/source/elements/oneMath/source/domains/blas/omatcopy2.rst
index ebc8530578..30c9858bc5 100644
--- a/source/elements/oneMath/source/domains/blas/omatcopy2.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy2.rst
@@ -63,9 +63,9 @@ omatcopy2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void omatcopy2(sycl::queue &queue,
-                      oneapi::mkl::transpose trans,
+                      oneapi::math::transpose trans,
                       std::int64_t m,
                       std::int64_t n,
                       T alpha,
@@ -78,9 +78,9 @@ omatcopy2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void omatcopy2(sycl::queue &queue,
-                      oneapi::mkl::transpose trans,
+                      oneapi::math::transpose trans,
                       std::int64_t m,
                       std::int64_t n,
                       T alpha,
@@ -184,19 +184,19 @@ omatcopy2 (Buffer Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_omatcopy2_usm:
@@ -208,9 +208,9 @@ omatcopy2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatcopy2(sycl::queue &queue,
-                             oneapi::mkl::transpose trans,
+                             oneapi::math::transpose trans,
                              std::int64_t m,
                              std::int64_t n,
                              value_or_pointer<T> alpha,
@@ -224,9 +224,9 @@ omatcopy2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatcopy2(sycl::queue &queue,
-                             oneapi::mkl::transpose trans,
+                             oneapi::math::transpose trans,
                              std::int64_t m,
                              std::int64_t n,
                              value_or_pointer<T> alpha,
@@ -340,19 +340,19 @@ omatcopy2 (USM Version)
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst b/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
index 72370390b7..1e9182eb81 100644
--- a/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/omatcopy_batch.rst
@@ -94,9 +94,9 @@ each buffer is given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void omatcopy_batch(sycl::queue &queue,
-                           oneapi::mkl::transpose trans,
+                           oneapi::math::transpose trans,
                            std::int64_t m,
                            std::int64_t n,
                            T alpha,
@@ -110,9 +110,9 @@ each buffer is given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void omatcopy_batch(sycl::queue &queue,
-                           oneapi::mkl::transpose trans,
+                           oneapi::math::transpose trans,
                            std::int64_t m,
                            std::int64_t n,
                            T alpha,
@@ -214,19 +214,19 @@ each buffer is given by the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_omatcopy_batch_usm:
@@ -292,9 +292,9 @@ the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event omatcopy_batch(sycl::queue &queue,
-                                  const oneapi::mkl::transpose *trans_array,
+                                  const oneapi::math::transpose *trans_array,
                                   const std::int64_t *m_array,
                                   const std::int64_t *n_array,
                                   const T *alpha_array,
@@ -308,9 +308,9 @@ the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event omatcopy_batch(sycl::queue &queue,
-                                  const oneapi::mkl::transpose *trans_array,
+                                  const oneapi::math::transpose *trans_array,
                                   const std::int64_t *m_array,
                                   const std::int64_t *n_array,
                                   const T *alpha_array,
@@ -425,7 +425,7 @@ the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        event omatcopy_batch(queue &queue,
            transpose trans,
            std::int64_t m,
@@ -442,7 +442,7 @@ the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        event omatcopy_batch(queue &queue,
            transpose trans,
            std::int64_t m,
@@ -560,19 +560,19 @@ the ``batch_size`` parameter.
    implementation-specific exception(s) in case of error conditions
    not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
 
 
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/rot.rst b/source/elements/oneMath/source/domains/blas/rot.rst
index 30fec7fa49..63af867488 100644
--- a/source/elements/oneMath/source/domains/blas/rot.rst
+++ b/source/elements/oneMath/source/domains/blas/rot.rst
@@ -51,9 +51,9 @@ If ``s`` is a complex type, the operation is defined as:
    * -  ``sycl::half``
      -  ``sycl::half``
      -  ``sycl::half``
-   * -  ``oneapi::mkl::bfloat16``
-     -  ``oneapi::mkl::bfloat16``
-     -  ``oneapi::mkl::bfloat16``
+   * -  ``oneapi::math::bfloat16``
+     -  ``oneapi::math::bfloat16``
+     -  ``oneapi::math::bfloat16``
    * -  ``float``
      -  ``float``
      -  ``float``
@@ -82,7 +82,7 @@ rot (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void rot(sycl::queue &queue,
                 std::int64_t n,
                 sycl::buffer<T,1> &x,
@@ -94,7 +94,7 @@ rot (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void rot(sycl::queue &queue,
                 std::int64_t n,
                 sycl::buffer<T,1> &x,
@@ -153,19 +153,19 @@ rot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_rot_usm:
@@ -177,7 +177,7 @@ rot (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event rot(sycl::queue &queue,
                        std::int64_t n,
                        T *x,
@@ -190,7 +190,7 @@ rot (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event rot(sycl::queue &queue,
                        std::int64_t n,
                        T *x,
@@ -262,20 +262,20 @@ rot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/rotg.rst b/source/elements/oneMath/source/domains/blas/rotg.rst
index 8e32436af3..7d47466c3e 100644
--- a/source/elements/oneMath/source/domains/blas/rotg.rst
+++ b/source/elements/oneMath/source/domains/blas/rotg.rst
@@ -53,7 +53,7 @@ rotg (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void rotg(sycl::queue &queue,
                  sycl::buffer<T,1> &a,
                  sycl::buffer<T,1> &b,
@@ -62,7 +62,7 @@ rotg (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void rotg(sycl::queue &queue,
                  sycl::buffer<T,1> &a,
                  sycl::buffer<T,1> &b,
@@ -109,19 +109,19 @@ rotg (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_rotg_usm:
@@ -133,7 +133,7 @@ rotg (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event rotg(sycl::queue &queue,
                         T *a,
                         T *b,
@@ -143,7 +143,7 @@ rotg (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event rotg(sycl::queue &queue,
                         T *a,
                         T *b,
@@ -201,20 +201,20 @@ rotg (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/rotm.rst b/source/elements/oneMath/source/domains/blas/rotm.rst
index 1d28792d9e..f3fc2ae2be 100644
--- a/source/elements/oneMath/source/domains/blas/rotm.rst
+++ b/source/elements/oneMath/source/domains/blas/rotm.rst
@@ -43,7 +43,7 @@ rotm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void rotm(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -54,7 +54,7 @@ rotm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void rotm(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -148,19 +148,19 @@ rotm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_rotm_usm:
@@ -172,7 +172,7 @@ rotm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event rotm(sycl::queue &queue,
                         std::int64_t n,
                         T *x,
@@ -184,7 +184,7 @@ rotm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event rotm(sycl::queue &queue,
                         std::int64_t n,
                         T *x,
@@ -291,20 +291,20 @@ rotm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/rotmg.rst b/source/elements/oneMath/source/domains/blas/rotmg.rst
index 620686cd64..511a787c39 100644
--- a/source/elements/oneMath/source/domains/blas/rotmg.rst
+++ b/source/elements/oneMath/source/domains/blas/rotmg.rst
@@ -42,7 +42,7 @@ rotmg (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void rotmg(sycl::queue &queue,
                   sycl::buffer<T,1> &d1,
                   sycl::buffer<T,1> &d2,
@@ -52,7 +52,7 @@ rotmg (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void rotmg(sycl::queue &queue,
                   sycl::buffer<T,1> &d1,
                   sycl::buffer<T,1> &d2,
@@ -144,19 +144,19 @@ rotmg (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_rotmg_usm:
@@ -168,7 +168,7 @@ rotmg (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event rotmg(sycl::queue &queue,
                          T *d1,
                          T *d2,
@@ -179,7 +179,7 @@ rotmg (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event rotmg(sycl::queue &queue,
                          T *d1,
                          T *d2,
@@ -282,20 +282,20 @@ rotmg (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/sbmv.rst b/source/elements/oneMath/source/domains/blas/sbmv.rst
index 925a656a58..4589c89525 100644
--- a/source/elements/oneMath/source/domains/blas/sbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/sbmv.rst
@@ -48,9 +48,9 @@ sbmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void sbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -64,9 +64,9 @@ sbmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void sbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -140,19 +140,19 @@ sbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_sbmv_usm:
@@ -164,9 +164,9 @@ sbmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event sbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -181,9 +181,9 @@ sbmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event sbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -270,20 +270,20 @@ sbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/scal.rst b/source/elements/oneMath/source/domains/blas/scal.rst
index c05ab30607..c74ada279a 100644
--- a/source/elements/oneMath/source/domains/blas/scal.rst
+++ b/source/elements/oneMath/source/domains/blas/scal.rst
@@ -58,7 +58,7 @@ scal (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void scal(sycl::queue &queue,
                  std::int64_t n,
                  Ts alpha,
@@ -67,7 +67,7 @@ scal (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void scal(sycl::queue &queue,
                  std::int64_t n,
                  Ts alpha,
@@ -109,19 +109,19 @@ scal (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_scal_usm:
@@ -133,7 +133,7 @@ scal (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event scal(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<Ts> alpha,
@@ -143,7 +143,7 @@ scal (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event scal(sycl::queue &queue,
                         std::int64_t n,
                         value_or_pointer<Ts> alpha,
@@ -192,20 +192,20 @@ scal (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/sdsdot.rst b/source/elements/oneMath/source/domains/blas/sdsdot.rst
index 33d3e080e9..1406441243 100644
--- a/source/elements/oneMath/source/domains/blas/sdsdot.rst
+++ b/source/elements/oneMath/source/domains/blas/sdsdot.rst
@@ -29,7 +29,7 @@ sdsdot (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void sdsdot(sycl::queue &queue,
                    std::int64_t n,
                    float sb,
@@ -41,7 +41,7 @@ sdsdot (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void sdsdot(sycl::queue &queue,
                    std::int64_t n,
                    float sb,
@@ -95,19 +95,19 @@ sdsdot (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_sdsdot_usm:
@@ -119,7 +119,7 @@ sdsdot (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event sdsdot(sycl::queue &queue,
                           std::int64_t n,
                           float sb,
@@ -132,7 +132,7 @@ sdsdot (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event sdsdot(sycl::queue &queue,
                           std::int64_t n,
                           float sb,
@@ -197,20 +197,20 @@ sdsdot (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/spmv.rst b/source/elements/oneMath/source/domains/blas/spmv.rst
index 220a6393ce..09242b6580 100644
--- a/source/elements/oneMath/source/domains/blas/spmv.rst
+++ b/source/elements/oneMath/source/domains/blas/spmv.rst
@@ -47,9 +47,9 @@ spmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void spmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -61,9 +61,9 @@ spmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void spmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -127,19 +127,19 @@ spmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_spmv_usm:
@@ -151,9 +151,9 @@ spmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event spmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -166,9 +166,9 @@ spmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event spmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -246,20 +246,20 @@ spmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/spr.rst b/source/elements/oneMath/source/domains/blas/spr.rst
index 366ae00edf..e23d0f12e4 100644
--- a/source/elements/oneMath/source/domains/blas/spr.rst
+++ b/source/elements/oneMath/source/domains/blas/spr.rst
@@ -46,9 +46,9 @@ spr (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void spr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::std::int64_t n,
                 T alpha,
                 sycl::buffer<T,1> &x,
@@ -57,9 +57,9 @@ spr (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void spr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::std::int64_t n,
                 T alpha,
                 sycl::buffer<T,1> &x,
@@ -113,19 +113,19 @@ spr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_spr_usm:
@@ -137,9 +137,9 @@ spr (USM Version)
          
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event spr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<T> alpha,
                        const T *x,
@@ -149,9 +149,9 @@ spr (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event spr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<T> alpha,
                        const T *x,
@@ -217,20 +217,20 @@ spr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/spr2.rst b/source/elements/oneMath/source/domains/blas/spr2.rst
index ae65ecb96d..09244c2dda 100644
--- a/source/elements/oneMath/source/domains/blas/spr2.rst
+++ b/source/elements/oneMath/source/domains/blas/spr2.rst
@@ -46,9 +46,9 @@ spr2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void spr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -59,9 +59,9 @@ spr2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void spr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -124,19 +124,19 @@ spr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_spr2_usm:
@@ -148,9 +148,9 @@ spr2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event spr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -162,9 +162,9 @@ spr2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event spr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -241,20 +241,20 @@ spr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/swap.rst b/source/elements/oneMath/source/domains/blas/swap.rst
index 0007ad418b..d8da26d1a5 100644
--- a/source/elements/oneMath/source/domains/blas/swap.rst
+++ b/source/elements/oneMath/source/domains/blas/swap.rst
@@ -47,7 +47,7 @@ swap (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void swap(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -57,7 +57,7 @@ swap (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void swap(sycl::queue &queue,
                  std::int64_t n,
                  sycl::buffer<T,1> &x,
@@ -110,19 +110,19 @@ swap (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_swap_usm:
@@ -134,7 +134,7 @@ swap (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event swap(sycl::queue &queue,
                         std::int64_t n,
                         T *x,
@@ -145,7 +145,7 @@ swap (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event swap(sycl::queue &queue,
                         std::int64_t n,
                         T *x,
@@ -209,20 +209,20 @@ swap (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-1-routines`
diff --git a/source/elements/oneMath/source/domains/blas/symm.rst b/source/elements/oneMath/source/domains/blas/symm.rst
index d9a6d72f41..929ada9579 100644
--- a/source/elements/oneMath/source/domains/blas/symm.rst
+++ b/source/elements/oneMath/source/domains/blas/symm.rst
@@ -60,10 +60,10 @@ symm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void symm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -77,10 +77,10 @@ symm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void symm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -179,19 +179,19 @@ symm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_symm_usm:
@@ -203,10 +203,10 @@ symm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event symm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -221,10 +221,10 @@ symm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event symm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -337,20 +337,20 @@ symm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/symv.rst b/source/elements/oneMath/source/domains/blas/symv.rst
index d3d66a9368..5d72b06d1c 100644
--- a/source/elements/oneMath/source/domains/blas/symv.rst
+++ b/source/elements/oneMath/source/domains/blas/symv.rst
@@ -49,9 +49,9 @@ symv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void symv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -64,9 +64,9 @@ symv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void symv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &a,
@@ -135,19 +135,19 @@ symv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_symv_usm:
@@ -159,9 +159,9 @@ symv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event symv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -175,9 +175,9 @@ symv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event symv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *a,
@@ -260,20 +260,20 @@ symv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/syr.rst b/source/elements/oneMath/source/domains/blas/syr.rst
index 937bcf1378..a6fa5a56e7 100644
--- a/source/elements/oneMath/source/domains/blas/syr.rst
+++ b/source/elements/oneMath/source/domains/blas/syr.rst
@@ -49,9 +49,9 @@ syr (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void syr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 T alpha,
                 sycl::buffer<T,1> &x,
@@ -61,9 +61,9 @@ syr (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void syr(sycl::queue &queue,
-                oneapi::mkl::uplo upper_lower,
+                oneapi::math::uplo upper_lower,
                 std::int64_t n,
                 T alpha,
                 sycl::buffer<T,1> &x,
@@ -121,19 +121,19 @@ syr (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_syr_usm:
@@ -145,9 +145,9 @@ syr (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<T> alpha,
                        const T *x,
@@ -158,9 +158,9 @@ syr (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syr(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
+                       oneapi::math::uplo upper_lower,
                        std::int64_t n,
                        value_or_pointer<T> alpha,
                        const T *x,
@@ -230,20 +230,20 @@ syr (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/syr2.rst b/source/elements/oneMath/source/domains/blas/syr2.rst
index 8903ed0fc9..3a248579fb 100644
--- a/source/elements/oneMath/source/domains/blas/syr2.rst
+++ b/source/elements/oneMath/source/domains/blas/syr2.rst
@@ -49,9 +49,9 @@ syr2 (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void syr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -63,9 +63,9 @@ syr2 (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void syr2(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
+                 oneapi::math::uplo upper_lower,
                  std::int64_t n,
                  T alpha,
                  sycl::buffer<T,1> &x,
@@ -133,19 +133,19 @@ syr2 (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_syr2_usm:
@@ -157,9 +157,9 @@ syr2 (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -172,9 +172,9 @@ syr2 (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syr2(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
+                        oneapi::math::uplo upper_lower,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
                         const T *x,
@@ -255,20 +255,20 @@ syr2 (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/syr2k.rst b/source/elements/oneMath/source/domains/blas/syr2k.rst
index 9e5c66fc3a..5f5a74fb9b 100644
--- a/source/elements/oneMath/source/domains/blas/syr2k.rst
+++ b/source/elements/oneMath/source/domains/blas/syr2k.rst
@@ -62,10 +62,10 @@ syr2k (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void syr2k(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose trans,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose trans,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -79,10 +79,10 @@ syr2k (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void syr2k(sycl::queue &queue,
-                  oneapi::mkl::uplo upper_lower,
-                  oneapi::mkl::transpose trans,
+                  oneapi::math::uplo upper_lower,
+                  oneapi::math::transpose trans,
                   std::int64_t n,
                   std::int64_t k,
                   T alpha,
@@ -223,19 +223,19 @@ syr2k (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_syr2k_usm:
@@ -247,10 +247,10 @@ syr2k (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syr2k(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose trans,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose trans,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -265,10 +265,10 @@ syr2k (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syr2k(sycl::queue &queue,
-                         oneapi::mkl::uplo upper_lower,
-                         oneapi::mkl::transpose trans,
+                         oneapi::math::uplo upper_lower,
+                         oneapi::math::transpose trans,
                          std::int64_t n,
                          std::int64_t k,
                          value_or_pointer<T> alpha,
@@ -422,20 +422,20 @@ syr2k (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/syrk.rst b/source/elements/oneMath/source/domains/blas/syrk.rst
index f4e8138603..589882224a 100644
--- a/source/elements/oneMath/source/domains/blas/syrk.rst
+++ b/source/elements/oneMath/source/domains/blas/syrk.rst
@@ -51,10 +51,10 @@ syrk (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void syrk(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -66,10 +66,10 @@ syrk (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void syrk(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
                  std::int64_t n,
                  std::int64_t k,
                  T alpha,
@@ -169,19 +169,19 @@ syrk (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_syrk_usm:
@@ -193,10 +193,10 @@ syrk (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syrk(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -209,10 +209,10 @@ syrk (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syrk(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
                         std::int64_t n,
                         std::int64_t k,
                         value_or_pointer<T> alpha,
@@ -322,20 +322,20 @@ syrk (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/syrk_batch.rst b/source/elements/oneMath/source/domains/blas/syrk_batch.rst
index 4959c7e734..5438bfa1a7 100644
--- a/source/elements/oneMath/source/domains/blas/syrk_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/syrk_batch.rst
@@ -65,10 +65,10 @@ of matrices in ``a`` and ``c`` buffers is given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void syrk_batch(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
-                       oneapi::mkl::transpose trans,
+                       oneapi::math::uplo upper_lower,
+                       oneapi::math::transpose trans,
                        std::int64_t n,
                        std::int64_t k,
                        T alpha,
@@ -83,10 +83,10 @@ of matrices in ``a`` and ``c`` buffers is given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void syrk_batch(sycl::queue &queue,
-                       oneapi::mkl::uplo upper_lower,
-                       oneapi::mkl::transpose trans,
+                       oneapi::math::uplo upper_lower,
+                       oneapi::math::transpose trans,
                        std::int64_t n,
                        std::int64_t k,
                        T alpha,
@@ -181,19 +181,19 @@ of matrices in ``a`` and ``c`` buffers is given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_syrk_batch_usm:
@@ -252,7 +252,7 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
    
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syrk_batch(sycl::queue &queue,
                               const uplo *upper_lower,
                               const transpose *trans,
@@ -270,7 +270,7 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syrk_batch(sycl::queue &queue,
                               const uplo *upper_lower,
                               const transpose *trans,
@@ -295,12 +295,12 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
       The queue where the routine should be executed.
 
    upper_lower
-      Array of ``group_count`` ``oneapi::mkl::upper_lower``
+      Array of ``group_count`` ``oneapi::math::upper_lower``
       values. ``upper_lower[i]`` specifies whether data in C for every
       matrix in group ``i`` is in upper or lower triangle.
 
    trans
-      Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
+      Array of ``group_count`` ``oneapi::math::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used in
       the rank-k update in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    n
@@ -383,7 +383,7 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event syrk_batch(sycl::queue &queue,
                               uplo upper_lower,
                               transpose trans,
@@ -402,7 +402,7 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event syrk_batch(sycl::queue &queue,
                               uplo upper_lower,
                               transpose trans,
@@ -510,20 +510,20 @@ in ``a`` and ``c`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/tbmv.rst b/source/elements/oneMath/source/domains/blas/tbmv.rst
index cd94325251..abe86166df 100644
--- a/source/elements/oneMath/source/domains/blas/tbmv.rst
+++ b/source/elements/oneMath/source/domains/blas/tbmv.rst
@@ -50,11 +50,11 @@ tbmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void tbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -64,11 +64,11 @@ tbmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void tbmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -130,19 +130,19 @@ tbmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_tbmv_usm:
@@ -154,11 +154,11 @@ tbmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event tbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -169,11 +169,11 @@ tbmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event tbmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -248,20 +248,20 @@ tbmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/tbsv.rst b/source/elements/oneMath/source/domains/blas/tbsv.rst
index c37a109e88..ca81c03fa1 100644
--- a/source/elements/oneMath/source/domains/blas/tbsv.rst
+++ b/source/elements/oneMath/source/domains/blas/tbsv.rst
@@ -52,11 +52,11 @@ tbsv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void tbsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -66,11 +66,11 @@ tbsv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void tbsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -132,19 +132,19 @@ tbsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_tbsv_usm:
@@ -156,11 +156,11 @@ tbsv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event tbsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -171,11 +171,11 @@ tbsv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event tbsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -250,20 +250,20 @@ tbsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/tpmv.rst b/source/elements/oneMath/source/domains/blas/tpmv.rst
index 901483ae62..c10a11db24 100644
--- a/source/elements/oneMath/source/domains/blas/tpmv.rst
+++ b/source/elements/oneMath/source/domains/blas/tpmv.rst
@@ -50,11 +50,11 @@ tpmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void tpmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  sycl::buffer<T,1> &x,
@@ -62,11 +62,11 @@ tpmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void tpmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  sycl::buffer<T,1> &x,
@@ -118,19 +118,19 @@ tpmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_tpmv_usm:
@@ -142,11 +142,11 @@ tpmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event tpmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         T *x,
@@ -155,11 +155,11 @@ tpmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event tpmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         T *x,
@@ -225,20 +225,20 @@ tpmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/tpsv.rst b/source/elements/oneMath/source/domains/blas/tpsv.rst
index 9a14c1590a..80f9297f0a 100644
--- a/source/elements/oneMath/source/domains/blas/tpsv.rst
+++ b/source/elements/oneMath/source/domains/blas/tpsv.rst
@@ -52,11 +52,11 @@ tpsv (Buffer Version)
       
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void tpsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -65,11 +65,11 @@ tpsv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void tpsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  std::int64_t k,
                  sycl::buffer<T,1> &a,
@@ -123,19 +123,19 @@ tpsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_tpsv_usm:
@@ -147,11 +147,11 @@ tpsv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event tpsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -161,11 +161,11 @@ tpsv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event tpsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         std::int64_t k,
                         const T *a,
@@ -233,20 +233,20 @@ tpsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/trmm.rst b/source/elements/oneMath/source/domains/blas/trmm.rst
index 72b144cc18..3770b36b06 100644
--- a/source/elements/oneMath/source/domains/blas/trmm.rst
+++ b/source/elements/oneMath/source/domains/blas/trmm.rst
@@ -80,12 +80,12 @@ trmm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose transa,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -96,12 +96,12 @@ trmm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose transa,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -187,19 +187,19 @@ trmm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
 **Out-of-place API**
 --------------------
@@ -208,12 +208,12 @@ trmm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -228,12 +228,12 @@ trmm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -313,19 +313,19 @@ trmm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
         
 .. _onemath_blas_trmm_usm:
@@ -340,12 +340,12 @@ trmm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trmm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::diag unit_diag,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose transa,
+                        oneapi::math::diag unit_diag,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -357,12 +357,12 @@ trmm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trmm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::diag unit_diag,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose transa,
+                        oneapi::math::diag unit_diag,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -463,20 +463,20 @@ trmm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 **Out-of-place API**
 --------------------
@@ -485,12 +485,12 @@ trmm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  value_or_pointer<T> alpha,
@@ -506,12 +506,12 @@ trmm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trmm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  value_or_pointer<T> alpha,
@@ -596,18 +596,18 @@ trmm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/trmv.rst b/source/elements/oneMath/source/domains/blas/trmv.rst
index ec13be0b33..eaed138023 100644
--- a/source/elements/oneMath/source/domains/blas/trmv.rst
+++ b/source/elements/oneMath/source/domains/blas/trmv.rst
@@ -50,11 +50,11 @@ trmv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  std::int64_t lda,
@@ -63,11 +63,11 @@ trmv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trmv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  std::int64_t lda,
@@ -124,19 +124,19 @@ trmv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_trmv_usm:
@@ -148,11 +148,11 @@ trmv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         std::int64_t lda,
@@ -162,11 +162,11 @@ trmv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trmv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         std::int64_t lda,
@@ -236,20 +236,20 @@ trmv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/blas/trsm.rst b/source/elements/oneMath/source/domains/blas/trsm.rst
index 4695cc9e19..4b889a9af1 100644
--- a/source/elements/oneMath/source/domains/blas/trsm.rst
+++ b/source/elements/oneMath/source/domains/blas/trsm.rst
@@ -78,12 +78,12 @@ trsm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose transa,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -94,12 +94,12 @@ trsm (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose transa,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose transa,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -184,19 +184,19 @@ trsm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 **Out-of-place API**
 --------------------
@@ -205,12 +205,12 @@ trsm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -225,12 +225,12 @@ trsm (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  T alpha,
@@ -310,19 +310,19 @@ trsm (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
 
 .. _onemath_blas_trsm_usm:
@@ -337,12 +337,12 @@ trsm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trsm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::diag unit_diag,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose transa,
+                        oneapi::math::diag unit_diag,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -354,12 +354,12 @@ trsm (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trsm(sycl::queue &queue,
-                        oneapi::mkl::side left_right,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose transa,
-                        oneapi::mkl::diag unit_diag,
+                        oneapi::math::side left_right,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose transa,
+                        oneapi::math::diag unit_diag,
                         std::int64_t m,
                         std::int64_t n,
                         value_or_pointer<T> alpha,
@@ -458,20 +458,20 @@ trsm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
 **Out-of-place API**
 --------------------
@@ -480,12 +480,12 @@ trsm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  value_or_pointer<T> alpha,
@@ -501,12 +501,12 @@ trsm (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trsm(sycl::queue &queue,
-                 oneapi::mkl::side left_right,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_diag,
+                 oneapi::math::side left_right,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_diag,
                  std::int64_t m,
                  std::int64_t n,
                  value_or_pointer<T> alpha,
@@ -591,19 +591,19 @@ trsm (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
    
 
    **Parent topic:** :ref:`blas-level-3-routines`
diff --git a/source/elements/oneMath/source/domains/blas/trsm_batch.rst b/source/elements/oneMath/source/domains/blas/trsm_batch.rst
index 4042873b4c..941c606f9a 100644
--- a/source/elements/oneMath/source/domains/blas/trsm_batch.rst
+++ b/source/elements/oneMath/source/domains/blas/trsm_batch.rst
@@ -42,7 +42,7 @@ The strided API operation is defined as:
 
    for i = 0 … batch_size – 1
        A and B are matrices at offset i * stridea and i * strideb in a and b.
-       if (left_right == oneapi::mkl::side::left) then
+       if (left_right == oneapi::math::side::left) then
            compute X such that op(A) * X = alpha * B
        else
            compute X such that X * op(A) = alpha * B
@@ -75,12 +75,12 @@ of matrices in ``a`` and ``b`` buffers are given by the ``batch_size`` parameter
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trsm_batch(sycl::queue &queue,
-                       oneapi::mkl::side left_right,
-                       oneapi::mkl::uplo upper_lower,
-                       oneapi::mkl::transpose trans,
-                       oneapi::mkl::diag unit_diag,
+                       oneapi::math::side left_right,
+                       oneapi::math::uplo upper_lower,
+                       oneapi::math::transpose trans,
+                       oneapi::math::diag unit_diag,
                        std::int64_t m,
                        std::int64_t n,
                        T alpha,
@@ -94,12 +94,12 @@ of matrices in ``a`` and ``b`` buffers are given by the ``batch_size`` parameter
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trsm_batch(sycl::queue &queue,
-                       oneapi::mkl::side left_right,
-                       oneapi::mkl::uplo upper_lower,
-                       oneapi::mkl::transpose trans,
-                       oneapi::mkl::diag unit_diag,
+                       oneapi::math::side left_right,
+                       oneapi::math::uplo upper_lower,
+                       oneapi::math::transpose trans,
+                       oneapi::math::diag unit_diag,
                        std::int64_t m,
                        std::int64_t n,
                        T alpha,
@@ -190,19 +190,19 @@ of matrices in ``a`` and ``b`` buffers are given by the ``batch_size`` parameter
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
 trsm_batch (USM Version)
 ---------------------------
@@ -218,7 +218,7 @@ The group API operation is defined as:
    for i = 0 … group_count – 1
        for j = 0 … group_size – 1
            A and B are matrices in a[idx] and b[idx]
-           if (left_right == oneapi::mkl::side::left) then
+           if (left_right == oneapi::math::side::left) then
                compute X such that op(A) * X = alpha[i] * B
            else
                compute X such that X * op(A) = alpha[i] * B
@@ -234,7 +234,7 @@ The strided API operation is defined as:
 
    for i = 0 … batch_size – 1
        A and B are matrices at offset i * stridea and i * strideb in a and b.
-       if (left_right == oneapi::mkl::side::left) then
+       if (left_right == oneapi::math::side::left) then
            compute X such that op(A) * X = alpha * B
        else
            compute X such that X * op(A) = alpha * B
@@ -273,12 +273,12 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
       
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trsm_batch(sycl::queue &queue,
-                              const oneapi::mkl::side *left_right,
-                              const oneapi::mkl::uplo *upper_lower,
-                              const oneapi::mkl::transpose *trans,
-                              const oneapi::mkl::diag *unit_diag,
+                              const oneapi::math::side *left_right,
+                              const oneapi::math::uplo *upper_lower,
+                              const oneapi::math::transpose *trans,
+                              const oneapi::math::diag *unit_diag,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T *alpha,
@@ -292,12 +292,12 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trsm_batch(sycl::queue &queue,
-                              const oneapi::mkl::side *left_right,
-                              const oneapi::mkl::uplo *upper_lower,
-                              const oneapi::mkl::transpose *trans,
-                              const oneapi::mkl::diag *unit_diag,
+                              const oneapi::math::side *left_right,
+                              const oneapi::math::uplo *upper_lower,
+                              const oneapi::math::transpose *trans,
+                              const oneapi::math::diag *unit_diag,
                               const std::int64_t *m,
                               const std::int64_t *n,
                               const T *alpha,
@@ -318,20 +318,20 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
       The queue where the routine should be executed.
 
    left_right
-      Array of ``group_count`` ``oneapi::mkl::side`` values. ``left_right[i]`` specifies whether ``A`` multiplies
+      Array of ``group_count`` ``oneapi::math::side`` values. ``left_right[i]`` specifies whether ``A`` multiplies
       ``X`` on the left (``side::left``) or on the right
       (``side::right``) for every ``trsm`` operation in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    upper_lower
-      Array of ``group_count`` ``oneapi::mkl::uplo`` values. ``upper_lower[i]`` specifies whether ``A`` is upper or lower
+      Array of ``group_count`` ``oneapi::math::uplo`` values. ``upper_lower[i]`` specifies whether ``A`` is upper or lower
       triangular for every matrix in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    trans
-      Array of ``group_count`` ``oneapi::mkl::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used
+      Array of ``group_count`` ``oneapi::math::transpose`` values. ``trans[i]`` specifies the form of op(``A``) used
       for every ``trsm`` operation in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    unit_diag
-      Array of ``group_count`` ``oneapi::mkl::diag`` values. ``unit_diag[i]`` specifies whether ``A`` is assumed to
+      Array of ``group_count`` ``oneapi::math::diag`` values. ``unit_diag[i]`` specifies whether ``A`` is assumed to
       be unit triangular (all diagonal elements are 1) for every matrix in group ``i``. See :ref:`onemath_datatypes` for more details.
 
    m
@@ -402,12 +402,12 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trsm_batch(sycl::queue &queue,
-                              oneapi::mkl::side left_right,
-                              oneapi::mkl::uplo upper_lower,
-                              oneapi::mkl::transpose trans,
-                              oneapi::mkl::diag unit_diag,
+                              oneapi::math::side left_right,
+                              oneapi::math::uplo upper_lower,
+                              oneapi::math::transpose trans,
+                              oneapi::math::diag unit_diag,
                               std::int64_t m,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -422,12 +422,12 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trsm_batch(sycl::queue &queue,
-                              oneapi::mkl::side left_right,
-                              oneapi::mkl::uplo upper_lower,
-                              oneapi::mkl::transpose trans,
-                              oneapi::mkl::diag unit_diag,
+                              oneapi::math::side left_right,
+                              oneapi::math::uplo upper_lower,
+                              oneapi::math::transpose trans,
+                              oneapi::math::diag unit_diag,
                               std::int64_t m,
                               std::int64_t n,
                               value_or_pointer<T> alpha,
@@ -525,20 +525,20 @@ in ``a`` and ``b`` are given by the ``batch_size`` parameter.
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-like-extensions`
diff --git a/source/elements/oneMath/source/domains/blas/trsv.rst b/source/elements/oneMath/source/domains/blas/trsv.rst
index 99f1b40aa9..c0485e131c 100644
--- a/source/elements/oneMath/source/domains/blas/trsv.rst
+++ b/source/elements/oneMath/source/domains/blas/trsv.rst
@@ -51,11 +51,11 @@ trsv (Buffer Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        void trsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  std::int64_t lda,
@@ -64,11 +64,11 @@ trsv (Buffer Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        void trsv(sycl::queue &queue,
-                 oneapi::mkl::uplo upper_lower,
-                 oneapi::mkl::transpose trans,
-                 oneapi::mkl::diag unit_nonunit,
+                 oneapi::math::uplo upper_lower,
+                 oneapi::math::transpose trans,
+                 oneapi::math::diag unit_nonunit,
                  std::int64_t n,
                  sycl::buffer<T,1> &a,
                  std::int64_t lda,
@@ -124,19 +124,19 @@ trsv (Buffer Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
 .. _onemath_blas_trsv_usm:
@@ -148,11 +148,11 @@ trsv (USM Version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::column_major {
+   namespace oneapi::math::blas::column_major {
        sycl::event trsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         std::int64_t lda,
@@ -162,11 +162,11 @@ trsv (USM Version)
    }
 .. code-block:: cpp
 
-   namespace oneapi::mkl::blas::row_major {
+   namespace oneapi::math::blas::row_major {
        sycl::event trsv(sycl::queue &queue,
-                        oneapi::mkl::uplo upper_lower,
-                        oneapi::mkl::transpose trans,
-                        oneapi::mkl::diag unit_nonunit,
+                        oneapi::math::uplo upper_lower,
+                        oneapi::math::transpose trans,
+                        oneapi::math::diag unit_nonunit,
                         std::int64_t n,
                         const T *a,
                         std::int64_t lda,
@@ -236,20 +236,20 @@ trsv (USM Version)
 
    This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-   :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+   :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
        
        
    
-   :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
        
 
-   :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
        
 
-   :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+   :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
       
 
    **Parent topic:** :ref:`blas-level-2-routines`
diff --git a/source/elements/oneMath/source/domains/dft/compute_backward.rst b/source/elements/oneMath/source/domains/dft/compute_backward.rst
index 8b067427f8..d5e7ae678c 100644
--- a/source/elements/oneMath/source/domains/dft/compute_backward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_backward.rst
@@ -45,7 +45,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       void compute_backward(descriptor_type              &desc,
@@ -57,7 +57,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type typename data_type>
       void compute_backward(descriptor_type              &desc,
@@ -70,7 +70,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
    
       template <typename descriptor_type, typename input_type, typename output_type>
       void compute_backward(descriptor_type              &desc,
@@ -82,7 +82,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       void compute_backward(descriptor_type              &desc,
@@ -216,7 +216,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       sycl::event compute_backward(descriptor_type                &desc,
@@ -228,7 +228,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       sycl::event compute_backward(descriptor_type                &desc,
@@ -241,7 +241,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       sycl::event compute_backward(descriptor_type                &desc,
@@ -254,7 +254,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       sycl::event compute_backward(descriptor_type                &desc,
diff --git a/source/elements/oneMath/source/domains/dft/compute_forward.rst b/source/elements/oneMath/source/domains/dft/compute_forward.rst
index a9d550f23c..bdae5bdb3c 100644
--- a/source/elements/oneMath/source/domains/dft/compute_forward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_forward.rst
@@ -45,7 +45,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       void compute_forward(descriptor_type              &desc,
@@ -57,7 +57,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type typename data_type>
       void compute_forward(descriptor_type              &desc,
@@ -70,7 +70,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
    
       template <typename descriptor_type, typename input_type, typename output_type>
       void compute_forward(descriptor_type              &desc,
@@ -82,7 +82,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       void compute_forward(descriptor_type              &desc,
@@ -217,7 +217,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       sycl::event compute_forward(descriptor_type                &desc,
@@ -229,7 +229,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename data_type>
       sycl::event compute_forward(descriptor_type                &desc,
@@ -242,7 +242,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       sycl::event compute_forward(descriptor_type                &desc,
@@ -255,7 +255,7 @@ progress of the enqueued DFT calculations.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <typename descriptor_type, typename input_type, typename output_type>
       sycl::event compute_forward(descriptor_type                &desc,
diff --git a/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
index e3a21cdbc6..897dd2e52b 100644
--- a/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
@@ -69,7 +69,7 @@ USM allocations.
 
 .. code-block:: cpp
 
-    namespace dft = oneapi::mkl::dft;
+    namespace dft = oneapi::math::dft;
     dft::descriptor<dft::precision::SINGLE, dft::domain::COMPLEX> desc({n1, n2, n3});
     std::vector<std::int64_t> strides({0, n2*n3, n3, 1});
     std::int64_t dist = n1*n2*n3;
@@ -122,7 +122,7 @@ USM allocations.
 
 .. code-block:: cpp
 
-    namespace dft = oneapi::mkl::dft;
+    namespace dft = oneapi::math::dft;
     dft::descriptor<dft::precision::SINGLE, dft::domain::COMPLEX> desc({n1, n2, n3});
     std::vector<std::int64_t> strides({0, n2*n3, n3, 1});
     std::int64_t dist = n1*n2*n3;
@@ -171,7 +171,7 @@ forward and backward domains, with USM allocations.
 
 .. code-block:: cpp
 
-    namespace dft = oneapi::mkl::dft;
+    namespace dft = oneapi::math::dft;
     dft::descriptor<dft::precision::SINGLE, dft::domain::REAL> desc({n1, n2, n3});
     // Note: integer divisions here below
     std::vector<std::int64_t> fwd_strides({0, 2*n2*(n3/2 + 1), 2*(n3/2 + 1), 1});
diff --git a/source/elements/oneMath/source/domains/dft/descriptor.rst b/source/elements/oneMath/source/domains/dft/descriptor.rst
index 52f56c843b..1eff4318af 100644
--- a/source/elements/oneMath/source/domains/dft/descriptor.rst
+++ b/source/elements/oneMath/source/domains/dft/descriptor.rst
@@ -45,7 +45,7 @@ desired calculations to the ``sycl::queue`` object it was given when committing
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       class descriptor {
@@ -180,7 +180,7 @@ without copying them.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>::descriptor(std::int64_t length);
@@ -192,7 +192,7 @@ without copying them.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>::descriptor(std::vector<std::int64_t> lengths);
@@ -203,7 +203,7 @@ without copying them.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>::descriptor(const descriptor<prec,dom>& other);
@@ -214,7 +214,7 @@ without copying them.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>::descriptor(descriptor<prec,dom>&& other);
@@ -271,7 +271,7 @@ The copy assignment operator results in a deep copy.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>& descriptor<prec,dom>::operator=(const descriptor<prec,dom>& other);
@@ -282,7 +282,7 @@ The copy assignment operator results in a deep copy.
 
 .. code-block:: cpp
    
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       descriptor<prec,dom>& descriptor<prec,dom>::operator=(descriptor<prec,dom>&& other);
@@ -338,7 +338,7 @@ to be used for a specific value of ``param``.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, std::int64_t value);
@@ -519,7 +519,7 @@ to be used for a specific value of ``param``.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, domain* value_ptr) const;
@@ -736,7 +736,7 @@ be used in compute calls. However, the aforementioned restrictions will still ap
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_workspace(sycl::buffer<real_scalar_t, 1> &workspaceBuf);
@@ -746,7 +746,7 @@ be used in compute calls. However, the aforementioned restrictions will still ap
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_workspace(real_scalar_t* workspaceUSM);
@@ -816,7 +816,7 @@ called again.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::commit(sycl::queue& queue);
diff --git a/source/elements/oneMath/source/domains/lapack/gebrd.rst b/source/elements/oneMath/source/domains/lapack/gebrd.rst
index c95ce4f547..90d723d4cb 100644
--- a/source/elements/oneMath/source/domains/lapack/gebrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/gebrd.rst
@@ -68,7 +68,7 @@ gebrd (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void gebrd(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &d, cl::sycl::buffer<realT,1> &e, cl::sycl::buffer<T,1> &tauq, cl::sycl::buffer<T,1> &taup, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -144,17 +144,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -171,7 +171,7 @@ gebrd (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event gebrd(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, RealT *d, RealT *e, T *tauq, T *taup, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -249,17 +249,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
index 39500a2f59..9c1cc18ac1 100644
--- a/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gebrd_scratchpad_size.rst
@@ -29,7 +29,7 @@ Calls to this routine must specify the template parameter explicitly.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t gebrd_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda) 
     }
@@ -56,11 +56,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
       Exception is thrown in case of incorrect supplied argument value.
       Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/geqrf.rst b/source/elements/oneMath/source/domains/lapack/geqrf.rst
index 9395d54bba..18f2772f90 100644
--- a/source/elements/oneMath/source/domains/lapack/geqrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf.rst
@@ -37,7 +37,7 @@ geqrf (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void geqrf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -92,17 +92,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -117,7 +117,7 @@ geqrf (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event geqrf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -176,17 +176,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst b/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
index 3b874c25c1..7a140918d7 100644
--- a/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_batch.rst
@@ -43,7 +43,7 @@ The buffer version of ``geqrf_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void geqrf_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &tau, std::int64_t stride_tau, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -97,13 +97,13 @@ tau
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -137,7 +137,7 @@ The total number of problems to solve, ``batch_size``, is a sum of sizes of all
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event geqrf_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, T **a, std::int64_t *lda, T **tau, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -198,13 +198,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -225,7 +225,7 @@ The routine does not form the matrices :math:`Q_i` explicitly. Instead, :math:`Q
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       sycl::event geqrf_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, T *tau, std::int64_t stride_tau, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -288,13 +288,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
index 144fbf5b6a..8cf5d36563 100644
--- a/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_batch_scratchpad_size.rst
@@ -30,7 +30,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t geqrf_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -70,11 +70,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -87,7 +87,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t geqrf_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_tau, std::int64_t batch_size)
     };
@@ -129,11 +129,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
index 0be351a195..5473128843 100644
--- a/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/geqrf_scratchpad_size.rst
@@ -33,7 +33,7 @@ Calls to this routine must specify the template parameter explicitly.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t geqrf_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda) 
     }
@@ -60,11 +60,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/gerqf.rst b/source/elements/oneMath/source/domains/lapack/gerqf.rst
index 5e5f3f7559..f4712a84ac 100644
--- a/source/elements/oneMath/source/domains/lapack/gerqf.rst
+++ b/source/elements/oneMath/source/domains/lapack/gerqf.rst
@@ -36,7 +36,7 @@ gerqf (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void gerqf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, cl::sycl::buffer<T> &tau, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -87,17 +87,17 @@ tau
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -114,7 +114,7 @@ gerqf (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event gerqf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -168,17 +168,17 @@ tau
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
index 4faab2b2c9..276bf686b2 100644
--- a/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gerqf_scratchpad_size.rst
@@ -37,7 +37,7 @@ gerqf_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t gerqf_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda)
     }
@@ -64,11 +64,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/gesvd.rst b/source/elements/oneMath/source/domains/lapack/gesvd.rst
index 9195285135..bbf7451c58 100644
--- a/source/elements/oneMath/source/domains/lapack/gesvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/gesvd.rst
@@ -54,8 +54,8 @@ are returned in descending order. The first :math:`\min(m, n)` columns of
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void gesvd(cl::sycl::queue &queue, oneapi::mkl::job jobu, oneapi::mkl::job jobvt, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &s, cl::sycl::buffer<T,1> &u, std::int64_t ldu, cl::sycl::buffer<T,1> &vt, std::int64_t ldvt, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void gesvd(cl::sycl::queue &queue, oneapi::math::job jobu, oneapi::math::job jobvt, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &s, cl::sycl::buffer<T,1> &u, std::int64_t ldu, cl::sycl::buffer<T,1> &vt, std::int64_t ldvt, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -185,17 +185,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -239,8 +239,8 @@ are returned in descending order. The first :math:`\min(m, n)` columns of
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event gesvd(cl::sycl::queue &queue, oneapi::mkl::job jobu, oneapi::mkl::job jobvt, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, RealT *s, T *u, std::int64_t ldu, T *vt, std::int64_t ldvt, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event gesvd(cl::sycl::queue &queue, oneapi::math::job jobu, oneapi::math::job jobvt, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, RealT *s, T *u, std::int64_t ldu, T *vt, std::int64_t ldvt, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -373,17 +373,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
index e3b6500f54..1bb1f16cb0 100644
--- a/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/gesvd_scratchpad_size.rst
@@ -36,9 +36,9 @@ gesvd_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t gesvd_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::job jobu, oneapi::mkl::job jobvt, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldu, std::int64_t ldvt) 
+      std::int64_t gesvd_scratchpad_size(cl::sycl::queue &queue, oneapi::math::job jobu, oneapi::math::job jobvt, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldu, std::int64_t ldvt) 
     }
 
 .. container:: section
@@ -106,11 +106,11 @@ ldvt
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
     Exception is thrown in case of incorrect supplied argument value.
     Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getrf.rst b/source/elements/oneMath/source/domains/lapack/getrf.rst
index c99ff76cda..e4ae05ef2a 100644
--- a/source/elements/oneMath/source/domains/lapack/getrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf.rst
@@ -41,7 +41,7 @@ getrf (BUFFER Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void getrf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<std::int64_t,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -87,17 +87,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -116,7 +116,7 @@ getrf (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getrf(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, std::int64_t *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -165,17 +165,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/getrf_batch.rst b/source/elements/oneMath/source/domains/lapack/getrf_batch.rst
index 629f758b98..c6e6879788 100644
--- a/source/elements/oneMath/source/domains/lapack/getrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_batch.rst
@@ -39,7 +39,7 @@ The routine computes the LU factorizations of general :math:`m \times n` matrice
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void getrf_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -93,13 +93,13 @@ ipiv
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -130,7 +130,7 @@ The routine computes the batch of LU factorizations of general :math:`m \times n
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getrf_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t **ipiv, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -190,13 +190,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -218,7 +218,7 @@ The routine computes the LU factorizations of general :math:`m \times n` matrice
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getrf_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -281,13 +281,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
     
diff --git a/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
index c34b2f3dad..e79fe6198c 100644
--- a/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_batch_scratchpad_size.rst
@@ -34,7 +34,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getrf_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -73,11 +73,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -92,7 +92,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getrf_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t batch_size)
     };
@@ -134,11 +134,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
index b4f1651c98..706669e670 100644
--- a/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrf_scratchpad_size.rst
@@ -36,7 +36,7 @@ getrf_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getrf_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t lda) 
     }
@@ -63,11 +63,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
     Exception is thrown in case of incorrect supplied argument value.
     Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getri.rst b/source/elements/oneMath/source/domains/lapack/getri.rst
index 3d89b02c91..6aeaaaffab 100644
--- a/source/elements/oneMath/source/domains/lapack/getri.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri.rst
@@ -38,7 +38,7 @@ getri (BUFFER Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void getri(cl::sycl::queue &queue, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<std::int64_t,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -83,17 +83,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -110,7 +110,7 @@ getri (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri(cl::sycl::queue &queue, std::int64_t n, T *a, std::int64_t lda, std::int64_t *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -158,17 +158,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/getri_batch.rst b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
index a7eafc90b6..d2229a7057 100644
--- a/source/elements/oneMath/source/domains/lapack/getri_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
@@ -45,7 +45,7 @@ The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void getri_batch(cl::sycl::queue &queue, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -96,13 +96,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
 
 The ``info`` code of the problem can be obtained by `info()` method of exception object:
@@ -133,7 +133,7 @@ Total number of problems to solve, ``batch_size``, is a sum of sizes of all of t
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri_batch(cl::sycl::queue &queue, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t **ipiv, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -190,13 +190,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -216,7 +216,7 @@ The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri_batch(cl::sycl::queue &queue, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -276,13 +276,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
index 2d367f83a1..2bcd9b1a72 100644
--- a/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_batch_scratchpad_size.rst
@@ -34,7 +34,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getri_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -70,11 +70,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -89,7 +89,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getri_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t batch_size)
     };
@@ -128,11 +128,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
index 6bad7d04c4..a37584e111 100644
--- a/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_scratchpad_size.rst
@@ -37,7 +37,7 @@ getri_scratchpad_size
       
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getri_scratchpad_size(cl::sycl::queue &queue, std::int64_t n, std::int64_t lda) 
     }
@@ -61,11 +61,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getrs.rst b/source/elements/oneMath/source/domains/lapack/getrs.rst
index 6ffb4eaaae..f01fe782e3 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs.rst
@@ -32,11 +32,11 @@ equations:
        :header-rows: 1
     
        * -     \ :math:`AX = B`\     
-         -     if ``trans``\ =\ ``oneapi::mkl::transpose::nontrans``\     
+         -     if ``trans``\ =\ ``oneapi::math::transpose::nontrans``\     
        * -     \ :math:`A^TX = B`\     
-         -     if ``trans``\ =\ ``oneapi::mkl::transpose::trans``\     
+         -     if ``trans``\ =\ ``oneapi::math::transpose::trans``\     
        * -     \ :math:`A^HX = B`\     
-         -     if ``trans``\ =\ ``oneapi::mkl::transpose::conjtrans``\     
+         -     if ``trans``\ =\ ``oneapi::math::transpose::conjtrans``\     
 
 Before calling this routine, you must call
 :ref:`onemath_lapack_getrf`
@@ -51,8 +51,8 @@ getrs (Buffer Version)
       
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void getrs(cl::sycl::queue &queue, oneapi::mkl::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<std::int64_t,1> &ipiv, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void getrs(cl::sycl::queue &queue, oneapi::math::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<std::int64_t,1> &ipiv, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -65,13 +65,13 @@ queue
 trans
    Indicates the form of the equations:
 
-   If ``trans=oneapi::mkl::transpose::nontrans``, then :math:`AX = B` is solved
+   If ``trans=oneapi::math::transpose::nontrans``, then :math:`AX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, then :math:`A^TX = B` is solved
+   If ``trans=oneapi::math::transpose::trans``, then :math:`A^TX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, then :math:`A^HX = B` is
+   If ``trans=oneapi::math::transpose::conjtrans``, then :math:`A^HX = B` is
    solved for :math:`X`.
 
 n
@@ -121,17 +121,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -151,8 +151,8 @@ getrs (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event getrs(cl::sycl::queue &queue, oneapi::mkl::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t *ipiv, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event getrs(cl::sycl::queue &queue, oneapi::math::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t *ipiv, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -165,13 +165,13 @@ queue
 trans
    Indicates the form of the equations:
 
-   If ``trans=oneapi::mkl::transpose::nontrans``, then :math:`AX = B` is solved
+   If ``trans=oneapi::math::transpose::nontrans``, then :math:`AX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, then :math:`A^TX = B` is solved
+   If ``trans=oneapi::math::transpose::trans``, then :math:`A^TX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, then :math:`A^HX = B` is
+   If ``trans=oneapi::math::transpose::conjtrans``, then :math:`A^HX = B` is
    solved for :math:`X`.
 
 n
@@ -224,17 +224,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
index d79a4b64cf..a131bece78 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
@@ -49,7 +49,7 @@ The buffer version of ``getrs_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void getrs_batch(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -118,13 +118,13 @@ b
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -160,7 +160,7 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose *trans, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, std::int64_t **ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -232,13 +232,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by info() method of exception object:
 
@@ -264,7 +264,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -342,13 +342,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
     
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
index f1bb7e5721..f9467dd29b 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
@@ -34,7 +34,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::transpose *trans, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -82,11 +82,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -101,7 +101,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
@@ -155,11 +155,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
index e3d608f255..164c37642a 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_scratchpad_size.rst
@@ -37,9 +37,9 @@ getrs_scratchpad_size
       
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t getrs_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
+      std::int64_t getrs_scratchpad_size(cl::sycl::queue &queue, oneapi::math::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
     }
 
 .. container:: section
@@ -52,13 +52,13 @@ queue
 trans
    Indicates the form of the equations:
 
-   If ``trans=oneapi::mkl::transpose::nontrans``, then :math:`AX = B` is solved
+   If ``trans=oneapi::math::transpose::nontrans``, then :math:`AX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, then :math:`A^TX = B` is solved
+   If ``trans=oneapi::math::transpose::trans``, then :math:`A^TX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, then :math:`A^HX = B` is
+   If ``trans=oneapi::math::transpose::conjtrans``, then :math:`A^HX = B` is
    solved for :math:`X`.
 
 n
@@ -80,11 +80,11 @@ ldb
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/heevd.rst b/source/elements/oneMath/source/domains/lapack/heevd.rst
index 56ab4dd08d..b8b6b1d0a5 100644
--- a/source/elements/oneMath/source/domains/lapack/heevd.rst
+++ b/source/elements/oneMath/source/domains/lapack/heevd.rst
@@ -47,8 +47,8 @@ heevd (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void heevd(cl::sycl::queue &queue, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, butter<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void heevd(cl::sycl::queue &queue, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, butter<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -111,28 +111,28 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
    If ``info=-i``, the :math:`i`-th parameter had an illegal value.
 
-   If ``info=i``, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+   If ``info=i``, and ``jobz = oneapi::math::job::novec``, then the algorithm
    failed to converge; :math:`i` indicates the number of off-diagonal
    elements of an intermediate tridiagonal form which did not
    converge to zero.
 
-   If ``info=i``, and ``jobz = oneapi::mkl::job::vec``, then the algorithm failed
+   If ``info=i``, and ``jobz = oneapi::math::job::vec``, then the algorithm failed
    to compute an eigenvalue while working on the submatrix lying in
    rows and columns :math:`\text{info}/(n+1)` through :math:`\text{mod}(\text{info},n+1)`.
 
@@ -147,8 +147,8 @@ heevd (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event heevd(cl::sycl::queue &queue, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, butter<T,1> &a, std::int64_t lda, RealT *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event heevd(cl::sycl::queue &queue, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, butter<T,1> &a, std::int64_t lda, RealT *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -212,28 +212,28 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
    If ``info=-i``, the :math:`i`-th parameter had an illegal value.
 
-   If ``info=i``, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+   If ``info=i``, and ``jobz = oneapi::math::job::novec``, then the algorithm
    failed to converge; :math:`i` indicates the number of off-diagonal
    elements of an intermediate tridiagonal form which did not
    converge to zero.
 
-   If ``info=i``, and ``jobz = oneapi::mkl::job::vec``, then the algorithm failed
+   If ``info=i``, and ``jobz = oneapi::math::job::vec``, then the algorithm failed
    to compute an eigenvalue while working on the submatrix lying in
    rows and columns :math:`\text{info}/(n+1)` through :math:`\text{mod}(\text{info},n+1)`.
 
diff --git a/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
index b2ecdabd21..b7a09272e4 100644
--- a/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/heevd_scratchpad_size.rst
@@ -35,9 +35,9 @@ heevd_scratchpad_size
       
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t heevd_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t heevd_scratchpad_size(cl::sycl::queue &queue, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -76,11 +76,11 @@ lda
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/hegvd.rst b/source/elements/oneMath/source/domains/lapack/hegvd.rst
index 1d745d89d7..e5fb9535de 100644
--- a/source/elements/oneMath/source/domains/lapack/hegvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/hegvd.rst
@@ -44,8 +44,8 @@ hegvd (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void hegvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<realT,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void hegvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<realT,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -142,17 +142,17 @@ scratchpad
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -160,11 +160,11 @@ This routine shall throw the following exceptions if the associated condition is
 
    For :math:`\text{info} \le n`:
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
       failed to converge; :math:`i` indicates the number of off-diagonal elements
       of an intermediate tridiagonal form which did not converge to zero;
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm
       failed to compute an eigenvalue while working on the submatrix
       lying in rows and columns :math:`\text{info}/(n+1)`` through
       :math:`\text{mod}(\text{info}, n+1)`.
@@ -187,8 +187,8 @@ hegvd (USM Version)
       
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event hegvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *b, std::int64_t ldb, RealT *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event hegvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *b, std::int64_t ldb, RealT *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -287,17 +287,17 @@ scratchpad
       
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -305,11 +305,11 @@ This routine shall throw the following exceptions if the associated condition is
 
    For :math:`\text{info} \le n`:
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
       failed to converge; :math:`i` indicates the number of off-diagonal elements
       of an intermediate tridiagonal form which did not converge to zero;
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm
       failed to compute an eigenvalue while working on the submatrix
       lying in rows and columns :math:`\text{info}/(n+1)` through
       :math:`\text{mod}(\text{info},n+1)`.
diff --git a/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
index 270688ec71..b9230486b2 100644
--- a/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hegvd_scratchpad_size.rst
@@ -35,9 +35,9 @@ hegvd_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t hegvd_scratchpad_size(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda, std::int64_t ldb) 
+      std::int64_t hegvd_scratchpad_size(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda, std::int64_t ldb) 
     }
 
 .. container:: section
@@ -90,11 +90,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/hetrd.rst b/source/elements/oneMath/source/domains/lapack/hetrd.rst
index 36394a796c..d9beeef6e5 100644
--- a/source/elements/oneMath/source/domains/lapack/hetrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrd.rst
@@ -40,8 +40,8 @@ hetrd (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void hetrd(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &d, cl::sycl::buffer<realT,1> &e, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void hetrd(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<realT,1> &d, cl::sycl::buffer<realT,1> &e, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -118,17 +118,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -145,8 +145,8 @@ hetrd (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event hetrd(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, RealT *d, RealT *e, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event hetrd(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, RealT *d, RealT *e, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -225,17 +225,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
index 87b3472b38..c32398c0d9 100644
--- a/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrd_scratchpad_size.rst
@@ -35,9 +35,9 @@ hetrd_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t hetrd_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t hetrd_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -69,11 +69,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/hetrf.rst b/source/elements/oneMath/source/domains/lapack/hetrf.rst
index bc0d333a6e..b49f0cad58 100644
--- a/source/elements/oneMath/source/domains/lapack/hetrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrf.rst
@@ -46,8 +46,8 @@ hetrf (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void hetrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<int_64,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void hetrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<int_64,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -90,9 +90,9 @@ a
 ipiv
    Buffer, size at least :math:`\max(1, n)`. Contains details of    the interchanges and the block structure of :math:`D`. If   :math:`\text{ipiv}(i)=k>0`, then :math:`d_{ii}` is a :math:`1 \times 1` block, and the   :math:`i`-th row and column of :math:`A` was interchanged with the :math:`k`-th   row and column.
 
-      If ``upper_lower=oneapi::mkl::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i`-1, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
+      If ``upper_lower=oneapi::math::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i`-1, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
 
-      If ``upper_lower=oneapi::mkl::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
+      If ``upper_lower=oneapi::math::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
 
 .. container:: section
 
@@ -100,17 +100,17 @@ ipiv
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -129,8 +129,8 @@ hetrf (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event hetrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, int_64 *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event hetrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, int_64 *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -176,9 +176,9 @@ a
 ipiv
    Pointer to array of size at least :math:`\max(1, n)`. Contains details of    the interchanges and the block structure of :math:`D`. If   :math:`\text{ipiv}(i)=k>0`, then :math:`d_{ii}` is a :math:`1 \times 1` block, and the   :math:`i`-th row and column of :math:`A` was interchanged with the :math:`k`-th   row and column.
 
-      If ``upper_lower=oneapi::mkl::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i-1`, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
+      If ``upper_lower=oneapi::math::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i-1`, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
       
-      If ``upper_lower=oneapi::mkl::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
+      If ``upper_lower=oneapi::math::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
 
 .. container:: section
 
@@ -186,17 +186,17 @@ ipiv
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
index cc06fd9117..f0cf4baf4a 100644
--- a/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/hetrf_scratchpad_size.rst
@@ -34,9 +34,9 @@ hetrf_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t hetrf_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t hetrf_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -70,11 +70,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/orgbr.rst b/source/elements/oneMath/source/domains/lapack/orgbr.rst
index 15198232f9..a199d251d7 100644
--- a/source/elements/oneMath/source/domains/lapack/orgbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgbr.rst
@@ -66,8 +66,8 @@ orgbr (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void orgbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void orgbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -141,17 +141,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -168,8 +168,8 @@ orgbr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event orgbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event orgbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -246,17 +246,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
index 64411939a8..a6156e5a49 100644
--- a/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgbr_scratchpad_size.rst
@@ -34,9 +34,9 @@ orgbr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t orgbr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t &scratchpad_size) 
+      std::int64_t orgbr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t &scratchpad_size) 
     }
 
 .. container:: section
@@ -85,11 +85,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr.rst b/source/elements/oneMath/source/domains/lapack/orgqr.rst
index e8addfaa26..4f0d392698 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr.rst
@@ -33,21 +33,21 @@ by ``p`` matrix :math:`A` with :math:`m \ge p`. To compute the whole matrix
 
 ::
 
-   oneapi::mkl::lapack::orgqr(queue, m, m, p, a, lda, tau, scratchpad, scratchpad_size)
+   oneapi::math::lapack::orgqr(queue, m, m, p, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the leading :math:`p` columns of :math:`Q` (which form an
 orthonormal basis in the space spanned by the columns of :math:`A`):
 
 ::
 
-   oneapi::mkl::lapack::orgqr(queue, m, p, p, a, lda, tau, scratchpad, scratchpad_size)
+   oneapi::math::lapack::orgqr(queue, m, p, p, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the matrix :math:`Q^{k}` of the QR factorization of
 leading :math:`k` columns of the matrix :math:`A`:
 
 ::
 
-   oneapi::mkl::lapack::orgqr(queue, m, m, k, a, lda, tau, scratchpad, scratchpad_size)
+   oneapi::math::lapack::orgqr(queue, m, m, k, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the leading :math:`k` columns of :math:`Q^{k}` (which form
 an orthonormal basis in the space spanned by leading :math:`k` columns of
@@ -55,7 +55,7 @@ the matrix :math:`A`):
 
 ::
 
-   oneapi::mkl::lapack::orgqr(queue, m, k, k, a, lda, tau, scratchpad, scratchpad_size)
+   oneapi::math::lapack::orgqr(queue, m, k, k, a, lda, tau, scratchpad, scratchpad_size)
 
 orgqr (Buffer Version)
 ----------------------
@@ -66,7 +66,7 @@ orgqr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void orgqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -119,17 +119,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -146,7 +146,7 @@ orgqr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -202,17 +202,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
index feb8c01eca..5266d41580 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
@@ -46,7 +46,7 @@ The buffer version of ``orgqr_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void orgqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &tau, std::int64_t stride_tau, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -103,13 +103,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -145,7 +145,7 @@ The USM version of ``orgqr_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, T **a, std::int64_t *lda, T **tau, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -209,13 +209,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -243,7 +243,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, std::int64_t stride_a, T *tau, std::int64_t stride_tau, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -309,13 +309,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
index 13af3165aa..0a122e4592 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_batch_scratchpad_size.rst
@@ -32,7 +32,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t orgqr_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -74,11 +74,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value. Position of wrong argument can be determined by `info()` method of exception object.
 
@@ -92,7 +92,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t orgqr_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_tau, std::int64_t batch_size)
     };
@@ -137,11 +137,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value. Position of wrong argument can be determined by `info()` method of exception object.
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
index b76b84f089..20c61bdc1f 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_scratchpad_size.rst
@@ -34,7 +34,7 @@ orgqr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t orgqr_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda) 
     }
@@ -65,11 +65,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/orgtr.rst b/source/elements/oneMath/source/domains/lapack/orgtr.rst
index 5848e8a481..b1df5c5dc3 100644
--- a/source/elements/oneMath/source/domains/lapack/orgtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgtr.rst
@@ -38,8 +38,8 @@ orgtr (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void orgtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void orgtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -87,17 +87,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -114,8 +114,8 @@ orgtr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event orgtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event orgtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -168,17 +168,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
index b9d355173f..8b60493472 100644
--- a/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgtr_scratchpad_size.rst
@@ -34,9 +34,9 @@ orgtr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t orgtr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t orgtr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -62,11 +62,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ormqr.rst b/source/elements/oneMath/source/domains/lapack/ormqr.rst
index af9731f1ba..cf4399f066 100644
--- a/source/elements/oneMath/source/domains/lapack/ormqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormqr.rst
@@ -42,8 +42,8 @@ ormqr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void ormqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void ormqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -54,17 +54,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{T}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{T}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{T}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::trans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::trans``, the routine multiplies :math:`C`
     by :math:`Q^{T}`.
 
 m
@@ -77,9 +77,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q` 
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The buffer ``a`` as returned by :ref:`onemath_lapack_geqrf`.
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -147,8 +147,8 @@ ormqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -159,17 +159,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{T}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{T}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{T}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::trans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::trans``, the routine multiplies :math:`C`
     by :math:`Q^{T}`.
 
 m
@@ -182,9 +182,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q`
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The pointer to ``a`` as returned by :ref:`onemath_lapack_geqrf`.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
index 800dff35b2..b9273e7d9a 100644
--- a/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormqr_scratchpad_size.rst
@@ -34,9 +34,9 @@ ormqr_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t ormqr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc, std::int64_t &scratchpad_size) 
+      std::int64_t ormqr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc, std::int64_t &scratchpad_size) 
     }
 
 .. container:: section
@@ -47,17 +47,17 @@ queue
    Device queue where calculations by :ref:`onemath_lapack_ormqr` function will be performed.
 
 side
-   If ``side=oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is
+   If ``side=oneapi::math::side::left``, :math:`Q` or :math:`Q^{T}` is
    applied to :math:`C` from the left.
 
-   If ``side=oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{T}` is
+   If ``side=oneapi::math::side::right``, :math:`Q` or :math:`Q^{T}` is
    applied to :math:`C` from the right.
 
 trans
-   If ``trans=oneapi::mkl::transpose::nontrans``, the routine multiplies
+   If ``trans=oneapi::math::transpose::nontrans``, the routine multiplies
    :math:`C` by :math:`Q`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, the routine multiplies
+   If ``trans=oneapi::math::transpose::trans``, the routine multiplies
    :math:`C` by :math:`Q^{T}`.
 
 m
@@ -82,11 +82,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ormrq.rst b/source/elements/oneMath/source/domains/lapack/ormrq.rst
index 3b1175abfb..fb7fddab0d 100644
--- a/source/elements/oneMath/source/domains/lapack/ormrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormrq.rst
@@ -42,8 +42,8 @@ ormrq (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void ormrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void ormrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -54,17 +54,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{T}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{T}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{T}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::trans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::trans``, the routine multiplies :math:`C`
     by :math:`Q^{T}`.
 
 m
@@ -77,9 +77,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q`
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The buffer ``a`` as returned by :ref:`onemath_lapack_gerqf`.
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -147,8 +147,8 @@ ormrq (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -159,17 +159,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{T}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{T}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{T}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{T}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::trans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::trans``, the routine multiplies :math:`C`
     by :math:`Q^{T}`.
 
 m
@@ -182,9 +182,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q`
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The pointer to ``a`` as returned by :ref:`onemath_lapack_gerqf`.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
index 8bfc8d1719..dabe6020fd 100644
--- a/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormrq_scratchpad_size.rst
@@ -34,9 +34,9 @@ ormrq_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t ormrq_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc);
+      std::int64_t ormrq_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc);
     }
 
 .. container:: section
@@ -47,14 +47,14 @@ queue
    Device queue where calculations by the ormrq function will be performed.
 
 side
-   If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the left. 
+   If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the left. 
    
-   If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the right.
+   If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the right.
 
 trans
-   If ``trans=oneapi::mkl::transpose::nontrans``, the routine multiplies :math:`C` by :math:`Q`.
+   If ``trans=oneapi::math::transpose::nontrans``, the routine multiplies :math:`C` by :math:`Q`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, the routine multiplies :math:`C` by :math:`Q^T`.
+   If ``trans=oneapi::math::transpose::trans``, the routine multiplies :math:`C` by :math:`Q^T`.
 
 m
    The number of rows in the matrix :math:`C` (:math:`0 \le m`).
@@ -77,11 +77,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ormtr.rst b/source/elements/oneMath/source/domains/lapack/ormtr.rst
index 7cc62a27a3..0f734e4845 100644
--- a/source/elements/oneMath/source/domains/lapack/ormtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormtr.rst
@@ -41,8 +41,8 @@ ormtr (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void ormtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void ormtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -131,17 +131,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -158,8 +158,8 @@ ormtr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -250,17 +250,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
index 2812979b19..5cb5049330 100644
--- a/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormtr_scratchpad_size.rst
@@ -35,9 +35,9 @@ ormtr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t ormtr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldc) 
+      std::int64_t ormtr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldc) 
     }
 
 .. container:: section
@@ -100,11 +100,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/potrf.rst b/source/elements/oneMath/source/domains/lapack/potrf.rst
index d767e14e6b..e5c1aec364 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf.rst
@@ -33,9 +33,9 @@ matrix :math:`A`:
        :header-rows: 1
  
        * -  :math:`A` = :math:`U^{T}U` for real data, :math:`A = U^{H}U` for complex data
-         -  if upper_lower=\ ``oneapi::mkl::uplo::upper`` 
+         -  if upper_lower=\ ``oneapi::math::uplo::upper`` 
        * -  :math:`A` = :math:`LL^{T}` for real data, :math:`A = LL^{H}` for complex data
-         -  if upper_lower=\ ``oneapi::mkl::uplo::lower`` 
+         -  if upper_lower=\ ``oneapi::math::uplo::lower`` 
 
 where :math:`L` is a lower triangular matrix and :math:`U` is upper
 triangular.
@@ -49,8 +49,8 @@ potrf (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void potrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void potrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -64,11 +64,11 @@ upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
    stored and how :math:`A` is factored:
 
-   If upper_lower=\ ``oneapi::mkl::uplo::upper``, the array ``a`` stores the
+   If upper_lower=\ ``oneapi::math::uplo::upper``, the array ``a`` stores the
    upper triangular part of the matrix :math:`A`, and the strictly lower
    triangular part of the matrix is not referenced.
 
-   If upper_lower=\ ``oneapi::mkl::uplo::lower``, the array ``a`` stores the
+   If upper_lower=\ ``oneapi::math::uplo::lower``, the array ``a`` stores the
    lower triangular part of the matrix :math:`A`, and the strictly upper
    triangular part of the matrix is not referenced.
 
@@ -105,17 +105,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -137,8 +137,8 @@ potrf (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -152,11 +152,11 @@ upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
    stored and how :math:`A` is factored:
 
-   If upper_lower=\ ``oneapi::mkl::uplo::upper``, the array ``a`` stores the
+   If upper_lower=\ ``oneapi::math::uplo::upper``, the array ``a`` stores the
    upper triangular part of the matrix :math:`A`, and the strictly lower
    triangular part of the matrix is not referenced.
 
-   If upper_lower=\ ``oneapi::mkl::uplo::lower``, the array ``a`` stores the
+   If upper_lower=\ ``oneapi::math::uplo::lower``, the array ``a`` stores the
    lower triangular part of the matrix :math:`A`, and the strictly upper
    triangular part of the matrix is not referenced.
 
@@ -196,17 +196,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
index 4c85e636d9..1042862629 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
@@ -48,7 +48,7 @@ The buffer version of ``potrf_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void potrf_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -98,13 +98,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -140,7 +140,7 @@ The USM version of ``potrf_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event potrf_batch(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -200,13 +200,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -231,7 +231,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event potrf_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -290,13 +290,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
index 78cfdd6744..503985d18e 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
@@ -34,7 +34,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -78,11 +78,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -97,7 +97,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size)
     };
@@ -137,11 +137,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
index 51c13ff0a7..02ffa96371 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_scratchpad_size.rst
@@ -36,9 +36,9 @@ potrf_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrf_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t potrf_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -52,11 +52,11 @@ upper_lower
    Indicates whether the upper or lower triangular part of :math:`A` is
    stored and how :math:`A` is factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the array ``a`` stores the
+   If ``upper_lower = oneapi::math::uplo::upper``, the array ``a`` stores the
    upper triangular part of the matrix :math:`A`, and the strictly lower
    triangular part of the matrix is not referenced.
 
-   If ``upper_lower = oneapi::mkl::uplo::lower``, the array ``a`` stores the
+   If ``upper_lower = oneapi::math::uplo::lower``, the array ``a`` stores the
    lower triangular part of the matrix :math:`A`, and the strictly upper
    triangular part of the matrix is not referenced.
 
@@ -72,11 +72,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/potri.rst b/source/elements/oneMath/source/domains/lapack/potri.rst
index 0ab50cc138..d7b3db3f7a 100644
--- a/source/elements/oneMath/source/domains/lapack/potri.rst
+++ b/source/elements/oneMath/source/domains/lapack/potri.rst
@@ -39,8 +39,8 @@ potri (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void potri(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void potri(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -53,9 +53,9 @@ queue
 upper_lower
    Indicates how the input matrix :math:`A` has been    factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper   triangle of :math:`A` is stored.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper   triangle of :math:`A` is stored.
 
-   If   ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle of :math:`A` is   stored.
+   If   ``upper_lower = oneapi::math::uplo::lower``, the lower triangle of :math:`A` is   stored.
 
 n
    Specifies the order of the matrix    :math:`A` (:math:`0 \le n`).
@@ -86,17 +86,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -116,8 +116,8 @@ potri (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potri(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potri(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -130,9 +130,9 @@ queue
 upper_lower
    Indicates how the input matrix :math:`A` has been    factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper   triangle of :math:`A` is stored.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper   triangle of :math:`A` is stored.
 
-   If   ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle of :math:`A` is   stored.
+   If   ``upper_lower = oneapi::math::uplo::lower``, the lower triangle of :math:`A` is   stored.
 
 n
    Specifies the order of the matrix    :math:`A` (:math:`0 \le n`).
@@ -166,17 +166,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
index b9417de56f..0d790a5fba 100644
--- a/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potri_scratchpad_size.rst
@@ -36,9 +36,9 @@ potri_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potri_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t potri_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -51,9 +51,9 @@ queue
 upper_lower
    Indicates how the input matrix :math:`A` has been    factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper   triangle of :math:`A` is stored.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper   triangle of :math:`A` is stored.
 
-   If   ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle of :math:`A` is   stored.
+   If   ``upper_lower = oneapi::math::uplo::lower``, the lower triangle of :math:`A` is   stored.
 
 n
    Specifies the order of the matrix    :math:`A` (:math:`0 \le n`).
@@ -67,11 +67,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/potrs.rst b/source/elements/oneMath/source/domains/lapack/potrs.rst
index 539597ca6f..3d14a78fe5 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs.rst
@@ -34,9 +34,9 @@ factorization of :math:`A`:
    :header-rows: 1
 
    * -  :math:`A = U^TU` for real data, :math:`A = U^HU` for complex data
-     -  if ``upper_lower=oneapi::mkl::uplo::upper``
+     -  if ``upper_lower=oneapi::math::uplo::upper``
    * -  :math:`A = LL^T` for real data, :math:`A = LL^H` for complex data
-     -  if ``upper_lower=oneapi::mkl::uplo::lower``
+     -  if ``upper_lower=oneapi::math::uplo::lower``
 
 where :math:`L` is a lower triangular matrix and :math:`U` is upper
 triangular. The system is solved with multiple right-hand sides
@@ -54,8 +54,8 @@ potrs (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void potrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void potrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -68,9 +68,9 @@ queue
 upper_lower
    Indicates how the input matrix has been factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A` = :math:`U^{T}`U`   for real data, :math:`A` = :math:`U^{H}U` for complex data.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A` = :math:`U^{T}`U`   for real data, :math:`A` = :math:`U^{H}U` for complex data.
 
-   If ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A` = :math:`LL^{T}`   for real data, :math:`A` = :math:`LL^{H}` for complex   data.
+   If ``upper_lower = oneapi::math::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A` = :math:`LL^{T}`   for real data, :math:`A` = :math:`LL^{H}` for complex   data.
 
 n
    The order of matrix :math:`A` (:math:`0 \le n`).\
@@ -110,17 +110,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -139,8 +139,8 @@ potrs (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -153,9 +153,9 @@ queue
 upper_lower
    Indicates how the input matrix has been factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A` = :math:`U^{T}U`   for real data, :math:`A` = :math:`U^{H}U` for complex data.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A` = :math:`U^{T}U`   for real data, :math:`A` = :math:`U^{H}U` for complex data.
 
-   If ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A` = :math:`LL^{T}`   for real data, :math:`A` = :math:`LL^{H}` for complex   data.
+   If ``upper_lower = oneapi::math::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A` = :math:`LL^{T}`   for real data, :math:`A` = :math:`LL^{H}` for complex   data.
 
 n
    The order of matrix :math:`A` (:math:`0 \le n`).\
@@ -198,17 +198,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
index bd4959456e..589dcbd0c3 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
@@ -50,7 +50,7 @@ The buffer version of ``potrs_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void potrs_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -112,13 +112,13 @@ b
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -149,7 +149,7 @@ The USM version of ``potrs_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -222,13 +222,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -255,7 +255,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -326,13 +326,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
index 2e4c51801d..8b4b73418f 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
@@ -34,7 +34,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -85,11 +85,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -104,7 +104,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
@@ -153,11 +153,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
index 5128926abc..eafb7d4ff6 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_scratchpad_size.rst
@@ -36,9 +36,9 @@ potrs_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrs_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
+      std::int64_t potrs_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
     }
 
 .. container:: section
@@ -51,9 +51,9 @@ queue
 upper_lower
    Indicates how the input matrix has been factored:
 
-   If ``upper_lower = oneapi::mkl::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A = U^{T}U`   for real data, :math:`A = U^{H}U` for complex data.
+   If ``upper_lower = oneapi::math::uplo::upper``, the upper triangle   :math:`U` of :math:`A` is stored, where :math:`A = U^{T}U`   for real data, :math:`A = U^{H}U` for complex data.
 
-   If ``upper_lower = oneapi::mkl::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A = LL^{T}`   for real data, :math:`A = LL^{H}` for complex   data.
+   If ``upper_lower = oneapi::math::uplo::lower``, the lower triangle   :math:`L` of :math:`A` is stored, where :math:`A = LL^{T}`   for real data, :math:`A = LL^{H}` for complex   data.
 
 n
    The order of matrix :math:`A` (:math:`0 \le n`).
@@ -73,11 +73,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/syevd.rst b/source/elements/oneMath/source/domains/lapack/syevd.rst
index fb13788155..d017bdb2eb 100644
--- a/source/elements/oneMath/source/domains/lapack/syevd.rst
+++ b/source/elements/oneMath/source/domains/lapack/syevd.rst
@@ -47,8 +47,8 @@ syevd (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void syevd(cl::sycl::queue &queue, jobz jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void syevd(cl::sycl::queue &queue, jobz jobz, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -111,28 +111,28 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
    If :math:`\text{info}=-i`, the :math:`i`-th parameter had an illegal value.
 
-   If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+   If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
    failed to converge; :math:`i` indicates the number of off-diagonal
    elements of an intermediate tridiagonal form which did not
    converge to zero.
 
-   If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm failed
+   If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm failed
    to compute an eigenvalue while working on the submatrix lying in
    rows and columns :math:`\text{info}/(n+1)` through :math:`\text{mod}(\text{info},n+1)`.
 
@@ -147,8 +147,8 @@ syevd (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event syevd(cl::sycl::queue &queue, jobz jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event syevd(cl::sycl::queue &queue, jobz jobz, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -214,28 +214,28 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
    If :math:`\text{info}=-i`, the :math:`i`-th parameter had an illegal value.
 
-   If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+   If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
    failed to converge; :math:`i` indicates the number of off-diagonal
    elements of an intermediate tridiagonal form which did not
    converge to zero.
 
-   If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm failed
+   If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm failed
    to compute an eigenvalue while working on the submatrix lying in
    rows and columns :math:`\text{info}/(n+1)` through :math:`\text{mod}(\text{info},n+1)`.
 
diff --git a/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
index 39a47569ce..f41a868657 100644
--- a/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/syevd_scratchpad_size.rst
@@ -34,9 +34,9 @@ syevd_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t syevd_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t syevd_scratchpad_size(cl::sycl::queue &queue, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -76,11 +76,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/sygvd.rst b/source/elements/oneMath/source/domains/lapack/sygvd.rst
index c1b84399de..1894242ed9 100644
--- a/source/elements/oneMath/source/domains/lapack/sygvd.rst
+++ b/source/elements/oneMath/source/domains/lapack/sygvd.rst
@@ -44,8 +44,8 @@ sygvd (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void sygvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void sygvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &w, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -141,17 +141,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -159,12 +159,12 @@ This routine shall throw the following exceptions if the associated condition is
 
    For :math:`\text{info} \le n`:
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
       failed to converge; :math:`i` indicates the number of off-diagonal
       elements of an intermediate tridiagonal form which did not
       converge to zero.
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm
       failed to compute an eigenvalue while working on the submatrix
       lying in rows and columns :math:`\text{info}/(n+1)` through
       :math:`\text{mod}(\text{info},n+1)`.
@@ -187,8 +187,8 @@ sygvd (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event sygvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event sygvd(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *w, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -287,17 +287,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -305,12 +305,12 @@ This routine shall throw the following exceptions if the associated condition is
 
    For :math:`\text{info} \le n`:
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::novec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::novec``, then the algorithm
       failed to converge; :math:`i` indicates the number of off-diagonal
       elements of an intermediate tridiagonal form which did not
       converge to zero.
 
-      If :math:`\text{info}=i`, and ``jobz = oneapi::mkl::job::vec``, then the algorithm
+      If :math:`\text{info}=i`, and ``jobz = oneapi::math::job::vec``, then the algorithm
       failed to compute an eigenvalue while working on the submatrix
       lying in rows and columns :math:`\text{info}/(n+1)` through
       :math:`\text{mod}(\text{info},n+1)`.
diff --git a/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
index 05b5f56826..806c0a18c7 100644
--- a/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sygvd_scratchpad_size.rst
@@ -34,9 +34,9 @@ sygvd_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t sygvd_scratchpad_size(cl::sycl::queue &queue, std::int64_t itype, oneapi::mkl::job jobz, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda, std::int64_t ldb) 
+      std::int64_t sygvd_scratchpad_size(cl::sycl::queue &queue, std::int64_t itype, oneapi::math::job jobz, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda, std::int64_t ldb) 
     }
 
 .. container:: section
@@ -87,11 +87,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/sytrd.rst b/source/elements/oneMath/source/domains/lapack/sytrd.rst
index 0d1edb2e09..8719dd5f89 100644
--- a/source/elements/oneMath/source/domains/lapack/sytrd.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrd.rst
@@ -37,8 +37,8 @@ sytrd (Buffer Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void sytrd(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &d, cl::sycl::buffer<T,1> &e, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void sytrd(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &d, cl::sycl::buffer<T,1> &e, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -116,17 +116,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -143,8 +143,8 @@ sytrd (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event sytrd(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *d, T *e, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event sytrd(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *d, T *e, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -224,17 +224,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
index 5c5d781bf8..a0e6e87290 100644
--- a/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrd_scratchpad_size.rst
@@ -34,9 +34,9 @@ sytrd_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t sytrd_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t sytrd_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -67,11 +67,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/sytrf.rst b/source/elements/oneMath/source/domains/lapack/sytrf.rst
index c80b1c2b30..4b79e10ecc 100644
--- a/source/elements/oneMath/source/domains/lapack/sytrf.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrf.rst
@@ -48,8 +48,8 @@ sytrf (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void sytrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<int_64,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void sytrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<int_64,1> &ipiv, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -89,9 +89,9 @@ a
 ipiv
    Buffer, size at least :math:`\max(1, n)`. Contains details of    the interchanges and the block structure of :math:`D`. If   :math:`\text{ipiv}(i)=k>0`, then :math:`d_{ii}` is a :math:`1 \times 1` block, and the   :math:`i`-th row and column of :math:`A` was interchanged with the :math:`k`-th   row and column.
 
-      If ``upper_lower=oneapi::mkl::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i`-1, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
+      If ``upper_lower=oneapi::math::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i`-1, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
 
-      If ``upper_lower=oneapi::mkl::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
+      If ``upper_lower=oneapi::math::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
 
 scratchpad
    Buffer holding scratchpad memory to be used by routine for storing intermediate results.
@@ -102,17 +102,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -131,8 +131,8 @@ sytrf (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event sytrf(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, int_64 *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event sytrf(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, int_64 *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -175,9 +175,9 @@ a
 ipiv
    Pointer to array of size at least :math:`\max(1, n)`. Contains details of    the interchanges and the block structure of :math:`D`. If   :math:`\text{ipiv}(i)=k>0`, then :math:`d_{ii}` is a :math:`1 \times 1` block, and the   :math:`i`-th row and column of :math:`A` was interchanged with the :math:`k`-th   row and column.
 
-      If ``upper_lower=oneapi::mkl::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i-1`, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
+      If ``upper_lower=oneapi::math::uplo::upper``   and :math:`\text{ipiv}(i)=\text{ipiv}(i-1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i-1`, and (:math:`i-1`)-th row and column of   :math:`A` was interchanged with the :math:`m`-th row and   column.
       
-      If ``upper_lower=oneapi::mkl::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
+      If ``upper_lower=oneapi::math::uplo::lower`` and   :math:`\text{ipiv}(i)=\text{ipiv}(i+1)=-m<0`, then :math:`D` has a :math:`2 \times 2` block in   rows/columns :math:`i` and :math:`i+1`, and (:math:`i+1`)-th row and column   of :math:`A` was interchanged with the :math:`m`-th row and column.
 
 scratchpad
    Pointer to scratchpad memory to be used by routine for storing intermediate results.
@@ -188,17 +188,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
index 06a224ff8f..a79439b828 100644
--- a/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/sytrf_scratchpad_size.rst
@@ -37,9 +37,9 @@ sytrf_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t sytrf_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t sytrf_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -73,11 +73,11 @@ lda
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/trtrs.rst b/source/elements/oneMath/source/domains/lapack/trtrs.rst
index cb0e89ead9..af14317ca6 100644
--- a/source/elements/oneMath/source/domains/lapack/trtrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/trtrs.rst
@@ -51,8 +51,8 @@ trtrs (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void trtrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose transa, oneapi::mkl::diag unit_diag, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void trtrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, oneapi::math::transpose transa, oneapi::math::diag unit_diag, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &b, std::int64_t ldb, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -119,17 +119,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -146,8 +146,8 @@ trtrs (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event trtrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose transa, oneapi::mkl::diag unit_diag, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event trtrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, oneapi::math::transpose transa, oneapi::math::diag unit_diag, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -217,17 +217,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
index 7ff6d333c3..321689010f 100644
--- a/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/trtrs_scratchpad_size.rst
@@ -36,9 +36,9 @@ trtrs_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t trtrs_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, oneapi::mkl::diag diag, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
+      std::int64_t trtrs_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, oneapi::math::diag diag, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t ldb) 
     }
 
 .. container:: section
@@ -58,17 +58,17 @@ upper_lower
 trans
    Indicates the form of the equations:
 
-   If ``trans=oneapi::mkl::transpose::nontrans``, then :math:`AX = B` is solved
+   If ``trans=oneapi::math::transpose::nontrans``, then :math:`AX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::trans``, then :math:`A^TX = B` is solved
+   If ``trans=oneapi::math::transpose::trans``, then :math:`A^TX = B` is solved
    for :math:`X`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, then :math:`A^HX = B` is
+   If ``trans=oneapi::math::transpose::conjtrans``, then :math:`A^HX = B` is
    solved for :math:`X`.
 
 diag
-   If diag = ``oneapi::mkl::diag::nonunit``, then :math:`A` is not a    unit triangular matrix.
+   If diag = ``oneapi::math::diag::nonunit``, then :math:`A` is not a    unit triangular matrix.
 
    If unit_diag = ``diag::unit``,   then :math:`A` is unit triangular: diagonal elements of :math:`A` are assumed   to be 1 and not referenced in the array ``a``.
 
@@ -90,11 +90,11 @@ ldb
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ungbr.rst b/source/elements/oneMath/source/domains/lapack/ungbr.rst
index ee5f45a61e..63427d09c0 100644
--- a/source/elements/oneMath/source/domains/lapack/ungbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungbr.rst
@@ -33,7 +33,7 @@ To compute the whole :math:`m \times m` matrix :math:`Q`, use:
 
 ::
 
-   oneapi::mkl::lapack::ungbr(queue, generate::q, m, m, n, a, ...)
+   oneapi::math::lapack::ungbr(queue, generate::q, m, m, n, a, ...)
 
 (note that the buffer ``a`` must have at least :math:`m` columns).
 
@@ -41,13 +41,13 @@ To form the :math:`n` leading columns of :math:`Q` if :math:`m > n`, use:
 
 ::
 
-   oneapi::mkl::lapack::ungbr(queue, generate::q, m, n, n, a, ...)
+   oneapi::math::lapack::ungbr(queue, generate::q, m, n, n, a, ...)
 
 To compute the whole :math:`n \times n` matrix :math:`P^{T}`, use:
 
 ::
 
-   oneapi::mkl::lapack::ungbr(queue, generate::p, n, n, m, a, ...)
+   oneapi::math::lapack::ungbr(queue, generate::p, n, n, m, a, ...)
 
 (note that the array ``a`` must have at least :math:`n` rows).
 
@@ -55,7 +55,7 @@ To form the :math:`m` leading rows of :math:`P^{T}` if :math:`m < n`, use:
 
 ::
 
-   oneapi::mkl::lapack::ungbr(queue, generate::p, m, n, m, a, ...)
+   oneapi::math::lapack::ungbr(queue, generate::p, m, n, m, a, ...)
 
 ungbr (Buffer Version)
 ----------------------
@@ -66,8 +66,8 @@ ungbr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void ungbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void ungbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -143,17 +143,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -170,8 +170,8 @@ ungbr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ungbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ungbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -250,17 +250,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
index b46eedae96..513d9ff716 100644
--- a/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungbr_scratchpad_size.rst
@@ -34,9 +34,9 @@ ungbr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t ungbr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t &scratchpad_size) 
+      std::int64_t ungbr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t &scratchpad_size) 
     }
 
 .. container:: section
@@ -85,11 +85,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr.rst b/source/elements/oneMath/source/domains/lapack/ungqr.rst
index 2a6c629d1b..af1b060ca7 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr.rst
@@ -32,21 +32,21 @@ Usually :math:`Q` is determined from the QR factorization of an :math:`m \times
 
 ::
 
-    oneapi::mkl::lapack::ungqr(queue, m, m, p, a, lda, tau, scratchpad, scratchpad_size)
+    oneapi::math::lapack::ungqr(queue, m, m, p, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the leading :math:`p` columns of :math:`Q` (which form an
 orthonormal basis in the space spanned by the columns of :math:`A`):
 
 ::
 
-    oneapi::mkl::lapack::ungqr(queue, m, p, p, a, lda, tau, scratchpad, scratchpad_size)
+    oneapi::math::lapack::ungqr(queue, m, p, p, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the matrix :math:`Q^{k}` of the QR factorization of
 the leading :math:`k` columns of the matrix :math:`A`:
 
 ::
 
-    oneapi::mkl::lapack::ungqr(queue, m, m, k, a, lda, tau, scratchpad, scratchpad_size)
+    oneapi::math::lapack::ungqr(queue, m, m, k, a, lda, tau, scratchpad, scratchpad_size)
 
 To compute the leading :math:`k` columns of :math:`Q^{k}` (which form
 an orthonormal basis in the space spanned by the leading :math:`k`
@@ -54,7 +54,7 @@ columns of the matrix :math:`A`):
 
 ::
 
-    oneapi::mkl::lapack::ungqr(queue, m, k, k, a, lda, tau, scratchpad, scratchpad_size)
+    oneapi::math::lapack::ungqr(queue, m, k, k, a, lda, tau, scratchpad, scratchpad_size)
 
 ungqr (Buffer Version)
 ----------------------
@@ -65,7 +65,7 @@ ungqr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void ungqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -118,17 +118,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -145,7 +145,7 @@ ungqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -201,17 +201,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
index 678b98e280..b3d2daece6 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
@@ -52,7 +52,7 @@ The buffer version of ``ungqr_batch`` supports only the strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       void ungqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &tau, std::int64_t stride_tau, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
@@ -109,13 +109,13 @@ a
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
   
    Exception is thrown in case of problems during calculations. The info code of the problem can be obtained by info() method of exception object:
 
@@ -155,7 +155,7 @@ The USM version of ``ungqr_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, T **a, std::int64_t *lda, T **tau, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -219,13 +219,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
  
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -253,7 +253,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, std::int64_t stride_a, T *tau, std::int64_t stride_tau, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
@@ -319,13 +319,13 @@ Output event to wait on to ensure computation is complete.
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::lapack::batch_error<onemath_lapack_exception_batch_error>`
+:ref:`oneapi::math::lapack::batch_error<onemath_lapack_exception_batch_error>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    The ``info`` code of the problem can be obtained by `info()` method of exception object:
   
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
index 4804aab097..c68df2dd87 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_batch_scratchpad_size.rst
@@ -32,7 +32,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t ungqr_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
@@ -75,11 +75,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
@@ -94,7 +94,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t ungqr_batch_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_tau, std::int64_t batch_size)
     };
@@ -140,11 +140,11 @@ Number of elements of type ``T`` the scratchpad memory should able to hold to be
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
index a15baeb1db..fbac1ab383 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_scratchpad_size.rst
@@ -34,7 +34,7 @@ ungqr_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
       std::int64_t ungqr_scratchpad_size(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda) 
     }
@@ -65,11 +65,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/ungtr.rst b/source/elements/oneMath/source/domains/lapack/ungtr.rst
index 6f784e7f4d..05337e7edd 100644
--- a/source/elements/oneMath/source/domains/lapack/ungtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungtr.rst
@@ -38,8 +38,8 @@ ungtr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void ungtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void ungtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -90,17 +90,17 @@ scratchpad
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -117,8 +117,8 @@ ungtr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ungtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ungtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -172,17 +172,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
index d0a091a6d2..7ca69e14ab 100644
--- a/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungtr_scratchpad_size.rst
@@ -34,9 +34,9 @@ ungtr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t ungtr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t lda) 
+      std::int64_t ungtr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t lda) 
     }
 
 .. container:: section
@@ -63,11 +63,11 @@ lda
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/unmqr.rst b/source/elements/oneMath/source/domains/lapack/unmqr.rst
index 82599102cd..30d420806b 100644
--- a/source/elements/oneMath/source/domains/lapack/unmqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmqr.rst
@@ -42,8 +42,8 @@ unmqr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void unmqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void unmqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -54,17 +54,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{H}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{H}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{H}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::conjtrans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::conjtrans``, the routine multiplies :math:`C`
     by :math:`Q^{H}`.
 
 m
@@ -77,9 +77,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q` 
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The buffer ``a`` as returned by :ref:`onemath_lapack_geqrf`.
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -147,8 +147,8 @@ unmqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -159,17 +159,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{H}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{H}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{H}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::conjtrans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::conjtrans``, the routine multiplies :math:`C`
     by :math:`Q^{H}`.
 
 m
@@ -182,9 +182,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q`
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The pointer to ``a`` as returned by :ref:`onemath_lapack_geqrf`.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
index 49112c8115..8c0a639e42 100644
--- a/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmqr_scratchpad_size.rst
@@ -35,9 +35,9 @@ unmqr_scratchpad_size
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t unmqr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc, std::int64_t &scratchpad_size) 
+      std::int64_t unmqr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc, std::int64_t &scratchpad_size) 
     }
 
 .. container:: section
@@ -48,17 +48,17 @@ queue
    Device queue where calculations by :ref:`onemath_lapack_unmqr` function will be performed.
 
 side
-   If ``side=oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is
+   If ``side=oneapi::math::side::left``, :math:`Q` or :math:`Q^{H}` is
    applied to :math:`C` from the left.
 
-   If ``side=oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{H}` is
+   If ``side=oneapi::math::side::right``, :math:`Q` or :math:`Q^{H}` is
    applied to :math:`C` from the right.
 
 trans
-   If ``trans=oneapi::mkl::transpose::nontrans``, the routine multiplies
+   If ``trans=oneapi::math::transpose::nontrans``, the routine multiplies
    :math:`C` by :math:`Q`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, the routine multiplies
+   If ``trans=oneapi::math::transpose::conjtrans``, the routine multiplies
    :math:`C` by :math:`Q^H`.
 
 m
@@ -83,11 +83,11 @@ ldc
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/unmrq.rst b/source/elements/oneMath/source/domains/lapack/unmrq.rst
index 9815e045b4..eaa5ec8c1b 100644
--- a/source/elements/oneMath/source/domains/lapack/unmrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmrq.rst
@@ -42,8 +42,8 @@ unmrq (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void unmrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void unmrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -54,17 +54,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{H}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{H}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{H}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::conjtrans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::conjtrans``, the routine multiplies :math:`C`
     by :math:`Q^{H}`.
 
 m
@@ -77,9 +77,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q` 
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The buffer ``a`` as returned by :ref:`onemath_lapack_gerqf`.
@@ -120,17 +120,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -147,8 +147,8 @@ unmrq (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -159,17 +159,17 @@ queue
     The queue where the routine should be executed.
 
 side
-    If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^{H}` is applied
+    If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^{H}` is applied
     to :math:`C` from the left.
 
-    If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^{H}` is
+    If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^{H}` is
     applied to :math:`C` from the right.
 
 trans
-    If ``trans = oneapi::mkl::transpose::nontrans``, the routine multiplies
+    If ``trans = oneapi::math::transpose::nontrans``, the routine multiplies
     :math:`C` by :math:`Q`.
 
-    If ``trans = oneapi::mkl::transpose::conjtrans``, the routine multiplies :math:`C`
+    If ``trans = oneapi::math::transpose::conjtrans``, the routine multiplies :math:`C`
     by :math:`Q^{H}`.
 
 m
@@ -182,9 +182,9 @@ k
     The number of elementary reflectors whose product defines the
     matrix :math:`Q`
 
-    If ``side = oneapi::mkl::side::left``, :math:`0 \le k \le m`
+    If ``side = oneapi::math::side::left``, :math:`0 \le k \le m`
 
-    If ``side = oneapi::mkl::side::right``, :math:`0 \le k \le n`
+    If ``side = oneapi::math::side::right``, :math:`0 \le k \le n`
 
 a
     The pointer to ``a`` as returned by :ref:`onemath_lapack_gerqf`.
@@ -228,17 +228,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
     Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
index 63ecc9ffdf..b99220b631 100644
--- a/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmrq_scratchpad_size.rst
@@ -34,9 +34,9 @@ unmrq_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t unmrq_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc)
+      std::int64_t unmrq_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, std::int64_t lda, std::int64_t ldc)
     }
 
 .. container:: section
@@ -47,12 +47,12 @@ queue
    Device queue where calculations by the unmrq function will be performed.
 
 side
-   If ``side = oneapi::mkl::side::left``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the left. If ``side = oneapi::mkl::side::right``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the right.
+   If ``side = oneapi::math::side::left``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the left. If ``side = oneapi::math::side::right``, :math:`Q` or :math:`Q^T` is applied to :math:`C` from the right.
 
 trans
-   If ``trans=oneapi::mkl::transpose::nontrans``, the routine multiplies :math:`C` by :math:`Q`.
+   If ``trans=oneapi::math::transpose::nontrans``, the routine multiplies :math:`C` by :math:`Q`.
 
-   If ``trans=oneapi::mkl::transpose::conjtrans``, the routine multiplies :math:`C` by :math:`Q^H`.
+   If ``trans=oneapi::math::transpose::conjtrans``, the routine multiplies :math:`C` by :math:`Q^H`.
 
 m
    The number of rows in the matrix :math:`C` (:math:`0 \le m`).
@@ -75,11 +75,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/lapack/unmtr.rst b/source/elements/oneMath/source/domains/lapack/unmtr.rst
index 5c4939b026..d0d204274f 100644
--- a/source/elements/oneMath/source/domains/lapack/unmtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmtr.rst
@@ -44,8 +44,8 @@ unmtr (Buffer Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      void unmtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
+    namespace oneapi::math::lapack {
+      void unmtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, cl::sycl::buffer<T,1> &a, std::int64_t lda, cl::sycl::buffer<T,1> &tau, cl::sycl::buffer<T,1> &c, std::int64_t ldc, cl::sycl::buffer<T,1> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -142,17 +142,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
@@ -169,8 +169,8 @@ unmtr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, T *a, std::int64_t lda, T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -270,17 +270,17 @@ scratchpad
 
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
+:ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
 
-:ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
+:ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
-:ref:`oneapi::mkl::lapack::computation_error<onemath_lapack_exception_computation_error>`
+:ref:`oneapi::math::lapack::computation_error<onemath_lapack_exception_computation_error>`
 
    Exception is thrown in case of problems during calculations. The ``info`` code of the problem can be obtained by `info()` method of exception object:
 
diff --git a/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
index f3ab16b64f..fc202e6dbf 100644
--- a/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmtr_scratchpad_size.rst
@@ -34,9 +34,9 @@ unmtr_scratchpad_size
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t unmtr_scratchpad_size(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldc) 
+      std::int64_t unmtr_scratchpad_size(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t lda, std::int64_t ldc) 
     }
 
 .. container:: section
@@ -92,11 +92,11 @@ ldc
          
 This routine shall throw the following exceptions if the associated condition is detected. An implementation may throw additional implementation-specific exception(s) in case of error conditions not covered here.
 
-:ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
+:ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
 
-:ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+:ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
-:ref:`oneapi::mkl::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
+:ref:`oneapi::math::lapack::invalid_argument<onemath_lapack_exception_invalid_argument>`
 
    Exception is thrown in case of incorrect supplied argument value.
    Position of wrong argument can be determined by `info()` method of exception object.
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
index fbebb0a4d5..17c540908b 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
@@ -44,7 +44,7 @@ class bernoulli
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename IntType, typename Method>
      class bernoulli {
      public:
@@ -76,11 +76,11 @@ class bernoulli
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::bernoulli_method::by_default
+        typename Method = oneapi::math::rng::bernoulli_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::bernoulli_method::by_default``
-                * ``oneapi::mkl::rng::bernoulli_method::icdf``
+                * ``oneapi::math::rng::bernoulli_method::by_default``
+                * ``oneapi::math::rng::bernoulli_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -164,7 +164,7 @@ class bernoulli
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `p > 1`, or `p < 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
index c3e7004bde..fcd6602e2b 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-beta.rst
@@ -39,7 +39,7 @@ class beta
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename RealType, typename Method>
      class beta {
      public:
@@ -166,7 +166,7 @@ class beta
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`p \leq 0`, or :math:`q \leq 0`, or :math:`\beta \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
index 9a9ff35f7a..70dce2dae4 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bits.rst
@@ -23,7 +23,7 @@ class bits
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename UIntType = std::uint32_t>
      class bits {
        using result_type = UIntType;
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
index f0b8bfa12f..0ee577361a 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-exponential.rst
@@ -47,7 +47,7 @@ class exponential
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename RealType, typename Method>
      class exponential {
      public:
@@ -77,12 +77,12 @@ class exponential
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::exponential_method::by_default
+        typename Method = oneapi::math::rng::exponential_method::by_default
             Generation method. The specific values are as follows:
 
-                * ``oneapi::mkl::rng::device::exponential_method::by_default``
-                * ``oneapi::mkl::rng::device::exponential_method::icdf``
-                * ``oneapi::mkl::rng::device::exponential_method::icdf_accurate``
+                * ``oneapi::math::rng::device::exponential_method::by_default``
+                * ``oneapi::math::rng::device::exponential_method::icdf``
+                * ``oneapi::math::rng::device::exponential_method::icdf_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
@@ -169,7 +169,7 @@ class exponential
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`beta \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
index f161446c4c..b8a049a54e 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gamma.rst
@@ -37,7 +37,7 @@ class gamma
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename RealType, typename Method>
      class gamma {
      public:
@@ -161,7 +161,7 @@ class gamma
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`alpha \leq 0` or :math:`beta \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
index 5aae871bce..f31cf32eec 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-gaussian.rst
@@ -56,7 +56,7 @@ class gaussian
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename RealType, typename Method>
      class gaussian {
      public:
@@ -88,8 +88,8 @@ class gaussian
         typename Method
             Generation method. The specific values are as follows:
 
-                * ``oneapi::mkl::rng::device::gaussian_method::by_default``
-                * ``oneapi::mkl::rng::device::gaussian_method::box_muller2``
+                * ``oneapi::math::rng::device::gaussian_method::by_default``
+                * ``oneapi::math::rng::device::gaussian_method::box_muller2``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`
 
@@ -175,7 +175,7 @@ class gaussian
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `stddev` :math:`\leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
index 8a22309219..5a29df4f50 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-generate.rst
@@ -15,7 +15,7 @@ Entry point to obtain random numbers from a given engine with proper statistics
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename Distr, typename Engine>
      auto generate(Distr& distr, Engine& engine) ->
        typename std::conditional<Engine::vec_size == 1, typename Distr::result_type,
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
index df4918828a..62b0aa01d6 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-lognormal.rst
@@ -49,7 +49,7 @@ class lognormal
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename RealType, typename Method>
      class lognormal {
      public:
@@ -80,11 +80,11 @@ class lognormal
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::lognormal_method::by_default
+        typename Method = oneapi::math::rng::lognormal_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::device::lognormal_method::by_default``
-                * ``oneapi::mkl::rng::device::lognormal_method::box_muller2``
+                * ``oneapi::math::rng::device::lognormal_method::by_default``
+                * ``oneapi::math::rng::device::lognormal_method::box_muller2``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
@@ -176,7 +176,7 @@ class lognormal
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`s \leq 0`, or :math:`scale \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
index aca80b1903..9ef7ff8ab8 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg31m1.rst
@@ -36,7 +36,7 @@ class mcg31m1
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<std::int32_t VecSize = 1>
      class mcg31m1 {
      public:
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
index 0d580b805f..61f66edba5 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mcg59.rst
@@ -32,7 +32,7 @@ class mcg59
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<std::int32_t VecSize = 1>
      class mcg59 {
      public:
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
index 9cc285b4fe..3bc1c3964a 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-mrg32k3a.rst
@@ -41,7 +41,7 @@ class mrg32k3a
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<std::int32_t VecSize = 1>
      class mrg32k3a {
      public:
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
index 10acf6f1e8..c09f51c79f 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-philox4x32x10.rst
@@ -51,7 +51,7 @@ class philox4x32x10
 
 .. code-block:: cpp
     
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<std::int32_t VecSize = 1>
      class philox4x32x10 {
      public:
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
index e68a0f2203..1365cd614d 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
@@ -42,7 +42,7 @@ class poisson
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename IntType, typename Method>
      class poisson {
      public:
@@ -70,11 +70,11 @@ class poisson
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::poisson_method::by_default
+        typename Method = oneapi::math::rng::poisson_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::device::poisson_method::by_default``
-                * ``oneapi::mkl::rng::device::poisson_method::devroye``
+                * ``oneapi::math::rng::device::poisson_method::by_default``
+                * ``oneapi::math::rng::device::poisson_method::devroye``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -158,7 +158,7 @@ class poisson
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`lambda \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
index 3630015e52..16dbe29183 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-skip-ahead.rst
@@ -25,7 +25,7 @@ skip_ahead
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename Engine>
      void skip_ahead (Engine& engine, std::uint64_t num_to_skip)
    }
@@ -52,7 +52,7 @@ skip_ahead
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename Engine>
      void skip_ahead (Engine& engine, std::initializer_list<std::uint64_t> num_to_skip)
    }
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
index a2b2faddeb..84a7aee4fc 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-bits.rst
@@ -26,7 +26,7 @@ class uniform_bits
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename UIntType = std::uint32_t>
      class uniform_bits {
        using result_type = UIntType;
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
index 099543987b..8ce4ac3532 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-continuous.rst
@@ -48,7 +48,7 @@ class uniform
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename Type = float, typename Method = uniform_method::by_default>
      class uniform {
      public:
@@ -81,9 +81,9 @@ class uniform
         typename Method
             Generation method. The specific values are as follows:
 
-                * ``oneapi::mkl::rng::device::uniform_method::by_default``
-                * ``oneapi::mkl::rng::device::uniform_method::standard``
-                * ``oneapi::mkl::rng::device::uniform_method::accurate``
+                * ``oneapi::math::rng::device::uniform_method::by_default``
+                * ``oneapi::math::rng::device::uniform_method::standard``
+                * ``oneapi::math::rng::device::uniform_method::accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`
 
@@ -170,7 +170,7 @@ class uniform
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`a \ge b`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
index 581aac578d..1712a33cc5 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-uniform-discrete.rst
@@ -45,7 +45,7 @@ class uniform
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::rng::device {
+   namespace oneapi::math::rng::device {
      template<typename Type, typename Method>
      class uniform<Type, Method> {
      public:
@@ -77,12 +77,12 @@ class uniform
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::uniform_method::by_default
+        typename Method = oneapi::math::rng::uniform_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::device::uniform_method::by_default``
-                * ``oneapi::mkl::rng::device::uniform_method::standard``
-                * ``oneapi::mkl::rng::device::uniform_method::accurate``
+                * ``oneapi::math::rng::device::uniform_method::by_default``
+                * ``oneapi::math::rng::device::uniform_method::standard``
+                * ``oneapi::math::rng::device::uniform_method::accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_device_rng_distributions_method>`.
 
@@ -142,7 +142,7 @@ class uniform
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`a \ge b`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
index 5d0af7cc06..46c603c3f3 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
@@ -27,7 +27,7 @@ Example of Scalar Random Numbers Generation
 
 .. code-block:: cpp
 
-    #include "oneapi/mkl/rng/device.hpp"
+    #include "oneapi/math/rng/device.hpp"
 
     int main() {
         sycl::queue q;
@@ -37,11 +37,11 @@ Example of Scalar Random Numbers Generation
             // ...
             cgh.parallel_for(n, [=](size_t idx) {
                 // Create an engine object
-                oneapi::mkl::rng::device::philox4x32x10<> engine(seed, idx);
+                oneapi::math::rng::device::philox4x32x10<> engine(seed, idx);
                 // Create a distribution object
-                oneapi::mkl::rng::device::uniform<float> distr;
+                oneapi::math::rng::device::uniform<float> distr;
                 // Call generate function to obtain scalar random number
-                float res = oneapi::mkl::rng::device::generate(distr, engine);
+                float res = oneapi::math::rng::device::generate(distr, engine);
                 // ...
             });
         });
@@ -53,7 +53,7 @@ Example of Vector Random Numbers Generation
 
 .. code-block:: cpp
 
-    #include "oneapi/mkl/rng/device.hpp"
+    #include "oneapi/math/rng/device.hpp"
 
     int main() {
         sycl::queue q;
@@ -63,11 +63,11 @@ Example of Vector Random Numbers Generation
             // ...
             cgh.parallel_for((n / vec_size), [=](size_t idx) {
                 // Create an engine object
-                oneapi::mkl::rng::device::philox4x32x10<vec_size> engine(seed, idx * vec_size);
+                oneapi::math::rng::device::philox4x32x10<vec_size> engine(seed, idx * vec_size);
                 // Create a distribution object
-                oneapi::mkl::rng::device::uniform<float> distr;
+                oneapi::math::rng::device::uniform<float> distr;
                 // Call generate function to obtain random numbers
-                sycl::vec<float, vec_size> res = oneapi::mkl::rng::device::generate(distr, engine);
+                sycl::vec<float, vec_size> res = oneapi::math::rng::device::generate(distr, engine);
                 // ...
             });
         });
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst b/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
index 51a3958a2c..022775085b 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-routines.rst
@@ -15,11 +15,11 @@ The main purpose of Device routines is to make them callable from your SYCL kern
 
    queue.submit([&](sycl::handler& cgh) {
      cgh.parallel_for(range,[=](...) {
-        oneapi::mkl::rng::device::routine(...); // calling routine from user's kernel code
+        oneapi::math::rng::device::routine(...); // calling routine from user's kernel code
      });
    });
 
-   oneapi::mkl::rng::device::routine(...); // calling routine from host
+   oneapi::math::rng::device::routine(...); // calling routine from host
 
 .. rubric:: Structure
 
diff --git a/source/elements/oneMath/source/domains/rng/host_api/distributions.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
index 9aecae533d..5594351fd6 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
@@ -128,19 +128,19 @@ Host Distributions
          * -     Distribution
            -     Method
          * -           \ :ref:`onemath_rng_uniform_continuous`\
-           -     `oneapi::mkl::rng::unform_method::accurate`
+           -     `oneapi::math::rng::unform_method::accurate`
          * -           \ :ref:`onemath_rng_exponential`\
-           -     `oneapi::mkl::rng::exponential_method::icdf_accurate`
+           -     `oneapi::math::rng::exponential_method::icdf_accurate`
          * -           \ :ref:`onemath_rng_weibull`\
-           -     `oneapi::mkl::rng::weibull_method::icdf_accurate`
+           -     `oneapi::math::rng::weibull_method::icdf_accurate`
          * -           \ :ref:`onemath_rng_rayleigh`\
-           -     `oneapi::mkl::rng::rayleigh_method::icdf_accurate`
+           -     `oneapi::math::rng::rayleigh_method::icdf_accurate`
          * -           \ :ref:`onemath_rng_lognormal`\
-           -     `oneapi::mkl::rng::lognormal_method::box_muller2_accurate`, `oneapi::mkl::rng::lognormal_method::icdf_accurate`
+           -     `oneapi::math::rng::lognormal_method::box_muller2_accurate`, `oneapi::math::rng::lognormal_method::icdf_accurate`
          * -           \ :ref:`onemath_rng_gamma`\
-           -     `oneapi::mkl::rng::gamma_method::marsaglia_accurate`
+           -     `oneapi::math::rng::gamma_method::marsaglia_accurate`
          * -           \ :ref:`onemath_rng_beta`\
-           -     `oneapi::mkl::rng::beta_method::cja_accurate`
+           -     `oneapi::math::rng::beta_method::cja_accurate`
                
    **Parent topic:** :ref:`onemath_rng_manual_offload_routines`
 
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
index fbcaacc1f6..d124114feb 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
@@ -54,7 +54,7 @@ class ars5
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class ars5 {
     public:
             static constexpr std::uint64_t default_seed = 0;
@@ -112,7 +112,7 @@ class ars5
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is 128-bit key, :math:`c` is 128-bit counter.
@@ -128,7 +128,7 @@ class ars5
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
index 0baed6f2f0..9e2b69e126 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
@@ -13,7 +13,7 @@ Class is used for generation of Bernoulli distributed integer types random numbe
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
 
 The probability distribution is given by:
 
@@ -40,7 +40,7 @@ class bernoulli
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = bernoulli_method::by_default>
     class bernoulli {
     public:
@@ -65,11 +65,11 @@ class bernoulli
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::bernoulli_method::by_default
+        typename Method = oneapi::math::rng::bernoulli_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::bernoulli_method::by_default``
-                * ``oneapi::mkl::rng::bernoulli_method::icdf``
+                * ``oneapi::math::rng::bernoulli_method::by_default``
+                * ``oneapi::math::rng::bernoulli_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -153,7 +153,7 @@ class bernoulli
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `p > 1.0f`, or `p < 0.0f`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
index c7e5b90340..d751617008 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
@@ -13,7 +13,7 @@ Class is used for generation of beta distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>`
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
 function to provide random numbers beta distributed with shape parameters :math:`p` and :math:`q`,
 displacement :math:`\alpha` and scale parameter :math:`(b, \beta)`, where :math:`p`, :math:`q`.
 :math:`\alpha`, :math:`\beta` :math:`\in R; p > 0; q > 0; \beta > 0`.
@@ -42,7 +42,7 @@ class beta
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = beta_method::by_default>
     class beta {
     public:
@@ -70,12 +70,12 @@ class beta
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::beta_method::by_default
+        typename Method = oneapi::math::rng::beta_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::beta_method::by_default``
-                * ``oneapi::mkl::rng::beta_method::cja``
-                * ``oneapi::mkl::rng::beta_method::cja_accurate``
+                * ``oneapi::math::rng::beta_method::by_default``
+                * ``oneapi::math::rng::beta_method::cja``
+                * ``oneapi::math::rng::beta_method::cja_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -165,7 +165,7 @@ class beta
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`p \leq 0.0f`, or :math:`q \leq 0.0f`, or :math:`\beta \leq 0.0f`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
index 31fd0a9bfa..af8e186f43 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
@@ -13,7 +13,7 @@ Class is used for generation of binomially distributed integer types random numb
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
 
 A binomially distributed variate represents the number of successes in :math:`m` independent Bernoulli trials with probability of a single trial success :math:`p`.
 
@@ -39,7 +39,7 @@ class binomial
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = binomial_method::by_default>
     class binomial {
     public:
@@ -64,11 +64,11 @@ class binomial
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::binomial_method::by_default
+        typename Method = oneapi::math::rng::binomial_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::binomial_method::by_default``
-                * ``oneapi::mkl::rng::binomial_method::btpe``
+                * ``oneapi::math::rng::binomial_method::by_default``
+                * ``oneapi::math::rng::binomial_method::btpe``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -154,7 +154,7 @@ class binomial
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`p > 1.0`, or :math:`p < 0.0`, or :math:`ntrial < 1`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
index 3354c4aa4d..f6cdf37dee 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
@@ -13,7 +13,7 @@ Class is used for generation of underlying engine integer recurrence.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
 
 class bits
 ----------
@@ -22,7 +22,7 @@ class bits
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename UIntType = std::uint32_t>
     class bits {
     public:
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
index 7c8bcf7601..bdb6c66745 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
@@ -13,7 +13,7 @@ Class is used for generation of Cauchy distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class cauchy
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = cauchy_method::by_default>
     class cauchy {
     public:
@@ -62,11 +62,11 @@ class cauchy
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::cauchy_method::by_default
+        typename Method = oneapi::math::rng::cauchy_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::cauchy_method::by_default``
-                * ``oneapi::mkl::rng::cauchy_method::icdf``
+                * ``oneapi::math::rng::cauchy_method::by_default``
+                * ``oneapi::math::rng::cauchy_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -152,7 +152,7 @@ class cauchy
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
index ba6269cd0e..5d72e596f9 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
@@ -13,7 +13,7 @@ Class is used for generation of chi-square distributed real types random numbers
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
 
 The probability distribution is given by:
 
@@ -37,7 +37,7 @@ class chi_square
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = chi_square_method::by_default>
     class chi_square {
     public:
@@ -62,11 +62,11 @@ class chi_square
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::chi_square_method::by_default
+        typename Method = oneapi::math::rng::chi_square_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::chi_square_method::by_default``
-                * ``oneapi::mkl::rng::chi_square_method::gamma_based``
+                * ``oneapi::math::rng::chi_square_method::by_default``
+                * ``oneapi::math::rng::chi_square_method::gamma_based``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -150,7 +150,7 @@ class chi_square
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`n < 1`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
index e0d1e1764a..646998054a 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
@@ -13,7 +13,7 @@ Class is used for generation of exponentially distributed real types random numb
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class exponential
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = exponential_method::by_default>
     class exponential {
     public:
@@ -62,12 +62,12 @@ class exponential
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::exponential_method::by_default
+        typename Method = oneapi::math::rng::exponential_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::exponential_method::by_default``
-                * ``oneapi::mkl::rng::exponential_method::icdf``
-                * ``oneapi::mkl::rng::exponential_method::icdf_accurate``
+                * ``oneapi::math::rng::exponential_method::by_default``
+                * ``oneapi::math::rng::exponential_method::icdf``
+                * ``oneapi::math::rng::exponential_method::icdf_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -153,7 +153,7 @@ class exponential
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`beta \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
index b92dfc408d..8933e4937b 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
@@ -13,7 +13,7 @@ Class is used for generation of gamma distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>`
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
 function to provide random numbers gamma distributed with shape :math:`\alpha`,
 displacement :math:`a`, and scale parameter :math:`\beta`, where
 :math:`a, \alpha, \beta \in R; \alpha > 0; \beta > 0`.
@@ -39,7 +39,7 @@ class gamma
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = gamma_method::by_default>
     class gamma {
     public:
@@ -66,12 +66,12 @@ class gamma
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::gamma_method::by_default
+        typename Method = oneapi::math::rng::gamma_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::gamma_method::by_default``
-                * ``oneapi::mkl::rng::gamma_method::marsaglia``
-                * ``oneapi::mkl::rng::gamma_method::marsaglia_accurate``
+                * ``oneapi::math::rng::gamma_method::by_default``
+                * ``oneapi::math::rng::gamma_method::marsaglia``
+                * ``oneapi::math::rng::gamma_method::marsaglia_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -159,7 +159,7 @@ class gamma
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
index 93f3abae49..5fbb56576f 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
@@ -13,7 +13,7 @@ Class is used for generation of normally distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
 
 The probability distribution is given by:
 
@@ -37,7 +37,7 @@ class gaussian
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = gaussian_method::by_default>
     class gaussian {
     public:
@@ -63,13 +63,13 @@ class gaussian
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::gaussian_method::by_default
+        typename Method = oneapi::math::rng::gaussian_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::gaussian_method::by_default``
-                * ``oneapi::mkl::rng::gaussian_method::box_muller``
-                * ``oneapi::mkl::rng::gaussian_method::box_muller2``
-                * ``oneapi::mkl::rng::gaussian_method::icdf``
+                * ``oneapi::math::rng::gaussian_method::by_default``
+                * ``oneapi::math::rng::gaussian_method::box_muller``
+                * ``oneapi::math::rng::gaussian_method::box_muller2``
+                * ``oneapi::math::rng::gaussian_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
 
@@ -155,7 +155,7 @@ class gaussian
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `stddev` :math:`\leq` `static_cast<RealType>(0.0)`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
index a7dea550c9..8d66eb1a9e 100755
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
@@ -13,7 +13,7 @@ Class is used for generation of multivariate normally distributed real types ran
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
 
 The probability density function is given by:
 
@@ -33,7 +33,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = std::int32_t, layout Layout = layout::packed, typename Method = gaussian_mv_method::by_default>
     class gaussian_mv {
     public:
@@ -61,21 +61,21 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
     .. container:: section
 
-        oneapi::mkl::rng::layout Layout
+        oneapi::math::rng::layout Layout
             Matrix layout:
-                * ``oneapi::mkl::rng::layout::full``
-                * ``oneapi::mkl::rng::layout::packed``
-                * ``oneapi::mkl::rng::layout::diagonal``
+                * ``oneapi::math::rng::layout::full``
+                * ``oneapi::math::rng::layout::packed``
+                * ``oneapi::math::rng::layout::diagonal``
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::gaussian_mv_method::by_default
+        typename Method = oneapi::math::rng::gaussian_mv_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::gaussian_mv_method::by_default``
-                * ``oneapi::mkl::rng::gaussian_mv_method::box_muller``
-                * ``oneapi::mkl::rng::gaussian_mv_method::box_muller2``
-                * ``oneapi::mkl::rng::gaussian_mv_method::icdf``
+                * ``oneapi::math::rng::gaussian_mv_method::by_default``
+                * ``oneapi::math::rng::gaussian_mv_method::box_muller``
+                * ``oneapi::math::rng::gaussian_mv_method::box_muller2``
+                * ``oneapi::math::rng::gaussian_mv_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -147,7 +147,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`mean.size() \leq 0`, or :math:`matrix.size() \leq 0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
index d1940a9e18..724275fd8b 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
@@ -13,7 +13,7 @@ Entry point to obtain random numbers from a given engine with proper statistics
 
 .. rubric:: Description and Assumptions
 
-oneapi::mkl::rng::generate function produces random numbers sequence from the given engine object and applied transformation from a given distribution object.
+oneapi::math::rng::generate function produces random numbers sequence from the given engine object and applied transformation from a given distribution object.
 
 .. _onemath_rng_generate_buffer:
 
@@ -24,7 +24,7 @@ generate (Buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename DistrType, typename EngineType>
     void generate (const DistrType& distr, EngineType& engine, std::int64_t n, sycl::buffer<typename DistrType::result_type, 1>& r);
     }
@@ -63,7 +63,7 @@ generate (Buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when n > r.get_count(), or n < 0
 
 .. _onemath_rng_generate_usm:
@@ -75,7 +75,7 @@ generate (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename DistrType, typename EngineType>
     sycl::event generate (const DistrType& distr, EngineType& engine, std::int64_t n, typename DistrType::result_type* r, const std::vector<sycl::event> & dependencies);
     }
@@ -117,7 +117,7 @@ generate (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when r == nullptr, or n < 0
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
index 230c17b72a..a01a94d6d8 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
@@ -13,7 +13,7 @@ Class is used for generation of geometrically distributed integer types random n
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class geometric
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = geometric_method::by_default>
     class geometric {
     public:
@@ -61,11 +61,11 @@ class geometric
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::geometric_method::by_default
+        typename Method = oneapi::math::rng::geometric_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::geometric_method::by_default``
-                * ``oneapi::mkl::rng::geometric_method::icdf``
+                * ``oneapi::math::rng::geometric_method::by_default``
+                * ``oneapi::math::rng::geometric_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -149,7 +149,7 @@ class geometric
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`p \ge 1.0f`, or :math:`p \leq 0.0f`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
index bd86b232ae..ae02b8debd 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
@@ -13,7 +13,7 @@ Class is used for generation of Gumbel distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class gumbel
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = gumbel_method::by_default>
     class gumbel {
     public:
@@ -62,11 +62,11 @@ class gumbel
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::gumbel_method::by_default
+        typename Method = oneapi::math::rng::gumbel_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::gumbel_method::by_default``
-                * ``oneapi::mkl::rng::gumbel_method::icdf``
+                * ``oneapi::math::rng::gumbel_method::by_default``
+                * ``oneapi::math::rng::gumbel_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -152,7 +152,7 @@ class gumbel
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
index e8f5fd78c0..aa185c39c2 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
@@ -13,7 +13,7 @@ Class is used for generation of hypergeometrically distributed integer types ran
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
 
 Consider a lot of :math:`l` elements comprising :math:`m` marked and :math:`l` - :math:`m` unmarked elements. A trial sampling without replacement of exactly :math:`s` elements from this lot helps to define the hypergeometric distribution, which is the probability that the group of :math:`s` elements contains exactly :math:`k` marked elements.
 
@@ -38,7 +38,7 @@ class hypergeometric
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = hypergeometric_method::by_default>
     class hypergeometric {
     public:
@@ -65,11 +65,11 @@ class hypergeometric
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::hypergeometric_method::by_default
+        typename Method = oneapi::math::rng::hypergeometric_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::hypergeometric_method::by_default``
-                * ``oneapi::mkl::rng::hypergeometric_method::h2pe``
+                * ``oneapi::math::rng::hypergeometric_method::by_default``
+                * ``oneapi::math::rng::hypergeometric_method::h2pe``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -157,7 +157,7 @@ class hypergeometric
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`s < 0`, or :math:`m < 0`, or :math:`l < (s > m ? s : m)`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
index 5e2e977ef4..f9fc41ca91 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
@@ -13,7 +13,7 @@ Class is used for generation of Laplace distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
 
 The probability distribution is given by:
 
@@ -60,11 +60,11 @@ class laplace
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::laplace_method::by_default
+        typename Method = oneapi::math::rng::laplace_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::laplace_method::by_default``
-                * ``oneapi::mkl::rng::laplace_method::icdf``
+                * ``oneapi::math::rng::laplace_method::by_default``
+                * ``oneapi::math::rng::laplace_method::icdf``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -150,7 +150,7 @@ class laplace
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
index 8d473ac863..3365f90240 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
@@ -13,7 +13,7 @@ Proceed state of engine by the leapfrog method.
 
 .. rubric:: Description and Assumptions
 
-oneapi::mkl::rng::leapfrog function generates random numbers in an engine with non-unit stride. This feature is particularly useful in distributing random numbers from the original stream across the stride buffers without generating the original random sequence with subsequent manual distribution. see `Figure "Leapfrog Method" <#rng_leapfrog>`__.
+oneapi::math::rng::leapfrog function generates random numbers in an engine with non-unit stride. This feature is particularly useful in distributing random numbers from the original stream across the stride buffers without generating the original random sequence with subsequent manual distribution. see `Figure "Leapfrog Method" <#rng_leapfrog>`__.
 
 .. container:: figtop
     :name: rng_leapfrog
@@ -31,7 +31,7 @@ leapfrog
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename EngineType>
     void leapfrog(EngineType& engine, std::uint64_t idx, std::uint64_t stride);
     }
@@ -61,16 +61,16 @@ leapfrog
 .. code-block:: cpp
 
     // Creating 3 identical engines
-    oneapi::mkl::rng::mcg31m1 engine_1(queue, seed);
+    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
 
-    oneapi::mkl::rng::mcg31m1 engine_2(engine_1);
-    oneapi::mkl::rng::mcg31m1 engine_3(engine_1);
+    oneapi::math::rng::mcg31m1 engine_2(engine_1);
+    oneapi::math::rng::mcg31m1 engine_3(engine_1);
 
 
     // Leapfrogging the states of engines
-    oneapi::mkl::rng::leapfrog(engine_1, 0 , 3);
-    oneapi::mkl::rng::leapfrog(engine_2, 1 , 3);
-    oneapi::mkl::rng::leapfrog(engine_3, 2 , 3);
+    oneapi::math::rng::leapfrog(engine_1, 0 , 3);
+    oneapi::math::rng::leapfrog(engine_2, 1 , 3);
+    oneapi::math::rng::leapfrog(engine_3, 2 , 3);
     // Generating random numbers
 
 
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
index a763e9d4be..5d22a4007d 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
@@ -13,7 +13,7 @@ Class is used for generation of lognormally distributed real types random number
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class lognormal
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = lognormal_method::by_default>
     class lognormal {
     public:
@@ -64,14 +64,14 @@ class lognormal
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::lognormal_method::by_default
+        typename Method = oneapi::math::rng::lognormal_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::lognormal_method::by_default``
-                * ``oneapi::mkl::rng::lognormal_method::box_muller2``
-                * ``oneapi::mkl::rng::lognormal_method::icdf``
-                * ``oneapi::mkl::rng::lognormal_method::box_muller2_accurate``
-                * ``oneapi::mkl::rng::lognormal_method::icdf_accurate``
+                * ``oneapi::math::rng::lognormal_method::by_default``
+                * ``oneapi::math::rng::lognormal_method::box_muller2``
+                * ``oneapi::math::rng::lognormal_method::icdf``
+                * ``oneapi::math::rng::lognormal_method::box_muller2_accurate``
+                * ``oneapi::math::rng::lognormal_method::icdf_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -161,7 +161,7 @@ class lognormal
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`s \leq` static_cast<RealType>(0.0), or :math:`scale \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
index 04ec7f84c4..2fc224d40f 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
@@ -34,7 +34,7 @@ class mcg31m1
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class mcg31m1 {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -88,7 +88,7 @@ class mcg31m1
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 0x7FFFFFFF`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
index 5d1b9e0a49..f887f6d556 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
@@ -34,7 +34,7 @@ class mcg59
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class mcg59 {
     public:
         static constexpr std::uint64_t default_seed = 1;
@@ -88,7 +88,7 @@ class mcg59
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 2^{59}`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
index b0154b2949..19f265dfac 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
@@ -42,7 +42,7 @@ class mrg32k3a
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class mrg32k3a {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -100,7 +100,7 @@ class mrg32k3a
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue object``, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue object``, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_{-3} = seed \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`.
@@ -116,7 +116,7 @@ class mrg32k3a
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
index f5bbf52b6e..b1f8b71234 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
@@ -55,7 +55,7 @@ class mt19937
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class mt19937 {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -113,7 +113,7 @@ class mt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
@@ -129,7 +129,7 @@ class mt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
index 6cc1c6f4b5..b7a6ac297c 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
@@ -52,7 +52,7 @@ class mt2203
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class mt2203 {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -118,7 +118,7 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
@@ -134,7 +134,7 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
@@ -146,7 +146,7 @@ class mt2203
 
         .. rubric:: Throws
 
-        oneapi::mkl::invalid_argument
+        oneapi::math::invalid_argument
             Exception is thrown when :math:`idx > 6024`
 
     .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
@@ -160,7 +160,7 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
@@ -176,7 +176,7 @@ class mt2203
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
index 5b4e11dccc..2750ab124e 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
@@ -13,7 +13,7 @@ Class is used for generation of multinomially distributed integer types random n
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
 
 The probability distribution is given by:
 
@@ -33,7 +33,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = multinomial_method::by_default>
     class multinomial {
     public:
@@ -58,11 +58,11 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::multinomial_method::by_default
+        typename Method = oneapi::math::rng::multinomial_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::multinomial_method::by_default``
-                * ``oneapi::mkl::rng::multinomial_method::poisson_icdf_based``
+                * ``oneapi::math::rng::multinomial_method::by_default``
+                * ``oneapi::math::rng::multinomial_method::poisson_icdf_based``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -132,7 +132,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`ntrial < 0`, or :math:`p.size() < 1`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
index 505dbc0ba6..f2d6a32a19 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
@@ -13,7 +13,7 @@ Class is used for generation of negative binomially distributed integer types ra
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
 
 The probability distribution is given by:
 
@@ -37,7 +37,7 @@ class negative_binomial
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = negative_binomial_method::by_default>
     class negative_binomial {
     public:
@@ -63,11 +63,11 @@ class negative_binomial
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::negative_binomial_method::by_default
+        typename Method = oneapi::math::rng::negative_binomial_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::negative_binomial_method::by_default``
-                * ``oneapi::mkl::rng::negative_binomial_method::nbar``
+                * ``oneapi::math::rng::negative_binomial_method::by_default``
+                * ``oneapi::math::rng::negative_binomial_method::nbar``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -153,7 +153,7 @@ class negative_binomial
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`p \ge 1.0`, or :math:`p \leq 0.0`, or :math:`a \leq 0.0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
index 0a9560ddb4..114a210b68 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
@@ -35,7 +35,7 @@ class niederreiter
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class niederreiter {
     public:
         static constexpr std::uint32_t default_dimensions_number = 1;
@@ -93,7 +93,7 @@ class niederreiter
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         dimensions
             Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 318`, assume :math:`dimen = 1`.
@@ -109,7 +109,7 @@ class niederreiter
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         irred_polynomials
             If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own irreducible polynomials. The number of dimensions corresponds to the length of the vector.
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
index 8c3b7b112c..886c09a519 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
@@ -24,7 +24,7 @@ class nondeterministic
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class nondeterministic {
     public:
         nondeterministic(sycl::queue queue);
@@ -76,7 +76,7 @@ class nondeterministic
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
 
     .. _`nondeterministic(const nondeterministic& other)`:
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
index fdd737c4a3..c2b5d4d0a4 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
@@ -53,7 +53,7 @@ class philox4x32x10
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class philox4x32x10 {
     public:
     static constexpr std::uint64_t default_seed = 0;
@@ -111,7 +111,7 @@ class philox4x32x10
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is a 64-bit key, :math:`c` is a 128-bit counter.
@@ -127,7 +127,7 @@ class philox4x32x10
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
index fba554ac68..d7b2c4b24f 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
@@ -13,7 +13,7 @@ Class is used for generation of Poisson distributed integer types random numbers
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class poisson
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = poisson_method::by_default>
     class poisson {
     public:
@@ -60,12 +60,12 @@ class poisson
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::poisson_method::by_default
+        typename Method = oneapi::math::rng::poisson_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::poisson_method::by_default``
-                * ``oneapi::mkl::rng::poisson_method::ptpe``
-                * ``oneapi::mkl::rng::poisson_method::gaussian_icdf_based``
+                * ``oneapi::math::rng::poisson_method::by_default``
+                * ``oneapi::math::rng::poisson_method::ptpe``
+                * ``oneapi::math::rng::poisson_method::gaussian_icdf_based``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -149,7 +149,7 @@ class poisson
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`lambda \leq 0.0`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
index 2c8f666100..1a254bebe3 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
@@ -13,7 +13,7 @@ Class is used for generation of Poisson distributed integer types random numbers
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide
 n random numbers Poisson distributed, with distribution parameter :math:`\lambda_i`, where :math:`\lambda_i \in R; \lambda_i > 0; i = 1, ... , n`.
 
 The probability distribution is given by:
@@ -40,7 +40,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename IntType = std::int32_t, typename Method = poisson_v_method::by_default>
     class poisson_v {
     public:
@@ -63,11 +63,11 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::poisson_v_method::by_default
+        typename Method = oneapi::math::rng::poisson_v_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::poisson_v_method::by_default``
-                * ``oneapi::mkl::rng::poisson_v_method::gaussian_icdf_based``
+                * ``oneapi::math::rng::poisson_v_method::by_default``
+                * ``oneapi::math::rng::poisson_v_method::gaussian_icdf_based``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -135,7 +135,7 @@ It's implementation defined which type ``SequenceContainerOrView`` represents.
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`lambda.size() \leq 1`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
index 0930413665..948a4c695d 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
@@ -34,7 +34,7 @@ class r250
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class r250 {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -92,7 +92,7 @@ class r250
         .. rubric:: Input Parameters
 
         queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume :math:`x_{-250} = seed`. If :math:`seed = 0`, assume :math:`seed = 1`. Other values in state are initialized according to recurrent correlation :math:`x_{n+1} = 69069x_{n}(mod \ 2 ^ {32})`. Then the values :math:`x_{7k-247}, k = 0, 1, ..., 31` are interpreted as a binary matrix of size 32 x 32 and diagonal bits are set to 0, the under-diagonal bits to 0.
@@ -108,7 +108,7 @@ class r250
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
index 03497d5f94..76d584622d 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
@@ -13,7 +13,7 @@ Class is used for generation of Rayleigh distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
 
 The Rayleigh distribution is a special case of the :ref:`onemath_rng_weibull` distribution, where the shape parameter `\alpha` = 2 .
 
@@ -38,7 +38,7 @@ class rayleigh
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = rayleigh_method::by_default>
     class rayleigh {
     public:
@@ -64,12 +64,12 @@ class rayleigh
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::rayleigh_method::by_default
+        typename Method = oneapi::math::rng::rayleigh_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::rayleigh_method::by_default``
-                * ``oneapi::mkl::rng::rayleigh_method::icdf``
-                * ``oneapi::mkl::rng::rayleigh_method::icdf_accurate``
+                * ``oneapi::math::rng::rayleigh_method::by_default``
+                * ``oneapi::math::rng::rayleigh_method::icdf``
+                * ``oneapi::math::rng::rayleigh_method::icdf_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -155,7 +155,7 @@ class rayleigh
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
index 4310acb27f..770d82d037 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
@@ -45,7 +45,7 @@ class sfmt19937
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class sfmt19937 {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -103,7 +103,7 @@ class sfmt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
@@ -119,7 +119,7 @@ class sfmt19937
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
index fe8bfb815f..dc6c616a7c 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
@@ -13,7 +13,7 @@ Proceed state of engine by the skip-ahead method.
 
 .. rubric:: Description and Assumptions
 
-oneapi::mkl::rng::skip_ahead function changes the current state of the engine so that with the further call of the generator the output subsequence begins with the specified offset see `Figure "Block-Splitting Method" <#rng_block_splitting>`__.
+oneapi::math::rng::skip_ahead function changes the current state of the engine so that with the further call of the generator the output subsequence begins with the specified offset see `Figure "Block-Splitting Method" <#rng_block_splitting>`__.
 
 .. container:: figtop
     :name: rng_block_splitting
@@ -31,7 +31,7 @@ skip_ahead
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename EngineType>
     void skip_ahead(EngineType& engine, std::uint64_t num_to_skip);
     }
@@ -58,15 +58,15 @@ skip_ahead
 .. code-block:: cpp
 
     // Creating 3 identical engines
-    oneapi::mkl::rng::mcg31m1 engine_1(queue, seed);
-    oneapi::mkl::rng::mcg31m1 engine_2(engine_1);
-    oneapi::mkl::rng::mcg31m1 engine_3(engine_2);
+    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
+    oneapi::math::rng::mcg31m1 engine_2(engine_1);
+    oneapi::math::rng::mcg31m1 engine_3(engine_2);
 
     // Skipping ahead by 7 elements the 2nd engine
-    oneapi::mkl::rng::skip_ahead(engine_2, 7);
+    oneapi::math::rng::skip_ahead(engine_2, 7);
 
     // Skipping ahead by 14 elements the 3rd engine
-    oneapi::mkl::rng::skip_ahead(engine_3, 14);
+    oneapi::math::rng::skip_ahead(engine_3, 14);
 
 
 .. _onemath_rng_skip_ahead_ex:
@@ -78,9 +78,9 @@ skip_ahead (Interface with a partitioned number of skipped elements)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename EngineType>
-    void oneapi::mkl::rng::skip_ahead(EngineType& engine, std::initializer_list<std::uint64_t> num_to_skip);
+    void oneapi::math::rng::skip_ahead(EngineType& engine, std::initializer_list<std::uint64_t> num_to_skip);
     }
 
 .. container:: section
@@ -105,15 +105,15 @@ skip_ahead (Interface with a partitioned number of skipped elements)
 .. code-block:: cpp
 
     // Creating the first engine
-    oneapi::mkl::rng::mrg32k3a engine_1(queue, seed);
+    oneapi::math::rng::mrg32k3a engine_1(queue, seed);
 
     // To skip 2^64 elements in the random stream number of skipped elements should be
     // represented as num_to_skip = 2^64 = 0 + 1 * 2^64
     std::initializer_list<std::uint64_t> num_to_skip = {0, 1};
 
     // Creating the 2nd engine based on 1st. Skipping by 2^64
-    oneapi::mkl::rng::mrg32k3a engine_2(engine_1);
-    oneapi::mkl::rng::skip_ahead(engine_2, num_to_skip);
+    oneapi::math::rng::mrg32k3a engine_2(engine_1);
+    oneapi::math::rng::skip_ahead(engine_2, num_to_skip);
 
 
 **Parent topic:** :ref:`onemath_rng_service_routines`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
index 5a562181fa..4fb71cdf70 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
@@ -35,7 +35,7 @@ class sobol
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class sobol {
     public:
         static constexpr std::uint32_t default_dimensions_number = 1;
@@ -93,7 +93,7 @@ class sobol
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         dimensions
             Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 40`, assume :math:`dimen = 1`.
@@ -109,7 +109,7 @@ class sobol
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         direction_numbers
             If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own direction_numbers. The number of dimensions corresponds to direction_numbers.size() / 32.
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
index a1b04cc5e0..0920809770 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
@@ -13,7 +13,7 @@ Class is used for generation of uniformly distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
 interval, respectively, and :math:`a, b \in R; a < b`
 
 The probability distribution is given by:
@@ -38,7 +38,7 @@ class uniform
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = uniform_method::by_default>
     class uniform {
     public:
@@ -64,12 +64,12 @@ class uniform
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::uniform_method::by_default
+        typename Method = oneapi::math::rng::uniform_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::uniform_method::by_default``
-                * ``oneapi::mkl::rng::uniform_method::standard``
-                * ``oneapi::mkl::rng::uniform_method::accurate``
+                * ``oneapi::math::rng::uniform_method::by_default``
+                * ``oneapi::math::rng::uniform_method::standard``
+                * ``oneapi::math::rng::uniform_method::accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
 
@@ -155,7 +155,7 @@ class uniform
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`a \ge b`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
index 220336705f..bdbff1c9fa 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
@@ -13,7 +13,7 @@ Class is used for generation of uniformly distributed integer types random numbe
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
 interval, respectively, and :math:`a, b \in R; a < b`.
 
 The probability distribution is given by:
@@ -38,7 +38,7 @@ class uniform
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename Method = uniform_method::by_default>
     class uniform<std::int32_t, Method> {
     public:
@@ -57,11 +57,11 @@ class uniform
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::uniform_method::by_default
+        typename Method = oneapi::math::rng::uniform_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::uniform_method::by_default``
-                * ``oneapi::mkl::rng::uniform_method::standard``
+                * ``oneapi::math::rng::uniform_method::by_default``
+                * ``oneapi::math::rng::uniform_method::standard``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -147,7 +147,7 @@ class uniform
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`a \ge b`
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
index b82d76ba35..748c16a318 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
@@ -13,7 +13,7 @@ Class is used for generation of uniformly distributed bits in 32/64-bit chunks.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
 
 class uniform_bits
 ------------------
@@ -22,7 +22,7 @@ class uniform_bits
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename UIntType = std::uint32_t>
     class uniform_bits {
     public:
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
index 6ccf2a63b2..bb2ce4cd60 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
@@ -13,7 +13,7 @@ Class is used for generation of Weibull distributed real types random numbers.
 
 .. rubric:: Description
 
-The class object is used in the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
 
 The probability distribution is given by:
 
@@ -36,7 +36,7 @@ class weibull
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     template<typename RealType = float, typename Method = weibull_method::by_default>
     class weibull {
     public:
@@ -63,12 +63,12 @@ class weibull
 
     .. container:: section
 
-        typename Method = oneapi::mkl::rng::weibull_method::by_default
+        typename Method = oneapi::math::rng::weibull_method::by_default
             Transformation method, which will be used for generation. Supported types:
 
-                * ``oneapi::mkl::rng::weibull_method::by_default``
-                * ``oneapi::mkl::rng::weibull_method::icdf``
-                * ``oneapi::mkl::rng::weibull_method::icdf_accurate``
+                * ``oneapi::math::rng::weibull_method::by_default``
+                * ``oneapi::math::rng::weibull_method::icdf``
+                * ``oneapi::math::rng::weibull_method::icdf_accurate``
 
             See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
 
@@ -156,7 +156,7 @@ class weibull
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
index 0f90272f99..cc44cf4c47 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
@@ -41,7 +41,7 @@ class wichmann_hill
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::rng {
+    namespace oneapi::math::rng {
     class wichmann_hill {
     public:
         static constexpr std::uint32_t default_seed = 1;
@@ -107,7 +107,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -123,7 +123,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
@@ -135,7 +135,7 @@ class wichmann_hill
 
         .. rubric:: Throws
 
-        oneapi::mkl::invalid_argument
+        oneapi::math::invalid_argument
             Exception is thrown when :math:`idx > 273`
 
     .. _`wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)`:
@@ -149,7 +149,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume:
@@ -177,7 +177,7 @@ class wichmann_hill
         .. rubric:: Input Parameters
 
         queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::mkl::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
 
         seed
             The initial conditions of the generator state, assume:
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
index cca8f0217e..571d120c5d 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
@@ -27,17 +27,17 @@ Buffer-based example
 
 .. code-block:: cpp
 
-    #include "oneapi/mkl/rng.hpp"
+    #include "oneapi/math/rng.hpp"
 
     int main() {
         sycl::queue q;
 
         // Create the random number generator object
-        oneapi::mkl::rng::philox4x32x10 engine(q, seed);
+        oneapi::math::rng::philox4x32x10 engine(q, seed);
         // Create the distribution object
-        oneapi::mkl::rng::gaussian<double> distr(5.0, 2.0);
+        oneapi::math::rng::gaussian<double> distr(5.0, 2.0);
         // Fill the SYCL buffer with random numbers
-        oneapi::mkl::rng::generate(distr, engine, n, sycl_buffer);
+        oneapi::math::rng::generate(distr, engine, n, sycl_buffer);
 
         // ...
     }
@@ -48,17 +48,17 @@ USM-based example
 
 .. code-block:: cpp
 
-    #include "oneapi/mkl/rng.hpp"
+    #include "oneapi/math/rng.hpp"
 
     int main() {
         sycl::queue q;
 
         // Create the random number generator object
-        oneapi::mkl::rng::philox4x32x10 engine(q, seed);
+        oneapi::math::rng::philox4x32x10 engine(q, seed);
         // Create the distribution object
-        oneapi::mkl::rng::gaussian<double> distr(5.0, 2.0);
+        oneapi::math::rng::gaussian<double> distr(5.0, 2.0);
         // Fill the USM memory under the pointer with random numbers
-        auto event = oneapi::mkl::rng::generate(distr, engine, n, usm_ptr);
+        auto event = oneapi::math::rng::generate(distr, engine, n, usm_ptr);
         // ...
         // wait until generation is finalized
         event.wait();
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst b/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
index 15ff3eab12..1afd22fdb2 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/data_handles.rst
@@ -16,7 +16,7 @@ Dense vector handle
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct dense_vector_handle;
        using dense_vector_handle_t = dense_vector_handle*;
@@ -46,7 +46,7 @@ Dense matrix handle
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct dense_matrix_handle;
        using dense_matrix_handle_t = dense_matrix_handle*;
@@ -76,7 +76,7 @@ Sparse matrix handle
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct matrix_handle;
        using matrix_handle_t = matrix_handle*;
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
index c980afc7c8..4c6c9cf1e7 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_coo_matrix.rst
@@ -11,7 +11,7 @@ Initializes a ``matrix_handle_t`` object with the provided COO data.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::init_coo_matrix`` function initializes the
+The ``oneapi::math::sparse::init_coo_matrix`` function initializes the
 ``matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -21,7 +21,7 @@ with ``set_coo_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-The ``oneapi::mkl::sparse::init_coo_matrix`` function defined below takes in the
+The ``oneapi::math::sparse::init_coo_matrix`` function defined below takes in the
 number of non-zero elements in the sparse matrix as an argument. However, in
 certain math operations where the output is a sparse matrix, e.g., sparse matrix
 addition (sparse matrix + sparse matrix = sparse matrix), and multiplication of
@@ -42,11 +42,11 @@ init_coo_matrix (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void init_coo_matrix (sycl::queue                          &queue,
-                             oneapi::mkl::sparse::matrix_handle_t *p_smhandle,
+                             oneapi::math::sparse::matrix_handle_t *p_smhandle,
                              std::int64_t                         num_rows,
                              std::int64_t                         num_cols,
                              std::int64_t                         nnz,
@@ -134,10 +134,10 @@ init_coo_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_init_coo_matrix_usm:
 
@@ -148,11 +148,11 @@ init_coo_matrix (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void init_coo_matrix (sycl::queue                          &queue,
-                             oneapi::mkl::sparse::matrix_handle_t *p_smhandle,
+                             oneapi::math::sparse::matrix_handle_t *p_smhandle,
                              std::int64_t                         num_rows,
                              std::int64_t                         num_cols,
                              std::int64_t                         nnz,
@@ -243,9 +243,9 @@ init_coo_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
index e3c701c662..72e44d78c4 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_csr_matrix.rst
@@ -12,7 +12,7 @@ Initializes a ``matrix_handle_t`` object with the provided Compressed Sparse Row
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::init_csr_matrix`` function initializes the
+The ``oneapi::math::sparse::init_csr_matrix`` function initializes the
 ``matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -22,7 +22,7 @@ with ``set_csr_matrix_data``.
 
 In the case of USM, the object does not take ownership of the data.
 
-The ``oneapi::mkl::sparse::init_csr_matrix`` function defined below takes in the
+The ``oneapi::math::sparse::init_csr_matrix`` function defined below takes in the
 number of non-zero elements in the sparse matrix as an argument. However, in
 certain math operations where the output is a sparse matrix, e.g., sparse matrix
 addition (sparse matrix + sparse matrix = sparse matrix), and multiplication of
@@ -43,11 +43,11 @@ init_csr_matrix (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void init_csr_matrix (sycl::queue                          &queue,
-                             oneapi::mkl::sparse::matrix_handle_t *p_smhandle,
+                             oneapi::math::sparse::matrix_handle_t *p_smhandle,
                              std::int64_t                         num_rows,
                              std::int64_t                         num_cols,
                              std::int64_t                         nnz,
@@ -134,10 +134,10 @@ init_csr_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_init_csr_matrix_usm:
 
@@ -148,11 +148,11 @@ init_csr_matrix (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void init_csr_matrix (sycl::queue                          &queue,
-                             oneapi::mkl::sparse::matrix_handle_t *p_smhandle,
+                             oneapi::math::sparse::matrix_handle_t *p_smhandle,
                              std::int64_t                         num_rows,
                              std::int64_t                         num_cols,
                              std::int64_t                         nnz,
@@ -242,9 +242,9 @@ init_csr_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
index 3b834dae64..e5a59424bc 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_matrix.rst
@@ -11,7 +11,7 @@ Initializes a ``dense_matrix_handle_t`` object with the provided data.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::init_dense_matrix`` function initializes the
+The ``oneapi::math::sparse::init_dense_matrix`` function initializes the
 ``dense_matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ init_dense_matrix (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void init_dense_matrix (sycl::queue                                &queue,
-                               oneapi::mkl::sparse::dense_matrix_handle_t *p_dmhandle,
+                               oneapi::math::sparse::dense_matrix_handle_t *p_dmhandle,
                                std::int64_t                               num_rows,
                                std::int64_t                               num_cols,
                                std::int64_t                               ld,
@@ -100,10 +100,10 @@ init_dense_matrix (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_init_dense_matrix_usm:
 
@@ -114,11 +114,11 @@ init_dense_matrix (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void init_dense_matrix (sycl::queue                                &queue,
-                               oneapi::mkl::sparse::dense_matrix_handle_t *p_dmhandle,
+                               oneapi::math::sparse::dense_matrix_handle_t *p_dmhandle,
                                std::int64_t                               num_rows,
                                std::int64_t                               num_cols,
                                std::int64_t                               ld,
@@ -183,9 +183,9 @@ init_dense_matrix (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
index f785688d26..4d72c1be13 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/init_dense_vector.rst
@@ -11,7 +11,7 @@ Initializes a ``dense_vector_handle_t`` object with the provided data.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::init_dense_vector`` function initializes the
+The ``oneapi::math::sparse::init_dense_vector`` function initializes the
 ``dense_vector_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ init_dense_vector (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void init_dense_vector (sycl::queue                                &queue,
-                               oneapi::mkl::sparse::dense_vector_handle_t *p_dvhandle,
+                               oneapi::math::sparse::dense_vector_handle_t *p_dvhandle,
                                std::int64_t                               size,
                                sycl::buffer<dataType, 1>                  val);
 
@@ -85,10 +85,10 @@ init_dense_vector (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_init_dense_vector_usm:
 
@@ -99,11 +99,11 @@ init_dense_vector (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void init_dense_vector (sycl::queue                                &queue,
-                               oneapi::mkl::sparse::dense_vector_handle_t *p_dvhandle,
+                               oneapi::math::sparse::dense_vector_handle_t *p_dvhandle,
                                std::int64_t                               size,
                                dataType                                   *val);
 
@@ -153,9 +153,9 @@ init_dense_vector (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
index 6f736e23f7..69ab4e79cf 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_matrix.rst
@@ -11,7 +11,7 @@ Destroys a ``dense_matrix_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::release_dense_matrix`` function frees the resources
+The ``oneapi::math::sparse::release_dense_matrix`` function frees the resources
 allocated for the handle.
 
 If a buffer was provided, its reference count is decremented.
@@ -22,10 +22,10 @@ If a USM pointer was provided, the data is not free'd.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_dense_matrix (sycl::queue                                &queue,
-                                         oneapi::mkl::sparse::dense_matrix_handle_t dmhandle,
+                                         oneapi::math::sparse::dense_matrix_handle_t dmhandle,
                                          const std::vector<sycl::event>             &dependencies = {});
 
    }
@@ -60,8 +60,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
index 5eea90af19..41bc6ffc1a 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_dense_vector.rst
@@ -11,7 +11,7 @@ Destroys a ``dense_vector_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::release_dense_vector`` function frees the resources
+The ``oneapi::math::sparse::release_dense_vector`` function frees the resources
 allocated for the handle.
 
 If a buffer was provided, its reference count is decremented.
@@ -22,10 +22,10 @@ If a USM pointer was provided, the data is not free'd.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_dense_vector (sycl::queue                                &queue,
-                                         oneapi::mkl::sparse::dense_vector_handle_t dvhandle,
+                                         oneapi::math::sparse::dense_vector_handle_t dvhandle,
                                          const std::vector<sycl::event>             &dependencies = {});
 
    }
@@ -60,8 +60,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst b/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
index 0dffa6abab..7448e215e8 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/release_sparse_matrix.rst
@@ -11,7 +11,7 @@ Destroys a ``matrix_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::release_sparse_matrix`` function frees the resources
+The ``oneapi::math::sparse::release_sparse_matrix`` function frees the resources
 allocated for the handle.
 
 If a buffer was provided, its reference count is decremented.
@@ -22,10 +22,10 @@ If a USM pointer was provided, the data is not free'd.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_sparse_matrix (sycl::queue                          &queue,
-                                          oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                          oneapi::math::sparse::matrix_handle_t smhandle,
                                           const std::vector<sycl::event>       &dependencies = {});
 
    }
@@ -61,8 +61,8 @@ If a USM pointer was provided, the data is not free'd.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
\ No newline at end of file
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
index f9ef07239c..832fa23d14 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_coo_matrix_data.rst
@@ -11,7 +11,7 @@ Reset the data of a ``matrix_handle_t`` object with the provided COO data.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::set_coo_matrix_data`` function sets new data to the
+The ``oneapi::math::sparse::set_coo_matrix_data`` function sets new data to the
 ``matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ set_coo_matrix_data (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void set_coo_matrix_data (sycl::queue                          &queue,
-                                 oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                 oneapi::math::sparse::matrix_handle_t smhandle,
                                  std::int64_t                         num_rows,
                                  std::int64_t                         num_cols,
                                  std::int64_t                         nnz,
@@ -116,10 +116,10 @@ set_coo_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_set_coo_matrix_data_usm:
 
@@ -130,11 +130,11 @@ set_coo_matrix_data (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void set_coo_matrix_data (sycl::queue                          &queue,
-                                 oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                 oneapi::math::sparse::matrix_handle_t smhandle,
                                  std::int64_t                         num_rows,
                                  std::int64_t                         num_cols,
                                  std::int64_t                         nnz,
@@ -217,9 +217,9 @@ set_coo_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
index 22f237b720..49a13ac684 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_csr_matrix_data.rst
@@ -11,7 +11,7 @@ Reset the data of a ``matrix_handle_t`` object with the provided CSR data.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::set_csr_matrix_data`` function sets new data to the
+The ``oneapi::math::sparse::set_csr_matrix_data`` function sets new data to the
 ``matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ set_csr_matrix_data (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void set_csr_matrix_data (sycl::queue                          &queue,
-                                 oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                 oneapi::math::sparse::matrix_handle_t smhandle,
                                  std::int64_t                         num_rows,
                                  std::int64_t                         num_cols,
                                  std::int64_t                         nnz,
@@ -115,10 +115,10 @@ set_csr_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_set_csr_matrix_data_usm:
 
@@ -129,11 +129,11 @@ set_csr_matrix_data (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType, typename indexType>
        void set_csr_matrix_data (sycl::queue                          &queue,
-                                 oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                 oneapi::math::sparse::matrix_handle_t smhandle,
                                  std::int64_t                         num_rows,
                                  std::int64_t                         num_cols,
                                  std::int64_t                         nnz,
@@ -215,9 +215,9 @@ set_csr_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
index 0a4ba2a455..fca0be2f22 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_matrix_data.rst
@@ -11,7 +11,7 @@ Reset the data of a ``dense_matrix_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::set_dense_matrix_data`` function sets new data to the
+The ``oneapi::math::sparse::set_dense_matrix_data`` function sets new data to the
 ``dense_matrix_handle_t`` object with the provided data.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ set_dense_matrix_data (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void set_dense_matrix_data (sycl::queue                                &queue,
-                                   oneapi::mkl::sparse::dense_matrix_handle_t dmhandle,
+                                   oneapi::math::sparse::dense_matrix_handle_t dmhandle,
                                    std::int64_t                               num_rows,
                                    std::int64_t                               num_cols,
                                    std::int64_t                               ld,
@@ -90,10 +90,10 @@ set_dense_matrix_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_set_dense_matrix_data_usm:
 
@@ -104,11 +104,11 @@ set_dense_matrix_data (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void set_dense_matrix_data (sycl::queue                                &queue,
-                                   oneapi::mkl::sparse::dense_matrix_handle_t dmhandle,
+                                   oneapi::math::sparse::dense_matrix_handle_t dmhandle,
                                    std::int64_t                               num_rows,
                                    std::int64_t                               num_cols,
                                    std::int64_t                               ld,
@@ -164,9 +164,9 @@ set_dense_matrix_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
index 37b0d0c8aa..7b92e4ccd2 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_dense_vector_data.rst
@@ -11,7 +11,7 @@ Reset the data of a ``dense_vector_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::set_dense_vector_data`` function sets new data to the
+The ``oneapi::math::sparse::set_dense_vector_data`` function sets new data to the
 ``dense_vector_handle_t`` object.
 
 In the case of buffers, the reference count of the provided buffer is
@@ -32,11 +32,11 @@ set_dense_vector_data (Buffer version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void set_dense_vector_data (sycl::queue                                &queue,
-                                   oneapi::mkl::sparse::dense_vector_handle_t dvhandle,
+                                   oneapi::math::sparse::dense_vector_handle_t dvhandle,
                                    std::int64_t                               size,
                                    sycl::buffer<dataType, 1>                  val);
 
@@ -75,10 +75,10 @@ set_dense_vector_data (Buffer version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_set_dense_vector_data_usm:
 
@@ -89,11 +89,11 @@ set_dense_vector_data (USM version)
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        template <typename dataType>
        void set_dense_vector_data (sycl::queue                                &queue,
-                                   oneapi::mkl::sparse::dense_vector_handle_t dvhandle,
+                                   oneapi::math::sparse::dense_vector_handle_t dvhandle,
                                    std::int64_t                               size,
                                    dataType                                   *val);
 
@@ -134,9 +134,9 @@ set_dense_vector_data (USM version)
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
index 82db60a231..b06d5674aa 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
@@ -14,7 +14,7 @@ Matrix properties
 
    .. code:: cpp
 
-      namespace oneapi::mkl::sparse {
+      namespace oneapi::math::sparse {
 
           enum class matrix_property {
              symmetric,
@@ -82,17 +82,17 @@ Set a property to a ``matrix_handle_t`` object.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::set_matrix_property`` function sets a property to a
+The ``oneapi::math::sparse::set_matrix_property`` function sets a property to a
 matrix handle.
 
 .. rubric:: Syntax
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        bool set_matrix_property (sycl::queue                          &queue,
-                                 oneapi::mkl::sparse::matrix_handle_t smhandle,
+                                 oneapi::math::sparse::matrix_handle_t smhandle,
                                  matrix_property                      property);
 
    }
@@ -126,9 +126,9 @@ matrix handle.
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_sparse_data_handles`
diff --git a/source/elements/oneMath/source/domains/spblas/matrix_view.rst b/source/elements/oneMath/source/domains/spblas/matrix_view.rst
index a4b527bba9..e7f9e8c6e8 100644
--- a/source/elements/oneMath/source/domains/spblas/matrix_view.rst
+++ b/source/elements/oneMath/source/domains/spblas/matrix_view.rst
@@ -16,7 +16,7 @@ matrix_descr
 
 .. code:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        enum class matrix_descr {
            general,
@@ -60,7 +60,7 @@ matrix_view
 
 .. code:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct matrix_view {
            matrix_descr type_view = matrix_descr::general;
@@ -91,7 +91,7 @@ matrix_view
 
    .. code-block:: cpp
 
-      namespace oneapi::mkl::sparse {
+      namespace oneapi::math::sparse {
 
           matrix_view::matrix_view () = default;
 
@@ -108,7 +108,7 @@ matrix_view
 
    .. code-block:: cpp
 
-      namespace oneapi::mkl::sparse {
+      namespace oneapi::math::sparse {
 
           matrix_view::matrix_view(matrix_descr type_view);
 
diff --git a/source/elements/oneMath/source/domains/spblas/operations/spmm.rst b/source/elements/oneMath/source/domains/spblas/operations/spmm.rst
index 1fcd3a673b..4b9366fa93 100644
--- a/source/elements/oneMath/source/domains/spblas/operations/spmm.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spmm.rst
@@ -11,7 +11,7 @@ Computes a sparse matrix by dense matrix product.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::spmm`` routine computes a sparse matrix by dense
+The ``oneapi::math::sparse::spmm`` routine computes a sparse matrix by dense
 matrix product defined as:
 
 .. math::
@@ -28,9 +28,9 @@ matrix product defined as:
 
 .. math::
 
-    \text{op}(A) = \begin{cases} A,& \text{oneapi::mkl::transpose::nontrans}\\
-                                 A^\mathsf{T},& \text{oneapi::mkl::transpose::trans}\\
-                                 A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
+    \text{op}(A) = \begin{cases} A,& \text{oneapi::math::transpose::nontrans}\\
+                                 A^\mathsf{T},& \text{oneapi::math::transpose::trans}\\
+                                 A^\mathsf{H},& \text{oneapi::math::transpose::conjtrans}
                    \end{cases}
 
 .. _onemath_sparse_spmm_descr:
@@ -42,7 +42,7 @@ spmm_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct spmm_descr;
        using spmm_descr_t = spmm_descr*;
@@ -68,10 +68,10 @@ init_spmm_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void init_spmm_descr (sycl::queue                       &queue,
-                             oneapi::mkl::sparse::spmm_descr_t *p_spmm_descr);
+                             oneapi::math::sparse::spmm_descr_t *p_spmm_descr);
 
    }
 
@@ -103,10 +103,10 @@ init_spmm_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_release_spmm_descr:
 
@@ -117,10 +117,10 @@ release_spmm_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_spmm_descr (sycl::queue                       &queue,
-                                       oneapi::mkl::sparse::spmm_descr_t spmm_descr,
+                                       oneapi::math::sparse::spmm_descr_t spmm_descr,
                                        const std::vector<sycl::event>    &dependencies = {});
 
    }
@@ -155,9 +155,9 @@ release_spmm_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_spmm_alg:
 
@@ -168,7 +168,7 @@ spmm_alg
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        enum class spmm_alg {
            default_alg,
@@ -204,63 +204,63 @@ spmm
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void spmm_buffer_size(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
-           oneapi::mkl::transpose                     opB,
+           oneapi::math::transpose                     opA,
+           oneapi::math::transpose                     opB,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_matrix_handle_t B_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_matrix_handle_t B_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_matrix_handle_t C_handle,
-           oneapi::mkl::sparse::spmm_alg              alg,
-           oneapi::mkl::sparse::spmm_descr_t          spmm_descr,
+           oneapi::math::sparse::dense_matrix_handle_t C_handle,
+           oneapi::math::sparse::spmm_alg              alg,
+           oneapi::math::sparse::spmm_descr_t          spmm_descr,
            std::size_t                                &temp_buffer_size);
 
        void spmm_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
-           oneapi::mkl::transpose                     opB,
+           oneapi::math::transpose                     opA,
+           oneapi::math::transpose                     opB,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_matrix_handle_t B_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_matrix_handle_t B_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_matrix_handle_t C_handle,
-           oneapi::mkl::sparse::spmm_alg              alg,
-           oneapi::mkl::sparse::spmm_descr_t          spmm_descr,
+           oneapi::math::sparse::dense_matrix_handle_t C_handle,
+           oneapi::math::sparse::spmm_alg              alg,
+           oneapi::math::sparse::spmm_descr_t          spmm_descr,
            sycl::buffer<std::uint8_t, 1>              workspace);
 
        sycl::event spmm_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
-           oneapi::mkl::transpose                     opB,
+           oneapi::math::transpose                     opA,
+           oneapi::math::transpose                     opB,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_matrix_handle_t B_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_matrix_handle_t B_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_matrix_handle_t C_handle,
-           oneapi::mkl::sparse::spmm_alg              alg,
-           oneapi::mkl::sparse::spmm_descr_t          spmm_descr,
+           oneapi::math::sparse::dense_matrix_handle_t C_handle,
+           oneapi::math::sparse::spmm_alg              alg,
+           oneapi::math::sparse::spmm_descr_t          spmm_descr,
            void*                                      workspace,
            const std::vector<sycl::event>             &dependencies = {});
 
        sycl::event spmm(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
-           oneapi::mkl::transpose                     opB,
+           oneapi::math::transpose                     opA,
+           oneapi::math::transpose                     opB,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_matrix_handle_t B_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_matrix_handle_t B_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_matrix_handle_t C_handle,
-           oneapi::mkl::sparse::spmm_alg              alg,
-           oneapi::mkl::sparse::spmm_descr_t          spmm_descr,
+           oneapi::math::sparse::dense_matrix_handle_t C_handle,
+           oneapi::math::sparse::spmm_alg              alg,
+           oneapi::math::sparse::spmm_descr_t          spmm_descr,
            const std::vector<sycl::event>             &dependencies = {});
 
    }
@@ -276,10 +276,10 @@ spmm
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spmm_buffer_size`` or
      ``spmm_optimize`` at least once with a given descriptor will throw an
-     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+     :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spmm`` with arguments not matching ``spmm_optimize``
      will throw a
-     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+     :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handles ``B_handle`` and ``C_handle`` and the scalars
      ``alpha`` and ``beta`` can be reset before each call to ``spmm``. Changing
@@ -387,11 +387,11 @@ spmm
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMath/source/domains/spblas/operations/spmv.rst b/source/elements/oneMath/source/domains/spblas/operations/spmv.rst
index 378326612c..2580c6e8b3 100644
--- a/source/elements/oneMath/source/domains/spblas/operations/spmv.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spmv.rst
@@ -11,7 +11,7 @@ Computes a sparse matrix by dense vector product.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::spmv`` routine computes a sparse matrix by dense
+The ``oneapi::math::sparse::spmv`` routine computes a sparse matrix by dense
 vector product defined as:
 
 .. math::
@@ -28,9 +28,9 @@ vector product defined as:
 
 .. math::
 
-    \text{op}(A) = \begin{cases} A,& \text{oneapi::mkl::transpose::nontrans}\\
-                                 A^\mathsf{T},& \text{oneapi::mkl::transpose::trans}\\
-                                 A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
+    \text{op}(A) = \begin{cases} A,& \text{oneapi::math::transpose::nontrans}\\
+                                 A^\mathsf{T},& \text{oneapi::math::transpose::trans}\\
+                                 A^\mathsf{H},& \text{oneapi::math::transpose::conjtrans}
                    \end{cases}
 
 .. _onemath_sparse_spmv_descr:
@@ -42,7 +42,7 @@ spmv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct spmv_descr;
        using spmv_descr_t = spmv_descr*;
@@ -68,10 +68,10 @@ init_spmv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void init_spmv_descr (sycl::queue                       &queue,
-                             oneapi::mkl::sparse::spmv_descr_t *p_spmv_descr);
+                             oneapi::math::sparse::spmv_descr_t *p_spmv_descr);
 
    }
 
@@ -103,10 +103,10 @@ init_spmv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_release_spmv_descr:
 
@@ -117,10 +117,10 @@ release_spmv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_spmv_descr (sycl::queue                       &queue,
-                                       oneapi::mkl::sparse::spmv_descr_t spmv_descr,
+                                       oneapi::math::sparse::spmv_descr_t spmv_descr,
                                        const std::vector<sycl::event>    &dependencies = {});
 
    }
@@ -155,9 +155,9 @@ release_spmv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_spmv_alg:
 
@@ -168,7 +168,7 @@ spmv_alg
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        enum class spmv_alg {
            default_alg,
@@ -202,59 +202,59 @@ spmv
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void spmv_buffer_size(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spmv_alg              alg,
-           oneapi::mkl::sparse::spmv_descr_t          spmv_descr,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spmv_alg              alg,
+           oneapi::math::sparse::spmv_descr_t          spmv_descr,
            std::size_t                                &temp_buffer_size);
 
        void spmv_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spmv_alg              alg,
-           oneapi::mkl::sparse::spmv_descr_t          spmv_descr,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spmv_alg              alg,
+           oneapi::math::sparse::spmv_descr_t          spmv_descr,
            sycl::buffer<std::uint8_t, 1>              workspace);
 
        sycl::event spmv_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spmv_alg              alg,
-           oneapi::mkl::sparse::spmv_descr_t          spmv_descr,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spmv_alg              alg,
+           oneapi::math::sparse::spmv_descr_t          spmv_descr,
            void*                                      workspace,
            const std::vector<sycl::event>             &dependencies = {});
 
        sycl::event spmv(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
            const void*                                beta,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spmv_alg              alg,
-           oneapi::mkl::sparse::spmv_descr_t          spmv_descr,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spmv_alg              alg,
+           oneapi::math::sparse::spmv_descr_t          spmv_descr,
            const std::vector<sycl::event>             &dependencies = {});
 
    }
@@ -270,10 +270,10 @@ spmv
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spmv_buffer_size`` or
      ``spmv_optimize`` at least once with a given descriptor will throw an
-     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+     :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spmv`` with arguments not matching ``spmv_optimize``
      will throw a
-     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+     :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handles ``x_handle`` and ``y_handle`` and the scalars
      ``alpha`` and ``beta`` can be reset before each call to ``spmv``. Changing
@@ -377,11 +377,11 @@ spmv
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMath/source/domains/spblas/operations/spsv.rst b/source/elements/oneMath/source/domains/spblas/operations/spsv.rst
index 0c19783da3..4d1d743fbe 100644
--- a/source/elements/oneMath/source/domains/spblas/operations/spsv.rst
+++ b/source/elements/oneMath/source/domains/spblas/operations/spsv.rst
@@ -12,7 +12,7 @@ triangular sparse matrix.
 
 .. rubric:: Description and Assumptions
 
-The ``oneapi::mkl::sparse::spsv`` routine solves a system of linear equations
+The ``oneapi::math::sparse::spsv`` routine solves a system of linear equations
 for a square matrix:
 
 .. math::
@@ -28,9 +28,9 @@ for a square matrix:
 
 .. math::
 
-    \text{op}(A) = \begin{cases} A,& \text{oneapi::mkl::transpose::nontrans}\\
-                                 A^\mathsf{T},& \text{oneapi::mkl::transpose::trans}\\
-                                 A^\mathsf{H},& \text{oneapi::mkl::transpose::conjtrans}
+    \text{op}(A) = \begin{cases} A,& \text{oneapi::math::transpose::nontrans}\\
+                                 A^\mathsf{T},& \text{oneapi::math::transpose::trans}\\
+                                 A^\mathsf{H},& \text{oneapi::math::transpose::conjtrans}
                    \end{cases}
 
 .. _onemath_sparse_spsv_descr:
@@ -42,7 +42,7 @@ spsv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        struct spsv_descr;
        using spsv_descr_t = spsv_descr*;
@@ -68,10 +68,10 @@ init_spsv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void init_spsv_descr (sycl::queue                       &queue,
-                             oneapi::mkl::sparse::spsv_descr_t *p_spsv_descr);
+                             oneapi::math::sparse::spsv_descr_t *p_spsv_descr);
 
    }
 
@@ -103,10 +103,10 @@ init_spsv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::host_bad_alloc<onemath_exception_host_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::host_bad_alloc<onemath_exception_host_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_release_spsv_descr:
 
@@ -117,10 +117,10 @@ release_spsv_descr
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        sycl::event release_spsv_descr (sycl::queue                       &queue,
-                                       oneapi::mkl::sparse::spsv_descr_t spsv_descr,
+                                       oneapi::math::sparse::spsv_descr_t spsv_descr,
                                        const std::vector<sycl::event>    &dependencies = {});
 
    }
@@ -155,9 +155,9 @@ release_spsv_descr
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 .. _onemath_sparse_spsv_alg:
 
@@ -168,7 +168,7 @@ spsv_alg
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        enum class spsv_alg {
            default_alg,
@@ -197,55 +197,55 @@ spsv
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::sparse {
+   namespace oneapi::math::sparse {
 
        void spsv_buffer_size(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spsv_alg              alg,
-           oneapi::mkl::sparse::spsv_descr_t          spsv_descr,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spsv_alg              alg,
+           oneapi::math::sparse::spsv_descr_t          spsv_descr,
            std::size_t                                &temp_buffer_size);
 
        void spsv_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spsv_alg              alg,
-           oneapi::mkl::sparse::spsv_descr_t          spsv_descr,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spsv_alg              alg,
+           oneapi::math::sparse::spsv_descr_t          spsv_descr,
            sycl::buffer<std::uint8_t, 1>              workspace);
 
        sycl::event spsv_optimize(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spsv_alg              alg,
-           oneapi::mkl::sparse::spsv_descr_t          spsv_descr,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spsv_alg              alg,
+           oneapi::math::sparse::spsv_descr_t          spsv_descr,
            void*                                      workspace,
            const std::vector<sycl::event>             &dependencies = {});
 
        sycl::event spsv(
            sycl::queue                                &queue,
-           oneapi::mkl::transpose                     opA,
+           oneapi::math::transpose                     opA,
            const void*                                alpha,
-           oneapi::mkl::sparse::matrix_view           A_view,
-           oneapi::mkl::sparse::matrix_handle_t       A_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t x_handle,
-           oneapi::mkl::sparse::dense_vector_handle_t y_handle,
-           oneapi::mkl::sparse::spsv_alg              alg,
-           oneapi::mkl::sparse::spsv_descr_t          spsv_descr,
+           oneapi::math::sparse::matrix_view           A_view,
+           oneapi::math::sparse::matrix_handle_t       A_handle,
+           oneapi::math::sparse::dense_vector_handle_t x_handle,
+           oneapi::math::sparse::dense_vector_handle_t y_handle,
+           oneapi::math::sparse::spsv_alg              alg,
+           oneapi::math::sparse::spsv_descr_t          spsv_descr,
            const std::vector<sycl::event>             &dependencies = {});
 
    }
@@ -261,10 +261,10 @@ spsv
    - In the general case, not calling the functions in the order specified above
      is undefined behavior. Not calling ``spsv_buffer_size`` or
      ``spsv_optimize`` at least once with a given descriptor will throw a
-     :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
+     :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
      exception. Calling ``spsv`` with arguments not matching ``spsv_optimize``
      will throw an
-     :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
+     :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
      exception, unless stated otherwise.
    - The data of the dense handle ``x_handle`` and scalar ``alpha`` can be reset
      before each call to ``spsv``. Changing the data of the sparse handle
@@ -357,11 +357,11 @@ spsv
    implementation-specific exception(s) in case of error conditions not covered
    here.
 
-   | :ref:`oneapi::mkl::computation_error<onemath_exception_computation_error>`
-   | :ref:`oneapi::mkl::device_bad_alloc<onemath_exception_device_bad_alloc>`
-   | :ref:`oneapi::mkl::invalid_argument<onemath_exception_invalid_argument>`
-   | :ref:`oneapi::mkl::unimplemented<onemath_exception_unimplemented>`
-   | :ref:`oneapi::mkl::uninitialized<onemath_exception_uninitialized>`
-   | :ref:`oneapi::mkl::unsupported_device<onemath_exception_unsupported_device>`
+   | :ref:`oneapi::math::computation_error<onemath_exception_computation_error>`
+   | :ref:`oneapi::math::device_bad_alloc<onemath_exception_device_bad_alloc>`
+   | :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
+   | :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>`
+   | :ref:`oneapi::math::uninitialized<onemath_exception_uninitialized>`
+   | :ref:`oneapi::math::unsupported_device<onemath_exception_unsupported_device>`
 
 **Parent topic:** :ref:`onemath_spblas`
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
index 99c3cea3fa..4a88ec7c2c 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment.rst
@@ -13,7 +13,7 @@ Entry point to compute central moments up to the 4th order.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension).
+The oneapi::math::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension).
 
 :ref:`onemath_stats_central_moment` supports the following precisions for data:
 
@@ -34,8 +34,8 @@ central_moment (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
-    template<method Method = oneapi::mkl::stats::method::fast, typename Type,
+    namespace oneapi::math::stats {
+    template<method Method = oneapi::math::stats::method::fast, typename Type,
         layout ObservationsLayout>
         void central_moment(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -51,8 +51,8 @@ central_moment (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -87,7 +87,7 @@ central_moment (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_moment_2.get_count() == 0 & central_moment_3.get_count() == 0 & central_moment_4.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_central_moment_usm:
@@ -100,7 +100,7 @@ central_moment (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event central_moment(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data, Type* central_moment_2,
@@ -115,8 +115,8 @@ central_moment (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -155,7 +155,7 @@ central_moment (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_moment_2 == nullptr & central_moment_3 == nullptr & central_moment_4 == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
index 69157e9156..7288feda4a 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_moment_user_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute central moments up to the 4th order with the provided mea
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension) with the provided mean values.
+The oneapi::math::stats::central_moment function is used to compute an array of central moments up to the 4th order (central moments for each dataset's dimension) with the provided mean values.
 
 :ref:`onemath_stats_central_moment_user_mean` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ central_moment with provided mean (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void central_moment(sycl::queue& queue,
         sycl::buffer<Type, 1> mean,
@@ -51,7 +51,7 @@ central_moment with provided mean (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -89,7 +89,7 @@ central_moment with provided mean (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_moment_2.get_count() == 0 & central_moment_3.get_count() == 0 & central_moment_4.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 
@@ -102,7 +102,7 @@ central_moment with provided mean (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event central_moment(sycl::queue& queue,
         Type* mean,
@@ -120,7 +120,7 @@ central_moment with provided mean (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -161,7 +161,7 @@ central_moment with provided mean (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_moment_2 == nullptr & central_moment_3 == nullptr & central_moment_4 == nullptr or mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
index c5fb82427c..ccce90f454 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum.rst
@@ -13,7 +13,7 @@ Entry point to compute central sums up to the 4th order.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension).
+The oneapi::math::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension).
 
 :ref:`onemath_stats_central_sum` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ central_sum (Buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void central_sum(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -50,8 +50,8 @@ central_sum (Buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -86,7 +86,7 @@ central_sum (Buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_sum_2.get_count() == 0 & central_sum_3.get_count() == 0 & central_sum_4.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_central_sum_usm:
@@ -98,7 +98,7 @@ central_sum (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event central_sum(
         sycl::queue& queue,
@@ -116,8 +116,8 @@ central_sum (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -155,7 +155,7 @@ central_sum (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_sum_2 == nullptr & central_sum_3 == nullptr & central_sum_4 == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
index 806d0cc7c0..14b67f9af4 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_central_sum_user_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute central sums up to the 4th order with the provided mean v
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension) with the provided mean values.
+The oneapi::math::stats::central_sum function is used to compute an array of central sums up to the 4th order (central sums for each dataset's dimension) with the provided mean values.
 
 :ref:`onemath_stats_central_sum_user_mean` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ central_sum with provided mean (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void central_sum(sycl::queue& queue,
         sycl::buffer<Type, 1> mean,
@@ -51,7 +51,7 @@ central_sum with provided mean (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -89,7 +89,7 @@ central_sum with provided mean (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_sum_2.get_count() == 0 & central_sum_3.get_count() == 0 & central_sum_4.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_central_sum_user_mean_usm:
@@ -101,7 +101,7 @@ central_sum with provided mean  (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event central_sum(sycl::queue& queue,
         Type* mean,
@@ -119,7 +119,7 @@ central_sum with provided mean  (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -160,7 +160,7 @@ central_sum with provided mean  (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when central_sum_2 == nullptr & central_sum_3 == nullptr & central_sum_4 == nullptr, or mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
index ade84873cc..bba3d9d32d 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_dataset.rst
@@ -24,7 +24,7 @@ structure dataset (Buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<layout ObservationsLayout, typename Type>
 	struct dataset<ObservationsLayout, sycl::buffer<Type, 1>> {
 
@@ -56,11 +56,11 @@ structure dataset (Buffer version)
 
     .. container:: section
 
-        oneapi::mkl::stats::layout ObservationsLayout
+        oneapi::math::stats::layout ObservationsLayout
             Type of the multi-dimensional data layout. Supported types:
 
-                * ``oneapi::mkl::stats::layout::row_major``
-                * ``oneapi::mkl::stats::layout::col_major``
+                * ``oneapi::math::stats::layout::row_major``
+                * ``oneapi::math::stats::layout::col_major``
 
 .. container:: section
 
@@ -106,7 +106,7 @@ structure dataset (Buffer version)
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `n_dims_` :math:`\leq 0`, or `n_observations_` :math:`\leq 0`, or `observations_.get_count() == 0`
 
 .. _onemath_stats_dataset_syntax_usm:
@@ -118,7 +118,7 @@ structure dataset (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<layout ObservationsLayout, typename Type>
 	struct dataset<Type*, ObservationsLayout> {
     	explicit dataset(std::int64_t n_dims_, std::int64_t n_observations_, Type* observations_,
@@ -148,11 +148,11 @@ structure dataset (USM version)
 
     .. container:: section
 
-        oneapi::mkl::stats::layout ObservationsLayout
+        oneapi::math::stats::layout ObservationsLayout
             Type of the multi-dimensional data layout. Supported types:
 
-                * ``oneapi::mkl::stats::layout::row_major``
-                * ``oneapi::mkl::stats::layout::col_major``
+                * ``oneapi::math::stats::layout::row_major``
+                * ``oneapi::math::stats::layout::col_major``
 
 .. container:: section
 
@@ -198,7 +198,7 @@ structure dataset (USM version)
 
             .. rubric:: Throws
 
-            oneapi::mkl::invalid_argument
+            oneapi::math::invalid_argument
                 Exception is thrown when `n_dims_` :math:`\leq 0`, or `n_observations_` :math:`\leq 0`, or `observations_ == nullptr`
 
 **Parent topic:** :ref:`onemath_stats`
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
index 76babc5cfe..3551c3c678 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis.rst
@@ -13,7 +13,7 @@ Entry point to compute kurtosis.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::kurtosis function is used to compute a kurtosis array (kurtosis for each dataset's dimension).
+The oneapi::math::stats::kurtosis function is used to compute a kurtosis array (kurtosis for each dataset's dimension).
 
 :ref:`onemath_stats_kurtosis` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ kurtosis (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
         template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void kurtosis(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,8 +48,8 @@ kurtosis (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -78,7 +78,7 @@ kurtosis (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when kurtosis.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_kurtosis_usm:
@@ -90,7 +90,7 @@ kurtosis (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event kurtosis(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -105,8 +105,8 @@ kurtosis (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -138,7 +138,7 @@ kurtosis (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when kurtosis == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
index edaf838063..6d70aeb6b1 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_kurtosis_user_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute kurtosis with the provided mean values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::kurtosis function is used to compute an array of kurtosis (kurtosis for each dataset's dimension) with the provided mean values.
+The oneapi::math::stats::kurtosis function is used to compute an array of kurtosis (kurtosis for each dataset's dimension) with the provided mean values.
 
 :ref:`onemath_stats_kurtosis_user_mean` supports the following precisions for data:
 
@@ -34,12 +34,12 @@ kurtosis with provided mean (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type,
         layout ObservationsLayout>
-        void oneapi::mkl::stats::kurtosis(sycl::queue& queue,
+        void oneapi::math::stats::kurtosis(sycl::queue& queue,
         sycl::buffer<Type, 1> mean,
-        const oneapi::mkl::stats::dataset<sycl::buffer<Type, 1>, ObservationsLayout>& data,
+        const oneapi::math::stats::dataset<sycl::buffer<Type, 1>, ObservationsLayout>& data,
         sycl::buffer<Type, 1> kurtosis);
     }
 
@@ -50,7 +50,7 @@ kurtosis with provided mean (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -82,7 +82,7 @@ kurtosis with provided mean (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when kurtosis.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_kurtosis_user_mean_usm:
@@ -94,7 +94,7 @@ kurtosis with provided mean (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = fast, typename Type, layout ObservationsLayout>
         sycl::event kurtosis(sycl::queue& queue,
         Type* mean,
@@ -110,7 +110,7 @@ kurtosis with provided mean (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -145,7 +145,7 @@ kurtosis with provided mean (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when kurtosis == nullptr, or mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
index e5aece656d..0c42d69ed4 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_make_dataset.rst
@@ -13,7 +13,7 @@ Entry point to create a dataset from the provided parameters.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::make_dataset function is used to create a dataset from the provided storage of the observations matrix, the number of dimensions and observations, and other parameters.
+The oneapi::math::stats::make_dataset function is used to create a dataset from the provided storage of the observations matrix, the number of dimensions and observations, and other parameters.
 
 :ref:`onemath_stats_make_dataset` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ make_dataset (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<layout ObservationsLayout = layout::row_major, typename Type>
         dataset<sycl::buffer<Type, 1>, ObservationsLayout> make_dataset(
         std::int64_t n_dims,
@@ -77,7 +77,7 @@ make_dataset (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when :math: `n_dims \leq 0`, or :math: `n_observations \leq 0`, or observations.get_count() == 0
 
 .. container:: section
@@ -96,7 +96,7 @@ make_dataset (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<layout ObservationsLayout = layout::row_major, typename Type>
         dataset<Type*, ObservationsLayout> make_dataset(std::nt64_t
         n_dims, std::int64_t n_observations,
@@ -136,7 +136,7 @@ make_dataset (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when :math:`n\_dims \leq 0`, or :math:`n\_observations \leq 0`, or observations == nullptr
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
index 7192cf52f7..48e3e88e66 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_max.rst
@@ -13,7 +13,7 @@ Entry point to compute max values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::max function is used to compute a max values arrays (max value for each dataset's dimension).
+The oneapi::math::stats::max function is used to compute a max values arrays (max value for each dataset's dimension).
 
 :ref:`onemath_stats_max` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ max (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void max(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,7 +48,7 @@ max (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -77,7 +77,7 @@ max (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when max.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_max_usm:
@@ -89,7 +89,7 @@ max (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event max(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -104,7 +104,7 @@ max (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -136,7 +136,7 @@ max (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when max == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
index 54dc14615f..993f06175d 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute mean values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::mean function is used to compute a mean array (mean value for each dataset's dimension).
+The oneapi::math::stats::mean function is used to compute a mean array (mean value for each dataset's dimension).
 
 :ref:`onemath_stats_mean` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ mean (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void mean(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,8 +48,8 @@ mean (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -78,7 +78,7 @@ mean (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when mean.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_mean_usm:
@@ -90,7 +90,7 @@ mean (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event mean(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -105,8 +105,8 @@ mean (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -138,7 +138,7 @@ mean (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
index 12401792bf..93c90d4ce8 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_min.rst
@@ -13,7 +13,7 @@ Entry point to compute min values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::min function is used to compute min arrays (min value for each dataset's dimension).
+The oneapi::math::stats::min function is used to compute min arrays (min value for each dataset's dimension).
 
 :ref:`onemath_stats_min` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ min (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = fast, typename Type, layout ObservationsLayout>
         void min(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,7 +48,7 @@ min (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -77,7 +77,7 @@ min (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when min.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_min_usm:
@@ -89,7 +89,7 @@ min (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = fast, typename Type, layout ObservationsLayout>
         sycl::event min(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -104,7 +104,7 @@ min (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -136,7 +136,7 @@ min (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when min == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
index e2908629e2..23440e16db 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_min_max.rst
@@ -13,7 +13,7 @@ Entry point to compute min and max values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::min_max function is used to compute min and max arrays (min and max values for each dataset's dimension).
+The oneapi::math::stats::min_max function is used to compute min and max arrays (min and max values for each dataset's dimension).
 
 :ref:`onemath_stats_min_max` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ min_max (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void min_max(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -49,7 +49,7 @@ min_max (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -81,7 +81,7 @@ min_max (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when min.get_count() == 0, or max.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_min_max_usm:
@@ -93,7 +93,7 @@ min_max (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event min_max(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -109,7 +109,7 @@ min_max (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -144,7 +144,7 @@ min_max (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when min == nullptr, or max == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
index 78dcc51385..c9575adf40 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
@@ -13,7 +13,7 @@ Entry point to compute raw moments up to the 4th order.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::raw_moment function is used to compute array of raw moments up to the 4th order (raw moments for each dataset's dimension).
+The oneapi::math::stats::raw_moment function is used to compute array of raw moments up to the 4th order (raw moments for each dataset's dimension).
 
 :ref:`onemath_stats_raw_moment` supports the following precisions for data:
 
@@ -27,14 +27,14 @@ The oneapi::mkl::stats::raw_moment function is used to compute array of raw mome
 
 .. _onemath_stats_raw_moment_buffer:
 
-oneapi::mkl::stats::raw_moment (buffer version)
+oneapi::math::stats::raw_moment (buffer version)
 -----------------------------------------------
 
 .. rubric:: Syntax
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = fast, typename Type, layout ObservationsLayout>
         void raw_moment(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -51,8 +51,8 @@ oneapi::mkl::stats::raw_moment (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -90,7 +90,7 @@ oneapi::mkl::stats::raw_moment (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when mean.get_count() == 0 & raw_moment_2.get_count() == 0 & raw_moment_3.get_count() == 0 & raw_moment_4.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_raw_moment_usm:
@@ -102,7 +102,7 @@ raw_moment (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event raw_moment(
         sycl::queue& queue,
@@ -121,8 +121,8 @@ raw_moment (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -163,7 +163,7 @@ raw_moment (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when mean == nullptr & raw_moment_2 == nullptr & raw_moment_3 == nullptr & raw_moment_4 == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
index 58817e3b70..dffe1ddf46 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_sum.rst
@@ -13,7 +13,7 @@ Entry point to compute raw sums up to the 4th order.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::raw_sum function is used to compute an array of raw sums up to the 4th order (raw sums for each dataset's dimension).
+The oneapi::math::stats::raw_sum function is used to compute an array of raw sums up to the 4th order (raw sums for each dataset's dimension).
 
 :ref:`onemath_stats_raw_sum` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ raw_sum (Buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void raw_sum(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -51,8 +51,8 @@ raw_sum (Buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -90,7 +90,7 @@ raw_sum (Buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when sum.get_count() == 0 & raw_sum_2.get_count() == 0 & raw_sum_3.get_count() == 0 & raw_sum_4.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_raw_sum_usm:
@@ -102,7 +102,7 @@ raw_sum (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event raw_sum(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -120,8 +120,8 @@ raw_sum (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -162,7 +162,7 @@ raw_sum (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when sum == nullptr & raw_sum_2 == nullptr & raw_sum_3 == nullptr & raw_sum_4 == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
index cea6f4d96f..7a03202da4 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness.rst
@@ -13,7 +13,7 @@ Entry point to compute skewness.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::skewness function is used to compute a skewness array (skewness for each dataset's dimension).
+The oneapi::math::stats::skewness function is used to compute a skewness array (skewness for each dataset's dimension).
 
 :ref:`onemath_stats_skewness` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ skewness (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void skewness(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,8 +48,8 @@ skewness (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -78,7 +78,7 @@ skewness (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when skewness.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_skewness_usm:
@@ -90,7 +90,7 @@ skewness (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event skewness(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -105,8 +105,8 @@ skewness (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -138,7 +138,7 @@ skewness (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when skewness == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
index 01514435e6..94570e4df8 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_skewness_user_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute skewness with the provided mean values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::skewness function is used to compute an array of skewness (skewness for each dataset's dimension) with the provided mean values.
+The oneapi::math::stats::skewness function is used to compute an array of skewness (skewness for each dataset's dimension) with the provided mean values.
 
 :ref:`onemath_stats_skewness_user_mean` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ skewness with provided mean (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void skewness(sycl::queue& queue,
         sycl::buffer<Type, 1> mean,
@@ -49,7 +49,7 @@ skewness with provided mean (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -81,7 +81,7 @@ skewness with provided mean (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when skewness.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_skewness_user_mean_usm:
@@ -93,7 +93,7 @@ skewness with provided mean (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event skewness(sycl::queue& queue,
         Type* mean,
@@ -109,7 +109,7 @@ skewness with provided mean (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -144,7 +144,7 @@ skewness with provided mean (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when skewness == nullptr, or mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
index 4a244f6197..a8b1d70571 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
@@ -25,7 +25,7 @@ USM-based example
 
 .. code-block:: cpp
 
-    #include "oneapi/mkl/stats.hpp"
+    #include "oneapi/math/stats.hpp"
 
     int main() {
         sycl::queue queue;
@@ -36,11 +36,11 @@ USM-based example
         // allocate Unified Shared Memory for the dataset of the size n_observations * n_dims and fill it with any data
         // allocate Unified Shared Memory for the mean output of the size n_dims
 
-        // create oneapi::mkl::stats::dataset
-        auto dataset = oneapi::mkl::stats::make_dataset<oneapi::mkl::stats::layout::row_major>(n_dims, n_observations, dataset_ptr);
+        // create oneapi::math::stats::dataset
+        auto dataset = oneapi::math::stats::make_dataset<oneapi::math::stats::layout::row_major>(n_dims, n_observations, dataset_ptr);
 
         // call statistics computation routine
-        auto event = oneapi::mkl::stats::mean(queue, dataset, mean_ptr);
+        auto event = oneapi::math::stats::mean(queue, dataset, mean_ptr);
 
         // wait until computations are completed
         event.wait();
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
index f5d1fb095b..61b2d6b146 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_variation.rst
@@ -13,7 +13,7 @@ Entry point to compute variation.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::variation function is used to compute a variation array (variation for each dataset's dimension).
+The oneapi::math::stats::variation function is used to compute a variation array (variation for each dataset's dimension).
 
 :ref:`onemath_stats_variation` supports the following precisions for data:
 
@@ -34,7 +34,7 @@ variation (buffer version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void variation(sycl::queue& queue,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,8 +48,8 @@ variation (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -78,7 +78,7 @@ variation (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when variation.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_variation_usm:
@@ -90,7 +90,7 @@ variation (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event variation(sycl::queue& queue,
         const dataset<ObservationsLayout, Type*>& data,
@@ -105,8 +105,8 @@ variation (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
-        *  ``oneapi::mkl::stats::method::one_pass``
+        *  ``oneapi::math::stats::method::fast``
+        *  ``oneapi::math::stats::method::one_pass``
 
     Type
         Data precision.
@@ -138,7 +138,7 @@ variation (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when variation == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
index b678711b34..21271231fd 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
@@ -13,7 +13,7 @@ Entry point to compute variation with the provided mean values.
 
 .. rubric:: Description and Assumptions
 
-The oneapi::mkl::stats::variation function is used to compute an array of variation (variation for each dataset's dimension) with the provided mean values.
+The oneapi::math::stats::variation function is used to compute an array of variation (variation for each dataset's dimension) with the provided mean values.
 
 :ref:`onemath_stats_variation_user_mean` supports the following precisions for data:
 
@@ -27,14 +27,14 @@ The oneapi::mkl::stats::variation function is used to compute an array of variat
 
 .. _onemath_stats_variation_user_mean_buffer:
 
-oneapi::mkl::stats::variation (buffer version)
+oneapi::math::stats::variation (buffer version)
 ----------------------------------------------
 
 .. rubric:: Syntax
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         void variation(sycl::queue& queue, sycl::buffer<Type, 1> mean,
         const dataset<ObservationsLayout, sycl::buffer<Type, 1>>& data,
@@ -48,7 +48,7 @@ oneapi::mkl::stats::variation (buffer version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -81,7 +81,7 @@ oneapi::mkl::stats::variation (buffer version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when variation.get_count() == 0, or mean.get_count() == 0, or dataset object is invalid
 
 .. _onemath_stats_variation_user_mean_usm:
@@ -93,7 +93,7 @@ variation with provided mean (USM version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::stats {
+    namespace oneapi::math::stats {
     template<method Method = method::fast, typename Type, layout ObservationsLayout>
         sycl::event variation(sycl::queue& queue,
         Type* mean,
@@ -109,7 +109,7 @@ variation with provided mean (USM version)
     Method
         Method which is used for estimate computation. The specific values are as follows:
 
-        *  ``oneapi::mkl::stats::method::fast``
+        *  ``oneapi::math::stats::method::fast``
 
     Type
         Data precision.
@@ -144,7 +144,7 @@ variation with provided mean (USM version)
 
     .. rubric:: Throws
 
-    oneapi::mkl::invalid_argument
+    oneapi::math::invalid_argument
         Exception is thrown when variation == nullptr, or mean == nullptr, or dataset object is invalid
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/value_or_pointer.rst b/source/elements/oneMath/source/domains/value_or_pointer.rst
index 93fdacbb47..2cfaa626d9 100644
--- a/source/elements/oneMath/source/domains/value_or_pointer.rst
+++ b/source/elements/oneMath/source/domains/value_or_pointer.rst
@@ -27,14 +27,14 @@ Scalar Arguments in BLAS
           float *alpha_ptr = sycl::malloc_shared<float>(1, queue);
           float *beta_ptr = sycl::malloc_shared<float>(1, queue);
           // fill alpha_ptr and beta_ptr with desired values
-          oneapi::mkl::blas::column_major::gemv(queue, trans, m, n, alpha_ptr, lda, x, incx, beta_ptr,
+          oneapi::math::blas::column_major::gemv(queue, trans, m, n, alpha_ptr, lda, x, incx, beta_ptr,
                                                 y, incy).wait();
 
       or with literal values:
 
         .. code-block::
 
-          oneapi::mkl::blas::column_major::gemv(queue, trans, m, n, 2, lda, x, incx, 2.7,
+          oneapi::math::blas::column_major::gemv(queue, trans, m, n, 2, lda, x, incx, 2.7,
                                                 y, incy).wait();
 
       Users can even mix scalar and pointer parameters in a single call:
@@ -42,7 +42,7 @@ Scalar Arguments in BLAS
         .. code-block::
 
           float *alpha_ptr = sycl::malloc_shared<float>(1, queue);
-          oneapi::mkl::blas::column_major::gemv(queue, trans, m, n, alpha_ptr, lda, x, incx, 2.7,
+          oneapi::math::blas::column_major::gemv(queue, trans, m, n, alpha_ptr, lda, x, incx, 2.7,
                                              y, incy).wait();
 
       Pointers provided for scalar parameters may be SYCL-managed pointers
diff --git a/source/elements/oneMath/source/domains/vm/abs.rst b/source/elements/oneMath/source/domains/vm/abs.rst
index e0257a2ee6..d51df9e284 100644
--- a/source/elements/oneMath/source/domains/vm/abs.rst
+++ b/source/elements/oneMath/source/domains/vm/abs.rst
@@ -27,16 +27,16 @@ abs
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event abs(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<R,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ abs
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event abs(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ abs
                     const T *a,
                     R* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -157,7 +157,7 @@ abs
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -183,7 +183,7 @@ abs
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/acos.rst b/source/elements/oneMath/source/domains/vm/acos.rst
index d87bac1478..50701280f2 100644
--- a/source/elements/oneMath/source/domains/vm/acos.rst
+++ b/source/elements/oneMath/source/domains/vm/acos.rst
@@ -27,17 +27,17 @@ acos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acos(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ acos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acos(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ acos
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -110,13 +110,13 @@ acos
            -  
          * - \|a\| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -233,7 +233,7 @@ acos
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -266,7 +266,7 @@ acos
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/acosh.rst b/source/elements/oneMath/source/domains/vm/acosh.rst
index daaa03a939..f05a17cc7a 100644
--- a/source/elements/oneMath/source/domains/vm/acosh.rst
+++ b/source/elements/oneMath/source/domains/vm/acosh.rst
@@ -27,17 +27,17 @@ acosh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acosh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ acosh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acosh(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ acosh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -102,10 +102,10 @@ acosh
            -  
          * - a < +1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -225,7 +225,7 @@ acosh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -258,7 +258,7 @@ acosh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/acospi.rst b/source/elements/oneMath/source/domains/vm/acospi.rst
index 9891d42a42..85292a6ce3 100644
--- a/source/elements/oneMath/source/domains/vm/acospi.rst
+++ b/source/elements/oneMath/source/domains/vm/acospi.rst
@@ -27,17 +27,17 @@ acospi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acospi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ acospi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event acospi(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ acospi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -110,13 +110,13 @@ acospi
            -  
          * - \|\ ``a``\ \| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - - ∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -153,7 +153,7 @@ acospi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -186,7 +186,7 @@ acospi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/add.rst b/source/elements/oneMath/source/domains/vm/add.rst
index 24f7e8fe68..54ccab1a82 100644
--- a/source/elements/oneMath/source/domains/vm/add.rst
+++ b/source/elements/oneMath/source/domains/vm/add.rst
@@ -28,7 +28,7 @@ add
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event add(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ add
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ add
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event add(
                     sycl::queue& exec_queue,
@@ -58,10 +58,10 @@ add
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -157,8 +157,8 @@ add
    are finite numbers, but the real or imaginary part of the computed
    result is so large that it does not fit the target precision. In this
    case, the function returns ∞ in that part of the result, and sets the
-   VM status code to ``oneapi::mkl::vm::status::overflow`` (overriding any possible
-   ``oneapi::mkl::vm::status::accuracy_warning`` status).
+   VM status code to ``oneapi::math::vm::status::overflow`` (overriding any possible
+   ``oneapi::math::vm::status::accuracy_warning`` status).
 
 
 .. container:: section
@@ -191,7 +191,7 @@ add
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -228,7 +228,7 @@ add
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/arg.rst b/source/elements/oneMath/source/domains/vm/arg.rst
index d9a81550fd..cdc6fcb2eb 100644
--- a/source/elements/oneMath/source/domains/vm/arg.rst
+++ b/source/elements/oneMath/source/domains/vm/arg.rst
@@ -27,16 +27,16 @@ arg
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event arg(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<R,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ arg
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event arg(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ arg
                     const T *a,
                     R* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -201,7 +201,7 @@ arg
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -227,7 +227,7 @@ arg
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/asin.rst b/source/elements/oneMath/source/domains/vm/asin.rst
index 791dca5ba2..dc71c44700 100644
--- a/source/elements/oneMath/source/domains/vm/asin.rst
+++ b/source/elements/oneMath/source/domains/vm/asin.rst
@@ -27,17 +27,17 @@ asin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asin(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ asin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asin(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ asin
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -110,13 +110,13 @@ asin
            -  
          * - \|a\| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -160,7 +160,7 @@ asin
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -193,7 +193,7 @@ asin
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/asinh.rst b/source/elements/oneMath/source/domains/vm/asinh.rst
index abd6d55dec..467252788a 100644
--- a/source/elements/oneMath/source/domains/vm/asinh.rst
+++ b/source/elements/oneMath/source/domains/vm/asinh.rst
@@ -27,16 +27,16 @@ asinh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asinh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ asinh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asinh(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ asinh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -229,7 +229,7 @@ asinh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -255,7 +255,7 @@ asinh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/asinpi.rst b/source/elements/oneMath/source/domains/vm/asinpi.rst
index 91ad13bdc6..611c514ee9 100644
--- a/source/elements/oneMath/source/domains/vm/asinpi.rst
+++ b/source/elements/oneMath/source/domains/vm/asinpi.rst
@@ -27,17 +27,17 @@ asinpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asinpi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ asinpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event asinpi(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ asinpi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -110,13 +110,13 @@ asinpi
            -  
          * - \|\ ``a``\ \| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -153,7 +153,7 @@ asinpi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -186,7 +186,7 @@ asinpi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/atan.rst b/source/elements/oneMath/source/domains/vm/atan.rst
index 5e02424b94..58ecf73e59 100644
--- a/source/elements/oneMath/source/domains/vm/atan.rst
+++ b/source/elements/oneMath/source/domains/vm/atan.rst
@@ -27,16 +27,16 @@ atan
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ atan
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ atan
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -152,7 +152,7 @@ atan
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -178,7 +178,7 @@ atan
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/atan2.rst b/source/elements/oneMath/source/domains/vm/atan2.rst
index 9896ed104c..e2c4eb0d53 100644
--- a/source/elements/oneMath/source/domains/vm/atan2.rst
+++ b/source/elements/oneMath/source/domains/vm/atan2.rst
@@ -27,7 +27,7 @@ atan2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan2(
                     sycl::queue& exec_queue,
@@ -35,9 +35,9 @@ atan2
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ atan2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan2(
                     sycl::queue& exec_queue,
@@ -56,9 +56,9 @@ atan2
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -297,7 +297,7 @@ atan2
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -327,7 +327,7 @@ atan2
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/atan2pi.rst b/source/elements/oneMath/source/domains/vm/atan2pi.rst
index 6738e6c291..8c6b8a1baf 100644
--- a/source/elements/oneMath/source/domains/vm/atan2pi.rst
+++ b/source/elements/oneMath/source/domains/vm/atan2pi.rst
@@ -28,7 +28,7 @@ atan2pi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan2pi(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ atan2pi
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ atan2pi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atan2pi(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ atan2pi
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -300,7 +300,7 @@ atan2pi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -330,7 +330,7 @@ atan2pi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/atanh.rst b/source/elements/oneMath/source/domains/vm/atanh.rst
index 1c866e814b..21af54b931 100644
--- a/source/elements/oneMath/source/domains/vm/atanh.rst
+++ b/source/elements/oneMath/source/domains/vm/atanh.rst
@@ -27,17 +27,17 @@ atanh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atanh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ atanh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atanh(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ atanh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -99,19 +99,19 @@ atanh
            - Status code
          * - +1
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -1
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - \|a\| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -199,7 +199,7 @@ atanh
    Notes:
 
 
-   - ``atanh(±1±i*0)=±∞±i*0``, and oneapi::mkl::vm::status::sing error is generated
+   - ``atanh(±1±i*0)=±∞±i*0``, and oneapi::math::vm::status::sing error is generated
 
 
    - ``atanh(CONJ(a))=CONJ(atanh(a))``
@@ -234,7 +234,7 @@ atanh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -267,7 +267,7 @@ atanh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/atanpi.rst b/source/elements/oneMath/source/domains/vm/atanpi.rst
index f34976ce39..def0e9896e 100644
--- a/source/elements/oneMath/source/domains/vm/atanpi.rst
+++ b/source/elements/oneMath/source/domains/vm/atanpi.rst
@@ -27,16 +27,16 @@ atanpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atanpi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ atanpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event atanpi(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ atanpi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -145,7 +145,7 @@ atanpi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -171,7 +171,7 @@ atanpi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/cbrt.rst b/source/elements/oneMath/source/domains/vm/cbrt.rst
index 4654a503e5..b579d0a424 100644
--- a/source/elements/oneMath/source/domains/vm/cbrt.rst
+++ b/source/elements/oneMath/source/domains/vm/cbrt.rst
@@ -27,16 +27,16 @@ cbrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cbrt(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ cbrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cbrt(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ cbrt
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -143,7 +143,7 @@ cbrt
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -169,7 +169,7 @@ cbrt
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/cdfnorm.rst b/source/elements/oneMath/source/domains/vm/cdfnorm.rst
index e7cedcf8ac..bb709fe527 100644
--- a/source/elements/oneMath/source/domains/vm/cdfnorm.rst
+++ b/source/elements/oneMath/source/domains/vm/cdfnorm.rst
@@ -28,17 +28,17 @@ cdfnorm
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cdfnorm(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ cdfnorm
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cdfnorm(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ cdfnorm
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -136,7 +136,7 @@ cdfnorm
            - Status code
          * - a < underflow
            - +0
-           - ``oneapi::mkl::vm::status::underflow``
+           - ``oneapi::math::vm::status::underflow``
          * - +∞
            - +1
            -  
@@ -179,7 +179,7 @@ cdfnorm
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -212,7 +212,7 @@ cdfnorm
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/cdfnorminv.rst b/source/elements/oneMath/source/domains/vm/cdfnorminv.rst
index 819329eee9..790debdae3 100644
--- a/source/elements/oneMath/source/domains/vm/cdfnorminv.rst
+++ b/source/elements/oneMath/source/domains/vm/cdfnorminv.rst
@@ -28,17 +28,17 @@ cdfnorminv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cdfnorminv(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ cdfnorminv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cdfnorminv(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ cdfnorminv
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -144,25 +144,25 @@ cdfnorminv
            -  
          * - +1
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - a < -0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - a > +1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -199,7 +199,7 @@ cdfnorminv
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -232,7 +232,7 @@ cdfnorminv
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/ceil.rst b/source/elements/oneMath/source/domains/vm/ceil.rst
index 26409c7d12..7ffd89e318 100644
--- a/source/elements/oneMath/source/domains/vm/ceil.rst
+++ b/source/elements/oneMath/source/domains/vm/ceil.rst
@@ -28,16 +28,16 @@ ceil
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event ceil(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ ceil
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event ceil(
                     sycl::queue& exec_queue,
@@ -55,9 +55,9 @@ ceil
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -149,7 +149,7 @@ ceil
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -175,7 +175,7 @@ ceil
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/cis.rst b/source/elements/oneMath/source/domains/vm/cis.rst
index 3a96afe876..f5c9bf4da0 100644
--- a/source/elements/oneMath/source/domains/vm/cis.rst
+++ b/source/elements/oneMath/source/domains/vm/cis.rst
@@ -28,17 +28,17 @@ cis
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cis(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<R,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ cis
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cis(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ cis
                     const T *a,
                     R* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -107,10 +107,10 @@ cis
            -  
          * - + ∞
            - QNAN+i·QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - - ∞
            - QNAN+i·QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN+i·QNAN
            -  
@@ -147,7 +147,7 @@ cis
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -180,7 +180,7 @@ cis
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/clear_status.rst b/source/elements/oneMath/source/domains/vm/clear_status.rst
index 871610fef9..c824610d4a 100644
--- a/source/elements/oneMath/source/domains/vm/clear_status.rst
+++ b/source/elements/oneMath/source/domains/vm/clear_status.rst
@@ -11,7 +11,7 @@ clear_status
 .. container::
 
 
-   Resets the global VM status to ``oneapi::mkl::vm::status::success`` and returns the
+   Resets the global VM status to ``oneapi::math::vm::status::success`` and returns the
    previous VM status code.
 
 
@@ -25,12 +25,12 @@ clear_status
       .. code-block:: cpp
 
 
-                namespace oneapi::mkl::vm {
+                namespace oneapi::math::vm {
 
-                    oneapi::mkl::vm::status clear_status(
+                    oneapi::math::vm::status clear_status(
                         sycl::queue& exec_queue);
 
-                } // namespace oneapi::mkl::vm
+                } // namespace oneapi::math::vm
 
 
       .. rubric:: Description
@@ -38,7 +38,7 @@ clear_status
 
 
       The clear_status function sets the VM status code to
-      ``oneapi::mkl::vm::status::success`` and returns the previous VM status code
+      ``oneapi::math::vm::status::success`` and returns the previous VM status code
       for a given queue.
 
 
@@ -55,23 +55,23 @@ clear_status
            - Description
          * - Successful Execution
            -
-         * - ``oneapi::mkl::vm::status::success``
+         * - ``oneapi::math::vm::status::success``
            - VM function execution completed successfully
-         * - ``oneapi::mkl::vm::status::not_defined``
+         * - ``oneapi::math::vm::status::not_defined``
            - VM status not defined
          * - Warnings
            -
-         * - ``oneapi::mkl::vm::status::accuracy_warning``
+         * - ``oneapi::math::vm::status::accuracy_warning``
            - VM function execution completed successfully in a different accuracy mode
          * - Computational status codes
            -
-         * - ``oneapi::mkl::vm::status::errdom``
+         * - ``oneapi::math::vm::status::errdom``
            - Values are out of a range of definition producing invalid (QNaN) result
-         * - ``oneapi::mkl::vm::status::sing``
+         * - ``oneapi::math::vm::status::sing``
            - Values cause divide-by-zero (singularity) computational errors and produce and invalid (QNaN or Inf) result
-         * - ``oneapi::mkl::vm::status::overflow``
+         * - ``oneapi::math::vm::status::overflow``
            - An overflow happened during the calculation process
-         * - ``oneapi::mkl::vm::status::underflow``
+         * - ``oneapi::math::vm::status::underflow``
            - An underflow happened during the calculation process
 
 
diff --git a/source/elements/oneMath/source/domains/vm/conj.rst b/source/elements/oneMath/source/domains/vm/conj.rst
index 0f12b9d45b..6687925467 100644
--- a/source/elements/oneMath/source/domains/vm/conj.rst
+++ b/source/elements/oneMath/source/domains/vm/conj.rst
@@ -27,16 +27,16 @@ conj
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event conj(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ conj
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event conj(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ conj
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -114,7 +114,7 @@ conj
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -140,7 +140,7 @@ conj
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/copysign.rst b/source/elements/oneMath/source/domains/vm/copysign.rst
index 48000455cf..57b1571a0e 100644
--- a/source/elements/oneMath/source/domains/vm/copysign.rst
+++ b/source/elements/oneMath/source/domains/vm/copysign.rst
@@ -28,7 +28,7 @@ copysign
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event copysign(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ copysign
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ copysign
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event copysign(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ copysign
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -143,7 +143,7 @@ copysign
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -173,7 +173,7 @@ copysign
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/cos.rst b/source/elements/oneMath/source/domains/vm/cos.rst
index 60f89465e6..bad09164b4 100644
--- a/source/elements/oneMath/source/domains/vm/cos.rst
+++ b/source/elements/oneMath/source/domains/vm/cos.rst
@@ -27,17 +27,17 @@ cos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cos(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ cos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cos(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ cos
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -114,10 +114,10 @@ cos
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -161,7 +161,7 @@ cos
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -194,7 +194,7 @@ cos
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/cosd.rst b/source/elements/oneMath/source/domains/vm/cosd.rst
index c48ba7c1d8..994854d7ee 100644
--- a/source/elements/oneMath/source/domains/vm/cosd.rst
+++ b/source/elements/oneMath/source/domains/vm/cosd.rst
@@ -27,17 +27,17 @@ cosd
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cosd(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ cosd
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cosd(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ cosd
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -116,10 +116,10 @@ cosd
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -156,7 +156,7 @@ cosd
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -189,7 +189,7 @@ cosd
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/cosh.rst b/source/elements/oneMath/source/domains/vm/cosh.rst
index 36d5c86fac..a32856b7cc 100644
--- a/source/elements/oneMath/source/domains/vm/cosh.rst
+++ b/source/elements/oneMath/source/domains/vm/cosh.rst
@@ -27,17 +27,17 @@ cosh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cosh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ cosh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cosh(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ cosh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -120,10 +120,10 @@ cosh
            -  
          * - X > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - X < -overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - +∞
            - +∞
            -  
@@ -218,7 +218,7 @@ cosh
 
 
    - The complex cosh(a) function sets the VM status code to
-      ``oneapi::mkl::vm::status::overflow`` in the case of overflow, that is, when RE(a),
+      ``oneapi::math::vm::status::overflow`` in the case of overflow, that is, when RE(a),
       IM(a) are finite non-zero numbers, but the real or imaginary part
       of the exact result is so large that it does not meet the target
       precision.
@@ -256,7 +256,7 @@ cosh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -289,7 +289,7 @@ cosh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/cospi.rst b/source/elements/oneMath/source/domains/vm/cospi.rst
index 4896b17445..681799ff80 100644
--- a/source/elements/oneMath/source/domains/vm/cospi.rst
+++ b/source/elements/oneMath/source/domains/vm/cospi.rst
@@ -27,17 +27,17 @@ cospi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cospi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ cospi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event cospi(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ cospi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -107,10 +107,10 @@ cospi
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -158,7 +158,7 @@ cospi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -191,7 +191,7 @@ cospi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/create_error_handler.rst b/source/elements/oneMath/source/domains/vm/create_error_handler.rst
index 0780cb0349..80c241b4e8 100644
--- a/source/elements/oneMath/source/domains/vm/create_error_handler.rst
+++ b/source/elements/oneMath/source/domains/vm/create_error_handler.rst
@@ -27,16 +27,16 @@ create_error_handler
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-            oneapi::mkl::vm::error_handler<T> create_error_handler(
-                sycl::buffer<oneapi::mkl::vm::status, 1> & status_array,
+            oneapi::math::vm::error_handler<T> create_error_handler(
+                sycl::buffer<oneapi::math::vm::status, 1> & status_array,
                 int64_t length = 1,
-                oneapi::mkl::vm::status status = oneapi::mkl::vm::status::not_defined,
+                oneapi::math::vm::status status = oneapi::math::vm::status::not_defined,
                 T fixup = {},
                 bool copysign = false);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
       USM API:
@@ -45,16 +45,16 @@ create_error_handler
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-            oneapi::mkl::vm::error_handler<T> create_error_handler(
-                oneapi::mkl::vm::status* status_array,
+            oneapi::math::vm::error_handler<T> create_error_handler(
+                oneapi::math::vm::status* status_array,
                 int64_t length = 1,
-                oneapi::mkl::vm::status status = oneapi::mkl::vm::status::not_defined,
+                oneapi::math::vm::status status = oneapi::math::vm::status::not_defined,
                 T fixup = {},
                 bool copysign = false);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
     ``create_error_handler`` supports the following precisions.
@@ -129,26 +129,26 @@ create_error_handler
               - Description
             * - Successful Execution
               -
-            * - ``oneapi::mkl::vm::status::success``
+            * - ``oneapi::math::vm::status::success``
               - VM function execution completed successfully
-            * - ``oneapi::mkl::vm::status::not_defined``
+            * - ``oneapi::math::vm::status::not_defined``
               - VM status not defined
             * - Warnings
               -
-            * - ``oneapi::mkl::vm::status::accuracy_warning``
+            * - ``oneapi::math::vm::status::accuracy_warning``
               - VM function execution completed successfully in a different
                 accuracy mode
             * - Computational Errors
               -
-            * - ``oneapi::mkl::vm::status::errdom``
+            * - ``oneapi::math::vm::status::errdom``
               - Values are out of a range of definition producing invalid
                 (QNaN) result
-            * - ``oneapi::mkl::vm::status::sing``
+            * - ``oneapi::math::vm::status::sing``
               - Values cause divide-by-zero (singularity) computational errors and produce
                 and invalid (QNaN or Inf) result
-            * - ``oneapi::mkl::vm::status::overflow``
+            * - ``oneapi::math::vm::status::overflow``
               - An overflow happened during the calculation process
-            * - ``oneapi::mkl::vm::status::underflow``
+            * - ``oneapi::math::vm::status::underflow``
               - An underflow happened during the calculation process
 
 
@@ -185,7 +185,7 @@ create_error_handler
 
       status_code
          Status code to match and fix the results. This is an optional argument,
-         default value is ``oneapi::mkl::vm::status::not_defined``.
+         default value is ``oneapi::math::vm::status::not_defined``.
 
 
       fixup
diff --git a/source/elements/oneMath/source/domains/vm/div.rst b/source/elements/oneMath/source/domains/vm/div.rst
index d6bb1e5847..9ca75a13b6 100644
--- a/source/elements/oneMath/source/domains/vm/div.rst
+++ b/source/elements/oneMath/source/domains/vm/div.rst
@@ -27,7 +27,7 @@ div
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event div(
                     sycl::queue& exec_queue,
@@ -35,10 +35,10 @@ div
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ div
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event div(
                     sycl::queue& exec_queue,
@@ -57,10 +57,10 @@ div
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -103,27 +103,27 @@ div
          * - X > +0
            - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - X > +0
            - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - X < +0
            - +0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - X < +0
            - -0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +0
            - +0
            - QNAN
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -0
            - QNAN
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - X > +0
            - +∞
            - +0
@@ -163,7 +163,7 @@ div
    x1, x2, y1, y2 are finite numbers, but the real or imaginary part of
    the exact result is so large that it does not fit the target
    precision. In that case, the function returns ∞ in that part of the
-   result, and sets the VM status code to ``oneapi::mkl::vm::status::overflow``.
+   result, and sets the VM status code to ``oneapi::math::vm::status::overflow``.
 
 
 .. container:: section
@@ -196,7 +196,7 @@ div
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -233,7 +233,7 @@ div
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/erf.rst b/source/elements/oneMath/source/domains/vm/erf.rst
index 84d47515cf..5a969d7a72 100644
--- a/source/elements/oneMath/source/domains/vm/erf.rst
+++ b/source/elements/oneMath/source/domains/vm/erf.rst
@@ -27,16 +27,16 @@ erf
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erf(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ erf
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erf(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ erf
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -208,7 +208,7 @@ erf
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -234,7 +234,7 @@ erf
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/erfc.rst b/source/elements/oneMath/source/domains/vm/erfc.rst
index 301c186736..8607c65ccc 100644
--- a/source/elements/oneMath/source/domains/vm/erfc.rst
+++ b/source/elements/oneMath/source/domains/vm/erfc.rst
@@ -27,17 +27,17 @@ erfc
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfc(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ erfc
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfc(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ erfc
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -173,7 +173,7 @@ erfc
            - Status code
          * - a > underflow
            - +0
-           - ``oneapi::mkl::vm::status::underflow``
+           - ``oneapi::math::vm::status::underflow``
          * - +∞
            - +0
            -  
@@ -216,7 +216,7 @@ erfc
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -249,7 +249,7 @@ erfc
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/erfcinv.rst b/source/elements/oneMath/source/domains/vm/erfcinv.rst
index acf104d6c3..c60b321516 100644
--- a/source/elements/oneMath/source/domains/vm/erfcinv.rst
+++ b/source/elements/oneMath/source/domains/vm/erfcinv.rst
@@ -28,17 +28,17 @@ erfcinv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfcinv(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ erfcinv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfcinv(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ erfcinv
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -146,25 +146,25 @@ erfcinv
            -  
          * - +2
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - a < -0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - a > +2
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -201,7 +201,7 @@ erfcinv
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -234,7 +234,7 @@ erfcinv
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/erfinv.rst b/source/elements/oneMath/source/domains/vm/erfinv.rst
index 96dc1794d2..d081605824 100644
--- a/source/elements/oneMath/source/domains/vm/erfinv.rst
+++ b/source/elements/oneMath/source/domains/vm/erfinv.rst
@@ -27,17 +27,17 @@ erfinv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfinv(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ erfinv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event erfinv(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ erfinv
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -167,19 +167,19 @@ erfinv
            -  
          * - +1
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -1
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - \|a\| > 1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -216,7 +216,7 @@ erfinv
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -249,7 +249,7 @@ erfinv
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/exp.rst b/source/elements/oneMath/source/domains/vm/exp.rst
index dd2b49175c..cf82176e98 100644
--- a/source/elements/oneMath/source/domains/vm/exp.rst
+++ b/source/elements/oneMath/source/domains/vm/exp.rst
@@ -27,17 +27,17 @@ exp
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ exp
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ exp
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -120,10 +120,10 @@ exp
            -  
          * - a > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - a < underflow
            - +0
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - +∞
            - +∞
            -  
@@ -218,7 +218,7 @@ exp
 
 
    - The complex exp(z) function sets the VM status code to
-      ``oneapi::mkl::vm::status::overflow`` in the case of overflow, 
+      ``oneapi::math::vm::status::overflow`` in the case of overflow, 
       that is, when both ``RE(z)`` and ``IM(z)`` are finite non-zero
       numbers, but the real or imaginary part of the exact  result
       is so large that it does not meet the target precision.
@@ -251,7 +251,7 @@ exp
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -284,7 +284,7 @@ exp
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/exp10.rst b/source/elements/oneMath/source/domains/vm/exp10.rst
index 22f5a530b7..fb85530fff 100644
--- a/source/elements/oneMath/source/domains/vm/exp10.rst
+++ b/source/elements/oneMath/source/domains/vm/exp10.rst
@@ -27,17 +27,17 @@ exp10
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp10(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ exp10
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp10(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ exp10
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -119,10 +119,10 @@ exp10
            -  
          * - ``a`` > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - ``a`` < underflow
            - +0
-           - ``oneapi::mkl::vm::status::underflow``
+           - ``oneapi::math::vm::status::underflow``
          * - +∞
            - +∞
            -  
@@ -165,7 +165,7 @@ exp10
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -198,7 +198,7 @@ exp10
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/exp2.rst b/source/elements/oneMath/source/domains/vm/exp2.rst
index 7a07e04e1f..4f37237e34 100644
--- a/source/elements/oneMath/source/domains/vm/exp2.rst
+++ b/source/elements/oneMath/source/domains/vm/exp2.rst
@@ -27,17 +27,17 @@ exp2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp2(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ exp2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event exp2(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ exp2
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -118,10 +118,10 @@ exp2
            -  
          * - ``a`` > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - ``a`` < underflow
            - +0
-           - ``oneapi::mkl::vm::status::underflow``
+           - ``oneapi::math::vm::status::underflow``
          * - +∞
            - +∞
            -  
@@ -164,7 +164,7 @@ exp2
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -197,7 +197,7 @@ exp2
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/expint1.rst b/source/elements/oneMath/source/domains/vm/expint1.rst
index c25ec22af2..33061ce484 100644
--- a/source/elements/oneMath/source/domains/vm/expint1.rst
+++ b/source/elements/oneMath/source/domains/vm/expint1.rst
@@ -27,17 +27,17 @@ expint1
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event expint1(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ expint1
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event expint1(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ expint1
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -109,19 +109,19 @@ expint1
            - Status code
          * - ``x`` < +0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +∞
            - +0
            -  
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -158,7 +158,7 @@ expint1
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -191,7 +191,7 @@ expint1
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/expm1.rst b/source/elements/oneMath/source/domains/vm/expm1.rst
index cb9446dbef..4355fe1815 100644
--- a/source/elements/oneMath/source/domains/vm/expm1.rst
+++ b/source/elements/oneMath/source/domains/vm/expm1.rst
@@ -28,17 +28,17 @@ expm1
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event expm1(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ expm1
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event expm1(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ expm1
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -104,7 +104,7 @@ expm1
            -  
          * - a > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - +∞
            - +∞
            -  
@@ -163,7 +163,7 @@ expm1
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -196,7 +196,7 @@ expm1
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/fdim.rst b/source/elements/oneMath/source/domains/vm/fdim.rst
index a9312837a9..9377e3bdc3 100644
--- a/source/elements/oneMath/source/domains/vm/fdim.rst
+++ b/source/elements/oneMath/source/domains/vm/fdim.rst
@@ -29,7 +29,7 @@ fdim
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fdim(
                     sycl::queue& exec_queue,
@@ -37,9 +37,9 @@ fdim
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ fdim
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fdim(
                     sycl::queue& exec_queue,
@@ -58,9 +58,9 @@ fdim
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -152,7 +152,7 @@ fdim
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -182,7 +182,7 @@ fdim
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/floor.rst b/source/elements/oneMath/source/domains/vm/floor.rst
index ee2ce85639..a20982fc8d 100644
--- a/source/elements/oneMath/source/domains/vm/floor.rst
+++ b/source/elements/oneMath/source/domains/vm/floor.rst
@@ -28,16 +28,16 @@ floor
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event floor(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ floor
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event floor(
                     sycl::queue& exec_queue,
@@ -55,9 +55,9 @@ floor
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -149,7 +149,7 @@ floor
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -175,7 +175,7 @@ floor
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/fmax.rst b/source/elements/oneMath/source/domains/vm/fmax.rst
index 2caa78b354..2aced6de10 100644
--- a/source/elements/oneMath/source/domains/vm/fmax.rst
+++ b/source/elements/oneMath/source/domains/vm/fmax.rst
@@ -28,7 +28,7 @@ fmax
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmax(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ fmax
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ fmax
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmax(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ fmax
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -148,7 +148,7 @@ fmax
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -178,7 +178,7 @@ fmax
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/fmin.rst b/source/elements/oneMath/source/domains/vm/fmin.rst
index 07c63d3f2b..f3c9e28907 100644
--- a/source/elements/oneMath/source/domains/vm/fmin.rst
+++ b/source/elements/oneMath/source/domains/vm/fmin.rst
@@ -28,7 +28,7 @@ fmin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmin(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ fmin
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ fmin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmin(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ fmin
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -148,7 +148,7 @@ fmin
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -178,7 +178,7 @@ fmin
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/fmod.rst b/source/elements/oneMath/source/domains/vm/fmod.rst
index 3760e3fb14..31a2906976 100644
--- a/source/elements/oneMath/source/domains/vm/fmod.rst
+++ b/source/elements/oneMath/source/domains/vm/fmod.rst
@@ -28,7 +28,7 @@ fmod
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmod(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ fmod
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ fmod
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event fmod(
                     sycl::queue& exec_queue,
@@ -58,10 +58,10 @@ fmod
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -112,11 +112,11 @@ fmod
          * - ``a`` not NAN
            - ±0
            - NAN
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - ±∞
            - ``b`` not NAN
            - NAN
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - ±0
            - ``b``\ ≠ 0, not NAN
            - ±0
@@ -167,7 +167,7 @@ fmod
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -204,7 +204,7 @@ fmod
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/frac.rst b/source/elements/oneMath/source/domains/vm/frac.rst
index 1956a797f1..bf735dcb40 100644
--- a/source/elements/oneMath/source/domains/vm/frac.rst
+++ b/source/elements/oneMath/source/domains/vm/frac.rst
@@ -27,16 +27,16 @@ frac
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event frac(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ frac
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event frac(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ frac
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -151,7 +151,7 @@ frac
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -177,7 +177,7 @@ frac
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/get_mode.rst b/source/elements/oneMath/source/domains/vm/get_mode.rst
index 9fa2bb5265..be8fdc64a4 100644
--- a/source/elements/oneMath/source/domains/vm/get_mode.rst
+++ b/source/elements/oneMath/source/domains/vm/get_mode.rst
@@ -23,12 +23,12 @@ get_mode
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-                oneapi::mkl::vm::mode get_mode(
+                oneapi::math::vm::mode get_mode(
                     sycl::queue& exec_queue);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,13 +47,13 @@ get_mode
            - Description
          * - Accuracy Control
            -
-         * - ``oneapi::mkl::vm::mode::ha``
+         * - ``oneapi::math::vm::mode::ha``
            - High accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::la``
+         * - ``oneapi::math::vm::mode::la``
            - Low accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::ep``
+         * - ``oneapi::math::vm::mode::ep``
            - Enhanced performance accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::not_defined``
+         * - ``oneapi::math::vm::mode::not_defined``
            - VM mode not defined. It means that no special provisions
              for accuracy have been made for this queue.
              See :ref:`onemath_vm_setmode` for details.
diff --git a/source/elements/oneMath/source/domains/vm/get_status.rst b/source/elements/oneMath/source/domains/vm/get_status.rst
index 9f074d5891..c4670cde18 100644
--- a/source/elements/oneMath/source/domains/vm/get_status.rst
+++ b/source/elements/oneMath/source/domains/vm/get_status.rst
@@ -24,12 +24,12 @@ get_status
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-                oneapi::mkl::vm::status get_status(
+                oneapi::math::vm::status get_status(
                     sycl::queue& exec_queue);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -53,23 +53,23 @@ get_status
            - Description
          * - Successful Execution
            -
-         * - ``oneapi::mkl::vm::status::success``
+         * - ``oneapi::math::vm::status::success``
            - VM function execution completed successfully
-         * - ``oneapi::mkl::vm::status::not_defined``
+         * - ``oneapi::math::vm::status::not_defined``
            - VM status not defined
          * - Warnings
            -
-         * - ``oneapi::mkl::vm::status::accuracy_warning``
+         * - ``oneapi::math::vm::status::accuracy_warning``
            - VM function execution completed successfully in a different accuracy mode
          * - Computational status codes
            -
-         * - ``oneapi::mkl::vm::status::errdom``
+         * - ``oneapi::math::vm::status::errdom``
            - Values are out of a range of definition producing invalid (QNaN) result
-         * - ``oneapi::mkl::vm::status::sing``
+         * - ``oneapi::math::vm::status::sing``
            - Values cause divide-by-zero (singularity) computational errors and produce and invalid (QNaN or Inf) result
-         * - ``oneapi::mkl::vm::status::overflow``
+         * - ``oneapi::math::vm::status::overflow``
            - An overflow happened during the calculation process
-         * - ``oneapi::mkl::vm::status::underflow``
+         * - ``oneapi::math::vm::status::underflow``
            - An underflow happened during the calculation process
 
 
diff --git a/source/elements/oneMath/source/domains/vm/hypot.rst b/source/elements/oneMath/source/domains/vm/hypot.rst
index 577e1557dc..9f7532bf0f 100644
--- a/source/elements/oneMath/source/domains/vm/hypot.rst
+++ b/source/elements/oneMath/source/domains/vm/hypot.rst
@@ -27,7 +27,7 @@ hypot
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event hypot(
                     sycl::queue& exec_queue,
@@ -35,9 +35,9 @@ hypot
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ hypot
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event hypot(
                     sycl::queue& exec_queue,
@@ -56,9 +56,9 @@ hypot
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -181,7 +181,7 @@ hypot
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -211,7 +211,7 @@ hypot
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/inv.rst b/source/elements/oneMath/source/domains/vm/inv.rst
index f57b086d0f..101bcca197 100644
--- a/source/elements/oneMath/source/domains/vm/inv.rst
+++ b/source/elements/oneMath/source/domains/vm/inv.rst
@@ -27,17 +27,17 @@ inv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event inv(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ inv
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event inv(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ inv
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -97,10 +97,10 @@ inv
            - VM status code
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +∞
            - +0
            -  
@@ -143,7 +143,7 @@ inv
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -176,7 +176,7 @@ inv
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/invcbrt.rst b/source/elements/oneMath/source/domains/vm/invcbrt.rst
index 9cdaa87bb3..d5b33f5a22 100644
--- a/source/elements/oneMath/source/domains/vm/invcbrt.rst
+++ b/source/elements/oneMath/source/domains/vm/invcbrt.rst
@@ -27,17 +27,17 @@ invcbrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event invcbrt(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ invcbrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event invcbrt(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ invcbrt
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -97,10 +97,10 @@ invcbrt
            - Status code
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - +∞
            - +0
            -  
@@ -143,7 +143,7 @@ invcbrt
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -176,7 +176,7 @@ invcbrt
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/invsqrt.rst b/source/elements/oneMath/source/domains/vm/invsqrt.rst
index d63fcfedfb..80910c1bfb 100644
--- a/source/elements/oneMath/source/domains/vm/invsqrt.rst
+++ b/source/elements/oneMath/source/domains/vm/invsqrt.rst
@@ -27,17 +27,17 @@ invsqrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event invsqrt(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ invsqrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event invsqrt(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ invsqrt
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -97,16 +97,16 @@ invsqrt
            - VM status code
          * - a < +0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +0
            -  
@@ -146,7 +146,7 @@ invsqrt
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -179,7 +179,7 @@ invsqrt
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/lgamma.rst b/source/elements/oneMath/source/domains/vm/lgamma.rst
index e94ddc032f..092f017b04 100644
--- a/source/elements/oneMath/source/domains/vm/lgamma.rst
+++ b/source/elements/oneMath/source/domains/vm/lgamma.rst
@@ -28,17 +28,17 @@ lgamma
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event lgamma(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ lgamma
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event lgamma(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ lgamma
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -88,7 +88,7 @@ lgamma
    writes them to the output vector ``y``. Precision overflow thresholds
    for the lgamma function are beyond the scope of this document. If the
    result does not meet the target precision, the function sets the VM
-   status code to ``oneapi::mkl::vm::status::overflow``.
+   status code to ``oneapi::math::vm::status::overflow``.
 
 
    .. container:: tablenoborder
@@ -108,13 +108,13 @@ lgamma
            -  
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - negative integer
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -∞
            - +∞
            -  
@@ -123,7 +123,7 @@ lgamma
            -  
          * - a > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - QNAN
            - QNAN
            -  
@@ -160,7 +160,7 @@ lgamma
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -193,7 +193,7 @@ lgamma
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/linearfrac.rst b/source/elements/oneMath/source/domains/vm/linearfrac.rst
index f9a0f11ddd..2458c6efcb 100644
--- a/source/elements/oneMath/source/domains/vm/linearfrac.rst
+++ b/source/elements/oneMath/source/domains/vm/linearfrac.rst
@@ -28,7 +28,7 @@ linearfrac
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event linearfrac(
                     sycl::queue& exec_queue,
@@ -40,10 +40,10 @@ linearfrac
                     T scaleb,
                     T shiftb,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -53,7 +53,7 @@ linearfrac
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event linearfrac(
                     sycl::queue& exec_queue,
@@ -66,10 +66,10 @@ linearfrac
                     T shiftb,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -105,7 +105,7 @@ linearfrac
    The linearfrac function is implemented in the EP accuracy mode only,
    therefore no special values are defined for this function. If used in
    HA or LA mode, linearfrac sets the VM status code to
-   ``oneapi::mkl::vm::status::accuracy_warning``. Correctness is guaranteed within the
+   ``oneapi::math::vm::status::accuracy_warning``. Correctness is guaranteed within the
    threshold limitations defined for each input parameter (see the table
    below); otherwise, the behavior is unspecified.
 
@@ -204,7 +204,7 @@ linearfrac
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -257,7 +257,7 @@ linearfrac
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/ln.rst b/source/elements/oneMath/source/domains/vm/ln.rst
index 7150fe6225..185be638ef 100644
--- a/source/elements/oneMath/source/domains/vm/ln.rst
+++ b/source/elements/oneMath/source/domains/vm/ln.rst
@@ -27,17 +27,17 @@ ln
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event ln(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ ln
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event ln(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ ln
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -101,16 +101,16 @@ ln
            -  
          * - a <+0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -224,7 +224,7 @@ ln
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -257,7 +257,7 @@ ln
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/log10.rst b/source/elements/oneMath/source/domains/vm/log10.rst
index d8542cbccc..4e5a40fd7a 100644
--- a/source/elements/oneMath/source/domains/vm/log10.rst
+++ b/source/elements/oneMath/source/domains/vm/log10.rst
@@ -27,17 +27,17 @@ log10
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log10(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ log10
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log10(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ log10
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -102,16 +102,16 @@ log10
            -  
          * - a <+0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -225,7 +225,7 @@ log10
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -258,7 +258,7 @@ log10
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/log1p.rst b/source/elements/oneMath/source/domains/vm/log1p.rst
index 970ec0cf39..ea6cdbbc94 100644
--- a/source/elements/oneMath/source/domains/vm/log1p.rst
+++ b/source/elements/oneMath/source/domains/vm/log1p.rst
@@ -28,17 +28,17 @@ log1p
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log1p(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ log1p
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log1p(
                     sycl::queue& exec_queue,
@@ -56,10 +56,10 @@ log1p
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -98,10 +98,10 @@ log1p
            - VM status code
          * - -1
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - a <-1
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - +0
            -  
@@ -110,7 +110,7 @@ log1p
            -  
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -150,7 +150,7 @@ log1p
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -183,7 +183,7 @@ log1p
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/log2.rst b/source/elements/oneMath/source/domains/vm/log2.rst
index 6377de9fc3..45581ff967 100644
--- a/source/elements/oneMath/source/domains/vm/log2.rst
+++ b/source/elements/oneMath/source/domains/vm/log2.rst
@@ -27,17 +27,17 @@ log2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log2(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ log2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event log2(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ log2
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -100,16 +100,16 @@ log2
            -  
          * - ``a`` < +0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -149,7 +149,7 @@ log2
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -182,7 +182,7 @@ log2
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/logb.rst b/source/elements/oneMath/source/domains/vm/logb.rst
index 6c5f9a0c68..2c4139d505 100644
--- a/source/elements/oneMath/source/domains/vm/logb.rst
+++ b/source/elements/oneMath/source/domains/vm/logb.rst
@@ -27,17 +27,17 @@ logb
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event logb(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ logb
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event logb(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ logb
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -100,10 +100,10 @@ logb
            - VM status code
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - +∞
            -  
@@ -146,7 +146,7 @@ logb
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -179,7 +179,7 @@ logb
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/maxmag.rst b/source/elements/oneMath/source/domains/vm/maxmag.rst
index 9e34f449a9..d1008ba674 100644
--- a/source/elements/oneMath/source/domains/vm/maxmag.rst
+++ b/source/elements/oneMath/source/domains/vm/maxmag.rst
@@ -28,7 +28,7 @@ maxmag
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event maxmag(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ maxmag
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ maxmag
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event maxmag(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ maxmag
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -158,7 +158,7 @@ maxmag
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -188,7 +188,7 @@ maxmag
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/minmag.rst b/source/elements/oneMath/source/domains/vm/minmag.rst
index 2bd33c2a3a..50ce8258f2 100644
--- a/source/elements/oneMath/source/domains/vm/minmag.rst
+++ b/source/elements/oneMath/source/domains/vm/minmag.rst
@@ -28,7 +28,7 @@ minmag
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event minmag(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ minmag
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ minmag
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event minmag(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ minmag
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -158,7 +158,7 @@ minmag
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -188,7 +188,7 @@ minmag
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/modf.rst b/source/elements/oneMath/source/domains/vm/modf.rst
index fb755f276f..80bc5eec79 100644
--- a/source/elements/oneMath/source/domains/vm/modf.rst
+++ b/source/elements/oneMath/source/domains/vm/modf.rst
@@ -28,7 +28,7 @@ modf
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event modf(
                     sycl::queue& exec_queue,
@@ -36,9 +36,9 @@ modf
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
                     sycl::buffer<T,1>& z,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ modf
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event modf(
                     sycl::queue& exec_queue,
@@ -57,9 +57,9 @@ modf
                     T* y,
                     T* z,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -168,7 +168,7 @@ modf
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -194,7 +194,7 @@ modf
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/mul.rst b/source/elements/oneMath/source/domains/vm/mul.rst
index d1fdfa22ac..fcd7cce4a3 100644
--- a/source/elements/oneMath/source/domains/vm/mul.rst
+++ b/source/elements/oneMath/source/domains/vm/mul.rst
@@ -28,7 +28,7 @@ mul
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event mul(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ mul
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ mul
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event mul(
                     sycl::queue& exec_queue,
@@ -58,10 +58,10 @@ mul
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -197,8 +197,8 @@ mul
    are finite numbers, but the real or imaginary part of the computed
    result is so large that it does not fit the target precision. In this
    case, the function returns ∞ in that part of the result, and sets the
-   VM status code to ``oneapi::mkl::vm::status::overflow`` (overriding any possible
-   ``oneapi::mkl::vm::status::accuracy_warning`` status).
+   VM status code to ``oneapi::math::vm::status::overflow`` (overriding any possible
+   ``oneapi::math::vm::status::accuracy_warning`` status).
 
 
 .. container:: section
@@ -231,7 +231,7 @@ mul
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -268,7 +268,7 @@ mul
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/mulbyconj.rst b/source/elements/oneMath/source/domains/vm/mulbyconj.rst
index 58fd1761f0..a58ce2a0c1 100644
--- a/source/elements/oneMath/source/domains/vm/mulbyconj.rst
+++ b/source/elements/oneMath/source/domains/vm/mulbyconj.rst
@@ -28,7 +28,7 @@ mulbyconj
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event mulbyconj(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ mulbyconj
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ mulbyconj
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event mulbyconj(
                     sycl::queue& exec_queue,
@@ -58,10 +58,10 @@ mulbyconj
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -108,7 +108,7 @@ mulbyconj
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -145,7 +145,7 @@ mulbyconj
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/nearbyint.rst b/source/elements/oneMath/source/domains/vm/nearbyint.rst
index fb7314c097..e2a97592bf 100644
--- a/source/elements/oneMath/source/domains/vm/nearbyint.rst
+++ b/source/elements/oneMath/source/domains/vm/nearbyint.rst
@@ -28,16 +28,16 @@ nearbyint
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event nearbyint(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ nearbyint
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event nearbyint(
                     sycl::queue& exec_queue,
@@ -55,9 +55,9 @@ nearbyint
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -145,7 +145,7 @@ nearbyint
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -171,7 +171,7 @@ nearbyint
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/nextafter.rst b/source/elements/oneMath/source/domains/vm/nextafter.rst
index c9d3d969d8..b568b6b727 100644
--- a/source/elements/oneMath/source/domains/vm/nextafter.rst
+++ b/source/elements/oneMath/source/domains/vm/nextafter.rst
@@ -30,7 +30,7 @@ nextafter
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event nextafter(
                     sycl::queue& exec_queue,
@@ -38,10 +38,10 @@ nextafter
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -51,7 +51,7 @@ nextafter
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event nextafter(
                     sycl::queue& exec_queue,
@@ -60,10 +60,10 @@ nextafter
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -102,9 +102,9 @@ nextafter
          * - Arguments/Results
            - Status code
          * - Input vector argument element is finite and the corresponding result vector element value is infinite
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - Result vector element value is subnormal or zero, and different from the corresponding input vector argument element
-           - ``oneapi::mkl::vm::status::underflow``
+           - ``oneapi::math::vm::status::underflow``
 
 
 
@@ -143,7 +143,7 @@ nextafter
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -180,7 +180,7 @@ nextafter
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/pow.rst b/source/elements/oneMath/source/domains/vm/pow.rst
index e555350c48..d98462f870 100644
--- a/source/elements/oneMath/source/domains/vm/pow.rst
+++ b/source/elements/oneMath/source/domains/vm/pow.rst
@@ -27,7 +27,7 @@ pow
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow(
                     sycl::queue& exec_queue,
@@ -35,10 +35,10 @@ pow
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ pow
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow(
                     sycl::queue& exec_queue,
@@ -57,10 +57,10 @@ pow
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -112,27 +112,27 @@ pow
          * - +0
            - neg. odd integer
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - neg. odd integer
            - -∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - neg. even integer
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - neg. even integer
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - neg. non-integer
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - neg. non-integer
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - pos. odd integer
            - +0
@@ -240,7 +240,7 @@ pow
          * - a < +0
            - non-integer
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - \|a\| < 1
            - -∞
            - +∞
@@ -248,11 +248,11 @@ pow
          * - +0
            - -∞
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -0
            - -∞
            - +∞
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - \|a\| > 1
            - -∞
            - +0
@@ -324,7 +324,7 @@ pow
          * - Big finite value\*
            - Big finite value\*
            - +/-∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - QNAN
            - QNAN
            - QNAN
@@ -354,7 +354,7 @@ pow
    #. Returns ∞ in the result.
 
 
-   #. Sets the VM status code to ``oneapi::mkl::vm::status::overflow``.
+   #. Sets the VM status code to ``oneapi::math::vm::status::overflow``.
 
 
    Overflow in a complex function occurs (supported in the HA/LA
@@ -362,14 +362,14 @@ pow
    are finite numbers, but the real or imaginary part of the computed
    result is so large that it does not fit the target precision. In this
    case, the function returns ∞ in that part of the result, and sets the
-   VM status code to ``oneapi::mkl::vm::status::overflow`` (overriding any possible
-   ``oneapi::mkl::vm::status::accuracy_warning`` status).
+   VM status code to ``oneapi::math::vm::status::overflow`` (overriding any possible
+   ``oneapi::math::vm::status::accuracy_warning`` status).
 
 
    The complex double precision versions of this function are
    implemented in the EP accuracy mode only. If used in HA or LA mode,
    the functions set the VM status code to
-   ``oneapi::mkl::vm::status::accuracy_warning``.
+   ``oneapi::math::vm::status::accuracy_warning``.
 
 
 .. container:: section
@@ -402,7 +402,7 @@ pow
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -439,7 +439,7 @@ pow
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/pow2o3.rst b/source/elements/oneMath/source/domains/vm/pow2o3.rst
index 206395362a..bb335ff04e 100644
--- a/source/elements/oneMath/source/domains/vm/pow2o3.rst
+++ b/source/elements/oneMath/source/domains/vm/pow2o3.rst
@@ -27,16 +27,16 @@ pow2o3
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow2o3(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ pow2o3
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow2o3(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ pow2o3
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -141,7 +141,7 @@ pow2o3
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -174,7 +174,7 @@ pow2o3
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/pow3o2.rst b/source/elements/oneMath/source/domains/vm/pow3o2.rst
index 816eed4950..2f02f2b455 100644
--- a/source/elements/oneMath/source/domains/vm/pow3o2.rst
+++ b/source/elements/oneMath/source/domains/vm/pow3o2.rst
@@ -27,17 +27,17 @@ pow3o2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow3o2(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ pow3o2
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event pow3o2(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ pow3o2
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -113,7 +113,7 @@ pow3o2
            - VM status code
          * - a < +0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - +0
            -  
@@ -122,7 +122,7 @@ pow3o2
            -  
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -162,7 +162,7 @@ pow3o2
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -195,7 +195,7 @@ pow3o2
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/powr.rst b/source/elements/oneMath/source/domains/vm/powr.rst
index a186747d63..ecee06cd2b 100644
--- a/source/elements/oneMath/source/domains/vm/powr.rst
+++ b/source/elements/oneMath/source/domains/vm/powr.rst
@@ -28,7 +28,7 @@ powr
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event powr(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ powr
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -49,7 +49,7 @@ powr
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event powr(
                     sycl::queue& exec_queue,
@@ -58,10 +58,10 @@ powr
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -123,7 +123,7 @@ powr
          * - ``a`` < 0
            - any value ``b``
            - NAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - 0 < ``a`` < ∞
            - ±0
            - 1
@@ -191,19 +191,19 @@ powr
          * - QNAN
            - QNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - SNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - SNAN
            - QNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - SNAN
            - SNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
 
 
 
@@ -238,7 +238,7 @@ powr
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -275,7 +275,7 @@ powr
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/powx.rst b/source/elements/oneMath/source/domains/vm/powx.rst
index 8b39fdd50b..f3a7d35d89 100644
--- a/source/elements/oneMath/source/domains/vm/powx.rst
+++ b/source/elements/oneMath/source/domains/vm/powx.rst
@@ -27,7 +27,7 @@ powx
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event powx(
                     sycl::queue& exec_queue,
@@ -35,10 +35,10 @@ powx
                     sycl::buffer<T,1>& a,
                     T b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ powx
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event powx(
                     sycl::queue& exec_queue,
@@ -57,10 +57,10 @@ powx
                     T b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -133,7 +133,7 @@ powx
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -170,7 +170,7 @@ powx
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/remainder.rst b/source/elements/oneMath/source/domains/vm/remainder.rst
index 33a9353ce7..8fdfa93c72 100644
--- a/source/elements/oneMath/source/domains/vm/remainder.rst
+++ b/source/elements/oneMath/source/domains/vm/remainder.rst
@@ -29,7 +29,7 @@ remainder
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event remainder(
                     sycl::queue& exec_queue,
@@ -37,10 +37,10 @@ remainder
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -50,7 +50,7 @@ remainder
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event remainder(
                     sycl::queue& exec_queue,
@@ -59,10 +59,10 @@ remainder
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -113,7 +113,7 @@ remainder
          * - ``a`` not NAN
            - ±0
            - NAN
-           - oneapi::mkl::vm::status::errdom
+           - oneapi::math::vm::status::errdom
          * - ±∞
            - ``b`` not NAN
            - NAN
@@ -168,7 +168,7 @@ remainder
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -205,7 +205,7 @@ remainder
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/rint.rst b/source/elements/oneMath/source/domains/vm/rint.rst
index d53e00eed6..b6c3b300a6 100644
--- a/source/elements/oneMath/source/domains/vm/rint.rst
+++ b/source/elements/oneMath/source/domains/vm/rint.rst
@@ -27,16 +27,16 @@ rint
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event rint(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ rint
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event rint(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ rint
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -163,7 +163,7 @@ rint
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -189,7 +189,7 @@ rint
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/round.rst b/source/elements/oneMath/source/domains/vm/round.rst
index c985680ab4..6d4e7f862e 100644
--- a/source/elements/oneMath/source/domains/vm/round.rst
+++ b/source/elements/oneMath/source/domains/vm/round.rst
@@ -28,16 +28,16 @@ round
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event round(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ round
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event round(
                     sycl::queue& exec_queue,
@@ -55,9 +55,9 @@ round
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -147,7 +147,7 @@ round
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -173,7 +173,7 @@ round
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/set_status.rst b/source/elements/oneMath/source/domains/vm/set_status.rst
index d6ec5295c1..069a91950b 100644
--- a/source/elements/oneMath/source/domains/vm/set_status.rst
+++ b/source/elements/oneMath/source/domains/vm/set_status.rst
@@ -24,13 +24,13 @@ set_status
 
       .. code-block:: cpp
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-                oneapi::mkl::vm::status set_status(
+                oneapi::math::vm::status set_status(
                     sycl::queue& exec_queue,
-                    oneapi::mkl::vm::status new_status);
+                    oneapi::math::vm::status new_status);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
       .. rubric:: Description
@@ -54,23 +54,23 @@ set_status
            - Description
          * - Successful Execution
            -
-         * - ``oneapi::mkl::vm::status::success``
+         * - ``oneapi::math::vm::status::success``
            - VM function execution completed successfully
-         * - ``oneapi::mkl::vm::status::not_defined``
+         * - ``oneapi::math::vm::status::not_defined``
            - VM status not defined
          * - Warnings
            -
-         * - ``oneapi::mkl::vm::status::accuracy_warning``
+         * - ``oneapi::math::vm::status::accuracy_warning``
            - VM function execution completed successfully in a different accuracy mode
          * - Computational status codes
            -
-         * - ``oneapi::mkl::vm::status::errdom``
+         * - ``oneapi::math::vm::status::errdom``
            - Values are out of a range of definition producing invalid (QNaN) result
-         * - ``oneapi::mkl::vm::status::sing``
+         * - ``oneapi::math::vm::status::sing``
            - Values cause divide-by-zero (singularity) computational errors and produce and invalid (QNaN or Inf) result
-         * - ``oneapi::mkl::vm::status::overflow``
+         * - ``oneapi::math::vm::status::overflow``
            - An overflow happened during the calculation process
-         * - ``oneapi::mkl::vm::status::underflow``
+         * - ``oneapi::math::vm::status::underflow``
            - An underflow happened during the calculation process
 
 
diff --git a/source/elements/oneMath/source/domains/vm/setmode.rst b/source/elements/oneMath/source/domains/vm/setmode.rst
index 6f562fd5d3..00b873508c 100644
--- a/source/elements/oneMath/source/domains/vm/setmode.rst
+++ b/source/elements/oneMath/source/domains/vm/setmode.rst
@@ -24,13 +24,13 @@ set_mode
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
-                oneapi::mkl::vm::mode set_mode(
+                oneapi::math::vm::mode set_mode(
                     sycl::queue& exec_queue,
-                    oneapi::mkl::vm::mode new_mode);
+                    oneapi::math::vm::mode new_mode);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
       .. rubric:: Description
@@ -51,17 +51,17 @@ set_mode
            - Description
          * - Accuracy Control
            -
-         * - ``oneapi::mkl::vm::mode::ha``
+         * - ``oneapi::math::vm::mode::ha``
            - High accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::la``
+         * - ``oneapi::math::vm::mode::la``
            - Low accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::ep``
+         * - ``oneapi::math::vm::mode::ep``
            - Enhanced performance accuracy versions of VM functions.
-         * - ``oneapi::mkl::vm::mode::not_defined``
+         * - ``oneapi::math::vm::mode::not_defined``
            - VM mode not defined. This has no effect.
 
       The assumed value of the ``mode`` parameter for a new queue, if ``set_mode``
-      is not called is ``oneapi::mkl::vm::mode::ha``.
+      is not called is ``oneapi::math::vm::mode::ha``.
 
 
 
diff --git a/source/elements/oneMath/source/domains/vm/sin.rst b/source/elements/oneMath/source/domains/vm/sin.rst
index 9ed7f10b41..c214984510 100644
--- a/source/elements/oneMath/source/domains/vm/sin.rst
+++ b/source/elements/oneMath/source/domains/vm/sin.rst
@@ -27,17 +27,17 @@ sin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sin(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ sin
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sin(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ sin
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -114,10 +114,10 @@ sin
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -161,7 +161,7 @@ sin
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -194,7 +194,7 @@ sin
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sincos.rst b/source/elements/oneMath/source/domains/vm/sincos.rst
index 89e0b15ef4..24f9cb883c 100644
--- a/source/elements/oneMath/source/domains/vm/sincos.rst
+++ b/source/elements/oneMath/source/domains/vm/sincos.rst
@@ -27,7 +27,7 @@ sincos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sincos(
                     sycl::queue& exec_queue,
@@ -35,10 +35,10 @@ sincos
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
                     sycl::buffer<T,1>& z,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -48,7 +48,7 @@ sincos
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sincos(
                     sycl::queue& exec_queue,
@@ -57,10 +57,10 @@ sincos
                     T* y,
                     T* z,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -118,11 +118,11 @@ sincos
          * - +∞
            - QNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            - QNAN
@@ -161,7 +161,7 @@ sincos
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -194,7 +194,7 @@ sincos
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sind.rst b/source/elements/oneMath/source/domains/vm/sind.rst
index d3efedc139..eb8e1fcc64 100644
--- a/source/elements/oneMath/source/domains/vm/sind.rst
+++ b/source/elements/oneMath/source/domains/vm/sind.rst
@@ -27,17 +27,17 @@ sind
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sind(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ sind
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sind(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ sind
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -116,10 +116,10 @@ sind
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -156,7 +156,7 @@ sind
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -189,7 +189,7 @@ sind
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sinh.rst b/source/elements/oneMath/source/domains/vm/sinh.rst
index 1a614e1c0d..16051f303e 100644
--- a/source/elements/oneMath/source/domains/vm/sinh.rst
+++ b/source/elements/oneMath/source/domains/vm/sinh.rst
@@ -27,17 +27,17 @@ sinh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sinh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ sinh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sinh(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ sinh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -120,10 +120,10 @@ sinh
            -  
          * - a > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - a < -overflow
            - -∞
-           - ``oneapi::mkl::vm::status::overflow``
+           - ``oneapi::math::vm::status::overflow``
          * - +∞
            - +∞
            -  
@@ -218,7 +218,7 @@ sinh
 
 
    - The complex sinh(a) function sets the VM status code to
-      oneapi::mkl::vm::status::overflow in the case of overflow, that is, when RE(a),
+      oneapi::math::vm::status::overflow in the case of overflow, that is, when RE(a),
       IM(a) are finite non-zero numbers, but the real or imaginary part
       of the exact result is so large that it does not meet the target
       precision.
@@ -256,7 +256,7 @@ sinh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -289,7 +289,7 @@ sinh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sinpi.rst b/source/elements/oneMath/source/domains/vm/sinpi.rst
index d320bd646d..5deb148ac5 100644
--- a/source/elements/oneMath/source/domains/vm/sinpi.rst
+++ b/source/elements/oneMath/source/domains/vm/sinpi.rst
@@ -27,17 +27,17 @@ sinpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sinpi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ sinpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sinpi(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ sinpi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -110,10 +110,10 @@ sinpi
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -161,7 +161,7 @@ sinpi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -194,7 +194,7 @@ sinpi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sqr.rst b/source/elements/oneMath/source/domains/vm/sqr.rst
index d7f83ce684..8b0aedb40c 100644
--- a/source/elements/oneMath/source/domains/vm/sqr.rst
+++ b/source/elements/oneMath/source/domains/vm/sqr.rst
@@ -27,16 +27,16 @@ sqr
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sqr(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ sqr
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sqr(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ sqr
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -143,7 +143,7 @@ sqr
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -169,7 +169,7 @@ sqr
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/sqrt.rst b/source/elements/oneMath/source/domains/vm/sqrt.rst
index 4afdeab26e..2b4a6c5b21 100644
--- a/source/elements/oneMath/source/domains/vm/sqrt.rst
+++ b/source/elements/oneMath/source/domains/vm/sqrt.rst
@@ -27,17 +27,17 @@ sqrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sqrt(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ sqrt
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sqrt(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ sqrt
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -98,7 +98,7 @@ sqrt
            - VM status code
          * - a< +0
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +0
            - +0
            -  
@@ -107,7 +107,7 @@ sqrt
            -  
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
@@ -227,7 +227,7 @@ sqrt
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -260,7 +260,7 @@ sqrt
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/sub.rst b/source/elements/oneMath/source/domains/vm/sub.rst
index 5beac15d74..afe8c3c9df 100644
--- a/source/elements/oneMath/source/domains/vm/sub.rst
+++ b/source/elements/oneMath/source/domains/vm/sub.rst
@@ -28,7 +28,7 @@ sub
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sub(
                     sycl::queue& exec_queue,
@@ -36,10 +36,10 @@ sub
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& b,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -51,7 +51,7 @@ sub
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event sub(
                     sycl::queue& exec_queue,
@@ -60,10 +60,10 @@ sub
                     const T *b,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler - {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler - {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -159,8 +159,8 @@ sub
    are finite numbers, but the real or imaginary part of the computed
    result is so large that it does not fit the target precision. In this
    case, the function returns ∞ in that part of the result, and sets the
-   VM status code to ``oneapi::mkl::vm::status::overflow`` (overriding any possible
-   ``oneapi::mkl::vm::status::accuracy_warning`` status).
+   VM status code to ``oneapi::math::vm::status::overflow`` (overriding any possible
+   ``oneapi::math::vm::status::accuracy_warning`` status).
 
 
 .. container:: section
@@ -193,7 +193,7 @@ sub
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -230,7 +230,7 @@ sub
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/tan.rst b/source/elements/oneMath/source/domains/vm/tan.rst
index d02056b140..2bc0ee72a2 100644
--- a/source/elements/oneMath/source/domains/vm/tan.rst
+++ b/source/elements/oneMath/source/domains/vm/tan.rst
@@ -27,17 +27,17 @@ tan
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tan(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ tan
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tan(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ tan
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -114,10 +114,10 @@ tan
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -161,7 +161,7 @@ tan
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -194,7 +194,7 @@ tan
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/tand.rst b/source/elements/oneMath/source/domains/vm/tand.rst
index e80875387a..c2d8daaba0 100644
--- a/source/elements/oneMath/source/domains/vm/tand.rst
+++ b/source/elements/oneMath/source/domains/vm/tand.rst
@@ -27,17 +27,17 @@ tand
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tand(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ tand
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tand(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ tand
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -116,10 +116,10 @@ tand
            -  
          * - ±∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - ±∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -156,7 +156,7 @@ tand
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -189,7 +189,7 @@ tand
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/tanh.rst b/source/elements/oneMath/source/domains/vm/tanh.rst
index b0488d850b..1d9b39f8c4 100644
--- a/source/elements/oneMath/source/domains/vm/tanh.rst
+++ b/source/elements/oneMath/source/domains/vm/tanh.rst
@@ -27,16 +27,16 @@ tanh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tanh(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -46,7 +46,7 @@ tanh
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tanh(
                     sycl::queue& exec_queue,
@@ -54,9 +54,9 @@ tanh
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -228,7 +228,7 @@ tanh
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -254,7 +254,7 @@ tanh
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/tanpi.rst b/source/elements/oneMath/source/domains/vm/tanpi.rst
index 7fee6c4062..9f93f17520 100644
--- a/source/elements/oneMath/source/domains/vm/tanpi.rst
+++ b/source/elements/oneMath/source/domains/vm/tanpi.rst
@@ -27,17 +27,17 @@ tanpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tanpi(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ tanpi
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tanpi(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ tanpi
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -116,10 +116,10 @@ tanpi
            -  
          * - +∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - QNAN
            - QNAN
            -  
@@ -172,7 +172,7 @@ tanpi
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -205,7 +205,7 @@ tanpi
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/tgamma.rst b/source/elements/oneMath/source/domains/vm/tgamma.rst
index b4b894df72..9e9ec8701d 100644
--- a/source/elements/oneMath/source/domains/vm/tgamma.rst
+++ b/source/elements/oneMath/source/domains/vm/tgamma.rst
@@ -27,17 +27,17 @@ tgamma
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tgamma(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ tgamma
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event tgamma(
                     sycl::queue& exec_queue,
@@ -55,10 +55,10 @@ tgamma
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined,
-                    oneapi::mkl::vm::error_handler<T> errhandler = {});
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined,
+                    oneapi::math::vm::error_handler<T> errhandler = {});
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -87,7 +87,7 @@ tgamma
    Precision overflow thresholds for the tgamma function are beyond the
    scope of this document. If the result does not meet the target
    precision, the function raises sets the VM status code to
-   oneapi::mkl::vm::status::sing.
+   oneapi::math::vm::status::sing.
 
 
    .. container:: tablenoborder
@@ -101,22 +101,22 @@ tgamma
            - Status code
          * - +0
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - -0
            - -∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - negative integer
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - -∞
            - QNAN
-           - ``oneapi::mkl::vm::status::errdom``
+           - ``oneapi::math::vm::status::errdom``
          * - +∞
            - +∞
            -  
          * - a > overflow
            - +∞
-           - ``oneapi::mkl::vm::status::sing``
+           - ``oneapi::math::vm::status::sing``
          * - QNAN
            - QNAN
            -  
@@ -153,7 +153,7 @@ tgamma
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
@@ -186,7 +186,7 @@ tgamma
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    errhandler
diff --git a/source/elements/oneMath/source/domains/vm/trunc.rst b/source/elements/oneMath/source/domains/vm/trunc.rst
index 936ce0cfc2..f086e8d6cd 100644
--- a/source/elements/oneMath/source/domains/vm/trunc.rst
+++ b/source/elements/oneMath/source/domains/vm/trunc.rst
@@ -28,16 +28,16 @@ trunc
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event trunc(
                     sycl::queue& exec_queue,
                     std::int64_t n,
                     sycl::buffer<T,1>& a,
                     sycl::buffer<T,1>& y,
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -47,7 +47,7 @@ trunc
       .. code-block:: cpp
 
 
-            namespace oneapi::mkl::vm {
+            namespace oneapi::math::vm {
 
             sycl::event trunc(
                     sycl::queue& exec_queue,
@@ -55,9 +55,9 @@ trunc
                     const T *a,
                     T* y,
                     std::vector<sycl::event> const & depends = {},
-                    oneapi::mkl::vm::mode mode = oneapi::mkl::vm::mode::not_defined);
+                    oneapi::math::vm::mode mode = oneapi::math::vm::mode::not_defined);
 
-            } // namespace oneapi::mkl::vm
+            } // namespace oneapi::math::vm
 
 
 
@@ -152,7 +152,7 @@ trunc
       Overrides the global VM mode setting for this function call. See
       :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
    USM API:
@@ -178,7 +178,7 @@ trunc
       Overrides the global VM mode setting for this function call. See
       the :ref:`onemath_vm_setmode`
       function for possible values and their description. This is an
-      optional parameter. The default value is ``oneapi::mkl::vm::mode::not_defined``.
+      optional parameter. The default value is ``oneapi::math::vm::mode::not_defined``.
 
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
index b6009a7d4a..a7650d8dbd 100644
--- a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
@@ -16,7 +16,7 @@ Exceptions
     +----------------------------------+------------------------------------+
     |  exception                       |   when thrown                      |
     +----------------------------------+------------------------------------+
-    | oneapi::mkl::invalid_argument    | buffer API:                        |
+    | oneapi::math::invalid_argument    | buffer API:                        |
     |                                  |  n < 0;                            |
     |                                  |                                    |
     |                                  |  y.get_count() < n;                |
@@ -29,13 +29,13 @@ Exceptions
     |                                  |                                    |
     |                                  |  any pointer argument is nullptr   |
     +----------------------------------+------------------------------------+
-    | oneapi::mkl::host_bad_alloc      | USM API:                           |
+    | oneapi::math::host_bad_alloc      | USM API:                           |
     |                                  |  when internal copying to and      |
     |                                  |  from  host memory is used         |
     |                                  |  and corresponding allocation      |
     |                                  |  fails                             |
     +----------------------------------+------------------------------------+
-    | oneapi::mkl::device_bad_alloc    | USM API:                           |
+    | oneapi::math::device_bad_alloc    | USM API:                           |
     |                                  |  when internal copying to and      |
     |                                  |  from device memory is used        |
     |                                  |  and corresponding allocation      |

From 4fdcd3f845732988c0eb0e96fbc2a7c522249866 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Wed, 9 Oct 2024 17:17:09 +0200
Subject: [PATCH 03/14] Renaming part 3

- Rename remaining occurrences of "mkl" to "onemath"

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/architecture.rst                       |   4 +-
 source/conf/common_conf.py                    |   4 +-
 .../architecture/execution_model.inc.rst      |   4 +-
 .../source/domains/lapack/getrs_batch.rst     |  42 +--
 .../lapack/getrs_batch_scratchpad_size.rst    |  16 +-
 .../source/domains/lapack/potrf_batch.rst     |  30 +--
 .../lapack/potrf_batch_scratchpad_size.rst    |  12 +-
 .../source/domains/lapack/potrs_batch.rst     |  26 +-
 .../lapack/potrs_batch_scratchpad_size.rst    |  12 +-
 .../rng/device_api/device-rng-bernoulli.rst   |   2 +-
 .../rng/device_api/device-rng-poisson.rst     |   2 +-
 ...mplate-parameter-mkl-rng-method-values.rst |  99 -------
 .../domains/rng/host_api/distributions.rst    |  50 ++--
 ...engines-basic-random-number-generators.rst |  28 +-
 .../domains/rng/host_api/generate-routine.rst |   2 +-
 .../domains/rng/host_api/mkl-rng-ars5.rst     | 200 --------------
 .../rng/host_api/mkl-rng-bernoulli.rst        | 177 ------------
 .../domains/rng/host_api/mkl-rng-beta.rst     | 231 ----------------
 .../domains/rng/host_api/mkl-rng-binomial.rst | 192 --------------
 .../domains/rng/host_api/mkl-rng-bits.rst     |  59 ----
 .../domains/rng/host_api/mkl-rng-cauchy.rst   | 190 -------------
 .../rng/host_api/mkl-rng-chi_square.rst       | 174 ------------
 .../rng/host_api/mkl-rng-default_engine.rst   |  30 ---
 .../rng/host_api/mkl-rng-exponential.rst      | 191 -------------
 .../domains/rng/host_api/mkl-rng-gamma.rst    | 211 ---------------
 .../domains/rng/host_api/mkl-rng-gaussian.rst | 193 --------------
 .../rng/host_api/mkl-rng-gaussian_mv.rst      | 199 --------------
 .../domains/rng/host_api/mkl-rng-generate.rst | 130 ---------
 .../rng/host_api/mkl-rng-geometric.rst        | 173 ------------
 .../domains/rng/host_api/mkl-rng-gumbel.rst   | 190 -------------
 .../rng/host_api/mkl-rng-hypergeometric.rst   | 209 ---------------
 .../domains/rng/host_api/mkl-rng-laplace.rst  | 188 -------------
 .../domains/rng/host_api/mkl-rng-leapfrog.rst |  79 ------
 .../rng/host_api/mkl-rng-lognormal.rst        | 227 ----------------
 .../domains/rng/host_api/mkl-rng-mcg31m1.rst  | 148 -----------
 .../domains/rng/host_api/mkl-rng-mcg59.rst    | 148 -----------
 .../domains/rng/host_api/mkl-rng-mrg32k3a.rst | 201 --------------
 .../domains/rng/host_api/mkl-rng-mt19937.rst  | 189 -------------
 .../domains/rng/host_api/mkl-rng-mt2203.rst   | 239 -----------------
 .../rng/host_api/mkl-rng-multinomial.rst      | 170 ------------
 .../rng/host_api/mkl-rng-negbinomial.rst      | 191 -------------
 .../rng/host_api/mkl-rng-niederreiter.rst     | 169 ------------
 .../rng/host_api/mkl-rng-nondeterministic.rst | 134 ----------
 .../rng/host_api/mkl-rng-philox4x32x10.rst    | 196 --------------
 .../domains/rng/host_api/mkl-rng-poisson.rst  | 173 ------------
 .../rng/host_api/mkl-rng-poisson_v.rst        | 159 -----------
 .../domains/rng/host_api/mkl-rng-r250.rst     | 169 ------------
 .../domains/rng/host_api/mkl-rng-rayleigh.rst | 193 --------------
 .../rng/host_api/mkl-rng-sfmt19937.rst        | 179 -------------
 .../rng/host_api/mkl-rng-skip_ahead.rst       | 121 ---------
 .../domains/rng/host_api/mkl-rng-sobol.rst    | 169 ------------
 .../host_api/mkl-rng-uniform-continuous.rst   | 193 --------------
 .../rng/host_api/mkl-rng-uniform-discrete.rst | 185 -------------
 .../rng/host_api/mkl-rng-uniform_bits.rst     |  60 -----
 .../domains/rng/host_api/mkl-rng-weibull.rst  | 208 ---------------
 .../rng/host_api/mkl-rng-wichmann_hill.rst    | 251 ------------------
 .../domains/rng/host_api/service-routines.rst |   4 +-
 source/elements/oneMath/source/index.rst      |   2 +-
 source/spelling_wordlist.txt                  |   2 +-
 59 files changed, 121 insertions(+), 7308 deletions(-)
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
 delete mode 100755 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
 delete mode 100755 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
 delete mode 100644 source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst

diff --git a/source/architecture.rst b/source/architecture.rst
index 85072beeaa..3433670825 100644
--- a/source/architecture.rst
+++ b/source/architecture.rst
@@ -117,7 +117,7 @@ Otherwise this is the standard GEMM C++ interface.
       buffer<double, 1> b{B, range<1>{N*P}};
       buffer<double, 1> c{C, range<1>{M*P}};
 
-      mkl::transpose nT = mkl::transpose::nontrans;
+      onemath::transpose nT = onemath::transpose::nontrans;
       // Syntax
       //   void gemm(queue &exec_queue, transpose transa, transpose transb,
       //             int64_t m, int64_t n, int64_t k, T alpha,
@@ -125,7 +125,7 @@ Otherwise this is the standard GEMM C++ interface.
       //             buffer<T,1> &b, int64_t ldb, T beta,
       //             buffer<T,1> &c, int64_t ldc);
       // call gemm
-      mkl::blas::gemm(q, nT, nT, M, P, N, 1.0, a, M, b, N, 0.0, c, M);
+      onemath::blas::gemm(q, nT, nT, M, P, N, 1.0, a, M, b, N, 0.0, c, M);
   }
   // when we exit the block, the buffer destructor will write result back to C.
 
diff --git a/source/conf/common_conf.py b/source/conf/common_conf.py
index 51f3938f38..a1e744db02 100644
--- a/source/conf/common_conf.py
+++ b/source/conf/common_conf.py
@@ -68,8 +68,8 @@
 .. |l0_full_name| replace:: oneAPI Level Zero
 .. |tbb_full_name| replace:: oneAPI Threading Building Blocks
 .. |tbb_version| replace:: $oneapi_version
-.. |mkl_full_name| replace:: oneAPI Math Kernel Library
-.. |mkl_version| replace:: $oneapi_version
+.. |onemath_full_name| replace:: oneAPI Math Kernel Library
+.. |onemath_version| replace:: $oneapi_version
 .. include:: <isonum.txt>
 .. |regsup| replace:: :supsub:`reg`
 .. |intel_r| replace:: Intel\ :supsub:`reg`
diff --git a/source/elements/oneMath/source/architecture/execution_model.inc.rst b/source/elements/oneMath/source/architecture/execution_model.inc.rst
index c08fddd8eb..750406655f 100644
--- a/source/elements/oneMath/source/architecture/execution_model.inc.rst
+++ b/source/elements/oneMath/source/architecture/execution_model.inc.rst
@@ -24,7 +24,7 @@ Non-Member Functions
 
 Each oneMath non-member computational routine takes a ``sycl::queue`` reference as its first parameter::
 
-    mkl::domain::routine(sycl::queue &q, ...);
+    onemath::domain::routine(sycl::queue &q, ...);
 
 All computation performed by the routine shall be done on the hardware device(s) associated with this queue, with possible aid from the host, unless otherwise specified.
 In the case of an ordered queue, all computation shall also be ordered with respect to other kernels as if enqueued on that queue.
@@ -77,7 +77,7 @@ When USM pointers are used as input to, or output from, a oneMath routine, it be
 
 To help the calling application, all oneMath routines with at least one USM pointer argument also take an optional reference to a list of *input events*, of type ``std::vector<sycl::event>``, and have a return value of type ``sycl::event`` representing computation completion::
 
-    sycl::event mkl::domain::routine(..., std::vector<sycl::event> &in_events = {});
+    sycl::event onemath::domain::routine(..., std::vector<sycl::event> &in_events = {});
 
 The routine shall ensure that all input events (if the list is present and non-empty) have occurred before any USM pointers are accessed. Likewise, the routine's output event shall not be complete until the routine has finished accessing all USM pointer arguments.
 
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
index a131bece78..62b5d27256 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
@@ -38,9 +38,9 @@ The buffer version of ``getrs_batch`` supports only the strided API.
 **Strided API**
 
  | The routine solves for the following systems of linear equations :math:`X_i`: 
- | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
  | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
@@ -50,7 +50,7 @@ The buffer version of ``getrs_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void getrs_batch(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void getrs_batch(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -62,9 +62,9 @@ queue
 
 trans
  | Form of the equations:
- | If ``trans = mkl::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`Xi`.
- | If ``trans = mkl::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`Xi`.
+ | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
@@ -150,9 +150,9 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 **Group API**
 
  | The routine solves the following systems of linear equations for :math:`X_i` (:math:`i \in \{1...batch\_size\}`):
- | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
  | Before calling this routine, call the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function to compute the LU factorizations of :math:`A_i`.
  | Total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array.
 
@@ -161,7 +161,7 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose *trans, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, std::int64_t **ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, onemath::transpose *trans, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, std::int64_t **ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -173,9 +173,9 @@ queue
 
 trans
  | Array of ``group_count`` parameters :math:`trans_g` indicating the form of the equations for the group :math:`g`:
- | If ``trans = mkl::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Array of ``group_count`` parameters :math:`n_g` specifying the order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n_g`) belonging to group :math:`g`.
@@ -253,9 +253,9 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine solves the following systems of linear equations for :math:`X_i`:
- | :math:`A_iX_i = B_i`, if ``trans=mkl::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=mkl::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=mkl::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
  | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
@@ -265,7 +265,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -277,9 +277,9 @@ queue
 
 trans
  | Form of the equations:
- | If ``trans = mkl::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
index f9467dd29b..422afc70ef 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::transpose *trans, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::transpose *trans, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -48,9 +48,9 @@ queue
 
 trans
  | Array of ``group_count`` parameters :math:`\text{trans}_g` indicating the form of the equations for the group :math:`g`:
- | If ``trans = mkl::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::conjtrans``, then :math:`A_iHX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::conjtrans``, then :math:`A_iHX_i = B_i` is solved for :math:`X_i`.
 
 n
   Array of ``group_count`` parameters :math:`n_g` specifying the order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n_g`) belonging to group :math:`g`.
@@ -103,7 +103,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
+      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -115,9 +115,9 @@ queue
 
 trans
  | Indicates the form of the equations:
- | ``If trans = mkl::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = mkl::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | ``If trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
index 1042862629..a8fc8e437b 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
@@ -38,8 +38,8 @@ The buffer version of ``potrf_batch`` supports only the strided API.
 **Strided API**
 
  | The routine forms the Cholesky factorizations of a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = mkl::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
 
 .. container:: section
@@ -49,7 +49,7 @@ The buffer version of ``potrf_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void potrf_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void potrf_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -61,8 +61,8 @@ queue
 
 uplo
    | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
-   | If ``uplo = mkl::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
-   | If ``uplo = mkl::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+   | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+   | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
@@ -130,8 +130,8 @@ The USM version of ``potrf_batch`` supports the group API and strided API.
 **Group API**
 
  | The routine forms the Cholesky factorizations of symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data (:math:`A_i = U_i^HU_i` for complex), if :math:`\text{uplo}_g` is ``mkl::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data (:math:`A_i = L_iL_i^H` for complex), if :math:`\text{uplo}_g` is ``mkl::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data (:math:`A_i = U_i^HU_i` for complex), if :math:`\text{uplo}_g` is ``onemath::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data (:math:`A_i = L_iL_i^H` for complex), if :math:`\text{uplo}_g` is ``onemath::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular, :math:`g` is an index of group of parameters corresponding to :math:`A_i`, and total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array
 
 .. container:: section
@@ -141,7 +141,7 @@ The USM version of ``potrf_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrf_batch(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrf_batch(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -153,8 +153,8 @@ queue
 
 uplo
   | Array of ``group_count`` :math:`\text{uplo}_g` parameters. Each :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
-  | If :math:`\text{uplo}_g` is ``mkl::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
-  | If :math:`\text{uplo}_g` is ``mkl::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+  | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+  | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
   Array of ``group_count`` :math:`n_g` parameters. Each :math:`n_g` specifies the order of the input matrices from array a belonging to group :math:`g`.
@@ -221,8 +221,8 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine forms the Cholesky factorizations of a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = mkl::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
 
 .. container:: section
@@ -232,7 +232,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrf_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrf_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -244,8 +244,8 @@ queue
 
 uplo
    | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
-   | If ``uplo = mkl::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
-   | If ``uplo = mkl::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+   | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+   | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
index 503985d18e..d95ae76057 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -49,8 +49,8 @@ queue
 uplo
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``mkl::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``mkl::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -99,7 +99,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size)
+      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -110,8 +110,8 @@ queue
   Device queue where calculations will be performed.
 uplo
  | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
- | If ``uplo = mkl::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
- | If ``uplo = mkl::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+ | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+ | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
index 589dcbd0c3..925e6dc17a 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
@@ -38,8 +38,8 @@ The buffer version of ``potrs_batch`` supports only the strided API.
 **Strided API**
 
  | The routine solves for :math:`X_i` the systems of linear equations :math:`A_iX_i = B_i` with a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, given the Cholesky factorization of :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = mkl::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
  | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_buffer` function.
@@ -51,7 +51,7 @@ The buffer version of ``potrs_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void potrs_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void potrs_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -63,8 +63,8 @@ queue
 
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = mkl::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = mkl::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   The order of matrices :math:`A_i` (:math:`0 \le n`).
@@ -150,7 +150,7 @@ The USM version of ``potrs_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -163,8 +163,8 @@ queue
 uplo  
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``mkl::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``mkl::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -243,8 +243,8 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine solves for :math:`X_i` the systems of linear equations :math:`A_iX_i = B_i` with a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, given the Cholesky factorization of :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = mkl::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = mkl::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
  | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_usm` function.
@@ -256,7 +256,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -268,8 +268,8 @@ queue
 
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = mkl::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = mkl::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   The order of matrices :math:`A_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
index 8b4b73418f..956ffde2b2 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -49,8 +49,8 @@ queue
 uplo
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``mkl::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``mkl::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -106,7 +106,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
+      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -117,8 +117,8 @@ queue
   Device queue where calculations will be performed.
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = mkl::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = mkl::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   Order of matrices :math:`A_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
index 17c540908b..c193011a50 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-bernoulli.rst
@@ -82,7 +82,7 @@ class bernoulli
                 * ``oneapi::math::rng::bernoulli_method::by_default``
                 * ``oneapi::math::rng::bernoulli_method::icdf``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
 
 .. container:: section
 
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
index 1365cd614d..909973bad7 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-poisson.rst
@@ -76,7 +76,7 @@ class poisson
                 * ``oneapi::math::rng::device::poisson_method::by_default``
                 * ``oneapi::math::rng::device::poisson_method::devroye``
 
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
 
 .. container:: section
 
diff --git a/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
deleted file mode 100644
index 11690f56e5..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-mkl-rng-method-values.rst
+++ /dev/null
@@ -1,99 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_distributions_template_parameter_mkl_rng_method_values:
-
-Distributions Template Parameter Method
-=======================================
-
-
-.. container:: section
-
-    .. list-table::
-        :header-rows: 1
-
-        * -  Method
-          -  Distributions
-          -  Math Description
-        * -  ``uniform_method::standard``\         \ ``uniform_method::accurate``\
-          -  \ ``uniform(s,d)``\       \ ``uniform(i)``\
-          -     Standard method. ``uniform_method::standard_accurate`` supported for ``uniform(s, d)`` only.
-        * -  ``gaussian_method::box_muller``
-          -  \ ``gaussian``\
-          -     Generates normally distributed random number x thru the pair of uniformly distributed numbers :math:`u_1` and :math:`u_2` according to the formula: :math:`x = \sqrt{-2lnu_1}\sin(2 \pi u_2)`
-        * -  ``gaussian_method::box_muller2``
-          -  \ ``gaussian``\       \ ``lognormal``\
-          -     Generates normally distributed random numbers :math:`x_1` and :math:`x_2` thru the pair of uniformly distributed numbers :math:`u_1` and :math:`u_2` according to the formulas: \ :math:`x_1 = \sqrt{-2lnu_1}\sin{2\pi u_2}`\       \ :math:`x_2 = \sqrt{-2lnu_1}\cos{2\pi u_2}`\
-        * -  ``gaussian_method::icdf``
-          -  \ ``gaussian``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``exponential_method::icdf``\         \ ``exponential_method::icdf_accurate``\
-          -  \ ``exponential``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``weibull_method::icdf``\         \ ``weibull_method::icdf_accurate``\
-          -  \ ``weibull``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``cauchy_method::icdf``\
-          -  \ ``cauchy``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``rayleigh_method::icdf``\         \ ``rayleigh_method::icdf_accurate``\
-          -  \ ``rayleigh``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``bernoulli_method::icdf``\
-          -  \ ``bernoulli``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``geometric_method::icdf``\
-          -  \ ``geometric``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``gumbel_method::icdf``\
-          -  \ ``gumbel``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``lognormal_method::icdf``\         \ ``lognormal_method::icdf_accurate``\
-          -  \ ``lognormal``\
-          -     Inverse cumulative distribution function (ICDF) method.
-        * -  \ ``lognormal_method::box_muller2``\         \ ``lognormal_method::box_muller2_accurate``\
-          -  \ ``lognormal``\
-          -     Generated normally distributed random numbers :math:`x_1` and :math:`x_2` by box_muller2 method are converted to lognormal distribution.
-        * -  \ ``gamma_method::marsaglia``\         \ ``gamma_method::marsaglia_accurate``\
-          -     \ ``gamma``\
-          -     For :math:`\alpha > 1`, a gamma distributed random number is generated as a cube of properly scaled normal random number; for :math:`0.6 \leq \alpha < 1`, a gamma distributed random number is generated using rejection from Weibull distribution; for :math:`\alpha < 0.6`, a gamma distributed random number is obtained using transformation of exponential power distribution; for :math:`\alpha = 1`, gamma distribution is reduced to exponential distribution.
-        * -  \ ``beta_method::cja``\         \ ``beta_method::cja_accurate``\
-          -     \ ``beta``\
-          -     Cheng-Jonhnk-Atkinson method. For :math:`min(p, q) > 1`, Cheng method is used; for :math:`min(p, q) < 1`, Johnk method is used, if :math:`q + K*p2 + C \leq 0 (K = 0.852..., C=-0.956...)` otherwise, Atkinson switching algorithm is used; for :math:`max(p, q) < 1`, method of Johnk is used; for :math:`min(p, q) < 1, max(p, q)> 1`, Atkinson switching algorithm is used (CJA stands for Cheng, Johnk, Atkinson); for :math:`p = 1` or :math:`q = 1`, inverse cumulative distribution function method is used; for :math:`p = 1` and :math:`q = 1`, beta distribution is reduced to uniform distribution.
-        * -  ``chi_square_method::gamma_based``
-          -     \ ``chi_square``\
-          -     (most common):       If :math:`\nu \ge 17` or :math:`\nu` is odd and :math:`5 \leq \nu \leq 15`, a chi-square distribution is reduced to a Gamma distribution with these parameters: Shape :math:`\alpha = \nu / 2`\ Offset :math:`a = 0`\       \Scale factor :math:`\beta = 2`\       The random numbers of the Gamma distribution are generated.
-        * -  ``binomial_method::btpe``
-          -     \ ``binomial``\
-          -     Acceptance/rejection method for :math:`ntrial * min(p, 1 - p) \ge 30` with decomposition into four regions: two parallelograms, triangle, left exponential tail, right exponential tail.
-        * -  ``poisson_method::ptpe``
-          -     \ ``poisson``\
-          -     Acceptance/rejection method for :math:`\lambda \ge 27` with decomposition into four regions: two parallelograms, triangle, left exponential tail, right exponential tail.
-        * -  ``poisson_method::gaussian_icdf_based``
-          -           \ ``poisson``\
-          -     for :math:`\lambda \ge 1`, method based on Poisson inverse CDF approximation by Gaussian inverse CDF; for :math:`\lambda < 1`, table lookup method is used.
-        * -  ``poisson_v_method::gaussian_icdf_based``
-          -           \ ``poisson_v``\
-          -     for :math:`\lambda \ge 1`, method based on Poisson inverse CDF approximation by Gaussian inverse CDF; for :math:`\lambda < 1`, table lookup method is used.
-        * -  ``hypergeometric_method::h2pe``
-          -     \ ``hypergeometric``\
-          -     Acceptance/rejection method for large mode of distribution with decomposition into three regions: rectangular, left exponential tail, right exponential tail.
-        * -  ``negative_binomial_method::nbar``
-          -     \ ``negative_binomial``\
-          -     Acceptance/rejection method for: :math:`\frac{(a - 1)(1 - p)}{p} \ge 100` with decomposition      into five regions: rectangular, 2 trapezoid, left exponential tail, right exponential tail.
-        * -  ``multinomial_method::poisson_icdf_based``
-          -     \ ``multinomial``\
-          -     Multinomial distribution with parameters :math:`m, k`, and a probability vector :math:`p`. Random numbers of the multinomial distribution are generated by Poisson Approximation method.
-        * -  ``gaussian_mv_method::box_muller``
-          -     \ ``gaussian_mv``\
-          -     BoxMuller method for gaussian_mv method.
-        * -  ``gaussian_mv_method::box_muller2``
-          -     \ ``gaussian_mv``\
-          -     BoxMuller2 method for gaussian_mv method.
-        * -  ``gaussian_mv_method::icdf``
-          -     \ ``gaussian_mv``\
-          -     Inverse cumulative distribution function (ICDF) method.
-
-**Parent
-topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/distributions.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
index 5594351fd6..fb9d285709 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/distributions.rst
@@ -149,28 +149,28 @@ Host Distributions
 .. toctree::
     :hidden:
 
-    distributions-template-parameter-mkl-rng-method-values
-    mkl-rng-uniform-continuous
-    mkl-rng-gaussian
-    mkl-rng-exponential
-    mkl-rng-laplace
-    mkl-rng-weibull
-    mkl-rng-cauchy
-    mkl-rng-rayleigh
-    mkl-rng-lognormal
-    mkl-rng-gumbel
-    mkl-rng-gamma
-    mkl-rng-beta
-    mkl-rng-chi_square
-    mkl-rng-gaussian_mv
-    mkl-rng-uniform-discrete
-    mkl-rng-uniform_bits
-    mkl-rng-bits
-    mkl-rng-bernoulli
-    mkl-rng-geometric
-    mkl-rng-binomial
-    mkl-rng-hypergeometric
-    mkl-rng-poisson
-    mkl-rng-poisson_v
-    mkl-rng-negbinomial
-    mkl-rng-multinomial
+    distributions-template-parameter-onemath-rng-method-values
+    onemath-rng-uniform-continuous
+    onemath-rng-gaussian
+    onemath-rng-exponential
+    onemath-rng-laplace
+    onemath-rng-weibull
+    onemath-rng-cauchy
+    onemath-rng-rayleigh
+    onemath-rng-lognormal
+    onemath-rng-gumbel
+    onemath-rng-gamma
+    onemath-rng-beta
+    onemath-rng-chi_square
+    onemath-rng-gaussian_mv
+    onemath-rng-uniform-discrete
+    onemath-rng-uniform_bits
+    onemath-rng-bits
+    onemath-rng-bernoulli
+    onemath-rng-geometric
+    onemath-rng-binomial
+    onemath-rng-hypergeometric
+    onemath-rng-poisson
+    onemath-rng-poisson_v
+    onemath-rng-negbinomial
+    onemath-rng-multinomial
diff --git a/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst b/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
index 28ac8bbbd4..f997f52503 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/engines-basic-random-number-generators.rst
@@ -128,17 +128,17 @@ Host Engines (Basic Random Number Generators)
 .. toctree::
     :hidden:
 
-    mkl-rng-default_engine
-    mkl-rng-mrg32k3a
-    mkl-rng-philox4x32x10
-    mkl-rng-mcg31m1
-    mkl-rng-mcg59
-    mkl-rng-r250
-    mkl-rng-wichmann_hill
-    mkl-rng-mt19937
-    mkl-rng-sfmt19937
-    mkl-rng-mt2203
-    mkl-rng-ars5
-    mkl-rng-sobol
-    mkl-rng-niederreiter
-    mkl-rng-nondeterministic
+    onemath-rng-default_engine
+    onemath-rng-mrg32k3a
+    onemath-rng-philox4x32x10
+    onemath-rng-mcg31m1
+    onemath-rng-mcg59
+    onemath-rng-r250
+    onemath-rng-wichmann_hill
+    onemath-rng-mt19937
+    onemath-rng-sfmt19937
+    onemath-rng-mt2203
+    onemath-rng-ars5
+    onemath-rng-sobol
+    onemath-rng-niederreiter
+    onemath-rng-nondeterministic
diff --git a/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst b/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
index d4a7b7c790..93563eede1 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/generate-routine.rst
@@ -19,4 +19,4 @@ Host Generate Routine
 .. toctree::
     :hidden:
 
-    mkl-rng-generate
+    onemath-rng-generate
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
deleted file mode 100644
index d124114feb..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-ars5.rst
+++ /dev/null
@@ -1,200 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_ars5:
-
-ars5
-====
-
-The ars5 counter-based pseudorandom number generator.
-
-.. _onemath_rng_ars5_description:
-
-.. rubric:: Description
-
-The ars5 engine is a keyed family of counter-based BRNG. The state consists of a 128-bit integer counter :math:`c` and a 128-bit key :math:`k`. The BRNG is based on the AES encryption algorithm [:ref:`FIPS-197 <onemath_rng_bibliography>`].
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    The generator has a 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
-
-    1. The i-th number is defined by the following formula :math:`r_i=(f(i/ 4) >> ((i \ mod \ 4) * 32)) \ mod \ 2 ^ {32}`
-    2. Function :math:`f(c)` takes a 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
-        2.1. :math:`c_0 = c \oplus k` and :math:`k_0 = k`.
-
-        2.2. The following recurrence is calculated N = 5 times:
-
-        :math:`c_{i+1} = SubBytes(c)`
-
-        :math:`c_{i+1} = ShiftRows(c_{i+1})`
-
-        :math:`c_{i+1} = MixColumns(c_{i+1})`, this step is omitted if :math:`i+1 = N`
-
-        :math:`c_{i+1} = AddRoundKey(c_{i+1}, k_j)`
-
-        :math:`Lo(k_{i+1}) = Lo(k) + 0x9E3779B97F4A7C15`
-
-        :math:`Hi(k_{i+1}) = Hi(k) + 0xBB67AE8584CAA73B`
-
-        Specification for :math:`SubBytes, ShiftRows, MixColumns, AddRoundKey` functions can be found in [:ref:`FIPS-197 <onemath_rng_bibliography>`].
-
-        2.3. Put :math:`f(c) = c_N`, where :math:`N = 10`
-
-    3. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
-
-.. _onemath_rng_ars5_description_syntax:
-
-class ars5
-----------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class ars5 {
-    public:
-            static constexpr std::uint64_t default_seed = 0;
-
-            ars5(sycl::queue queue, std::uint64_t seed = default_seed);
-
-            ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed);
-
-            ars5(const ars5& other);
-
-            ars5(ars5&& other);
-
-            ars5& operator=(const ars5& other);
-
-            ars5& operator=(ars5&& other);
-
-            ~ars5();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `ars5(sycl::queue queue, std::uint64_t seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `ars5(const ars5& other)`_
-          - Copy constructor
-        * - `ars5(ars5&& other)`_
-          - Move constructor
-        * - `ars5& operator=(const ars5& other)`_
-          - Copy assignment operator
-        * - `ars5& operator=(ars5&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`ars5(sycl::queue queue, std::uint64_t seed)`:
-
-    .. code-block:: cpp
-
-      ars5::ars5(sycl::queue queue, std::uint64_t seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is 128-bit key, :math:`c` is 128-bit counter.
-
-    .. _`ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`:
-
-    .. code-block:: cpp
-
-      ars5::ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume
-            if :math:`n = 0: k = 0, c = 0`
-
-            if :math:`n = 1: k = seed[0], c = 0`
-
-            if :math:`n = 2: k = seed[0] + seed[1] \cdot 2^{64}, c = 0`
-
-            if :math:`n = 3: k = seed[0] + seed[1] \cdot 2^{64}, c = seed[2]`
-
-            if :math:`n = 4: k = seed[0] + seed[1] \cdot 2^{64}, c = seed[2] + seed[3] \cdot 2^{64}`
-
-            for :math:`n > 4` following arguments are ignored
-
-    .. _`ars5(const ars5& other)`:
-
-    .. code-block:: cpp
-
-      ars5::ars5(const ars5& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``ars5`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`ars5(ars5&& other)`:
-
-    .. code-block:: cpp
-
-      ars5::ars5(ars5&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``ars5`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-
-    .. _`ars5& operator=(const ars5& other)`:
-
-    .. code-block:: cpp
-
-        ars5::ars5& operator=(const ars5& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``ars5`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`ars5& operator=(ars5&& other)`:
-
-    .. code-block:: cpp
-
-        ars5::ars5& operator=(ars5&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``ars5`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
deleted file mode 100644
index 9e2b69e126..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bernoulli.rst
+++ /dev/null
@@ -1,177 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_bernoulli:
-
-bernoulli
-=========
-
-Class is used for generation of Bernoulli distributed integer types random numbers.
-
-.. _onemath_rng_bernoulli_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X = 1) = p
-
-.. math::
-
-    P(X = 0) = 1 - p
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - p, 0 \leq x < 1, x \in R \\ 1, x \ge 1 \end{array}\right.
-
-.. _onemath_rng_bernoulli_syntax:
-
-class bernoulli
----------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = bernoulli_method::by_default>
-    class bernoulli {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        bernoulli();
-        explicit bernoulli(float p);
-        float p() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-                * ``std::uint32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::bernoulli_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::bernoulli_method::by_default``
-                * ``oneapi::math::rng::bernoulli_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `bernoulli()`_
-          - Default constructor
-        * - `explicit bernoulli(float p)`_
-          - Constructor with parameters
-        * - `float p() const`_
-          - Method to obtain probability `p`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            bernoulli::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            bernoulli::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`bernoulli()`:
-
-        .. code-block:: cpp
-
-            bernoulli::bernoulli()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `p` = 0.5f.
-
-    .. container:: section
-
-        .. _`explicit bernoulli(float p)`:
-
-        .. code-block:: cpp
-
-            explicit bernoulli::bernoulli(float p)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `p` is a probability.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when `p > 1.0f`, or `p < 0.0f`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`float p() const`:
-
-        .. code-block:: cpp
-
-            float p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `p` - probability.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
deleted file mode 100644
index d751617008..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-beta.rst
+++ /dev/null
@@ -1,231 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_beta:
-
-beta
-====
-
-Class is used for generation of beta distributed real types random numbers.
-
-.. _onemath_rng_beta_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
-function to provide random numbers beta distributed with shape parameters :math:`p` and :math:`q`,
-displacement :math:`\alpha` and scale parameter :math:`(b, \beta)`, where :math:`p`, :math:`q`.
-:math:`\alpha`, :math:`\beta` :math:`\in R; p > 0; q > 0; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{p, q, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{B(p, q) * \beta^{p + q - 1}}(x - a)^{p - 1}*(\beta + \alpha - x)^{q - 1}, \alpha \leq x < \alpha + \beta \\ 0, x < \alpha, x \ge \alpha + \beta \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < \alpha \\ \int^x_{\alpha}\frac{1}{B(p, q) * \beta^{p + q - 1}}(y - \alpha)^{p - 1}*(\beta + \alpha - y)^{q - 1}dy, \alpha \leq x < \alpha + \beta, x \in R \\ 1, x \ge \alpha + \beta \end{array}\right.
-
-
-Where :math:`B(p, 1)` is the complete beta function.
-
-.. _onemath_rng_beta_syntax:
-
-class beta
-----------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = beta_method::by_default>
-    class beta {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        beta();
-        explicit beta(RealType p, RealType q, RealType a, RealType b);
-        RealType p() const;
-        RealType q() const;
-        RealType a() const;
-        RealType b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::beta_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::beta_method::by_default``
-                * ``oneapi::math::rng::beta_method::cja``
-                * ``oneapi::math::rng::beta_method::cja_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `beta()`_
-          - Default constructor
-        * - `explicit beta(RealType p, RealType q, RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType p() const`_
-          - Method to obtain shape ``p``
-        * - `RealType q() const`_
-          - Method to obtain shape ``q``
-        * - `RealType a() const`_
-          - Method to obtain displacement :math:`\alpha`
-        * - `RealType b() const`_
-          - Method to obtain scalefactor :math:`\beta`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            beta::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            beta::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`beta()`:
-
-        .. code-block:: cpp
-
-            beta::beta()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as ``p`` = 1.0, ``q`` = 0.0, :math:`\alpha` = 1.0, :math:`\beta` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit beta(RealType p, RealType q, RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit beta::beta(RealType p, RealType q, RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. ``p`` and ``q`` are shapes, :math:`\alpha` is a displacement, :math:`\beta` is a scalefactor.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`p \leq 0.0f`, or :math:`q \leq 0.0f`, or :math:`\beta \leq 0.0f`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType p() const`:
-
-        .. code-block:: cpp
-
-            RealType beta::p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter ``p`` - shape.
-
-    .. container:: section
-
-        .. _`RealType q() const`:
-
-        .. code-block:: cpp
-
-            RealType beta::q() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter ``q`` - shape.
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType beta::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter :math:`\alpha` - displacement.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType beta::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter :math:`\beta` - scalefactor.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
deleted file mode 100644
index af8e186f43..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-binomial.rst
+++ /dev/null
@@ -1,192 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_binomial:
-
-binomial
-========
-
-Class is used for generation of binomially distributed integer types random numbers.
-
-.. _onemath_rng_binomial_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
-
-A binomially distributed variate represents the number of successes in :math:`m` independent Bernoulli trials with probability of a single trial success :math:`p`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X = k) = C^k_{m}p^k(1 - p)^{m - k}, k \in \{0, 1, ... , m\}
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{m, p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ \sum^{\lfloor x \rfloor}_{k = 0} C^k_{m}p^k(1 - p)^{m - k}, 0 \leq x < m, x \in R \\ 1, x \ge m \end{array}\right.
-
-
-.. _onemath_rng_binomial_syntax:
-
-class binomial
---------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = binomial_method::by_default>
-    class binomial {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        binomial();
-        explicit binomial(std::int32_t ntrial, double p);
-        std::int32_t ntrial() const;
-        double p() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::binomial_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::binomial_method::by_default``
-                * ``oneapi::math::rng::binomial_method::btpe``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `binomial()`_
-          - Default constructor
-        * - `explicit binomial(std::int32_t ntrial, double p)`_
-          - Constructor with parameters
-        * - `std::int32_t ntrial() const`_
-          - Method to obtain number of independent trials `m`
-        * - `double p() const`_
-          - Method to obtain success probability of a single trial `p`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            binomial::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            binomial::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`binomial()`:
-
-        .. code-block:: cpp
-
-            binomial::binomial()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `m` = 5, `p` = 0.5.
-
-    .. container:: section
-
-        .. _`explicit binomial(std::int32_t ntrial, double p)`:
-
-        .. code-block:: cpp
-
-            explicit binomial::binomial(std::int32_t ntrial, double p)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `ntrial` is the number of independent trials, `p` is the success probability of a single trial.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`p > 1.0`, or :math:`p < 0.0`, or :math:`ntrial < 1`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t ntrial() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t binomial::ntrial() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `m` - number of independent trials.
-
-    .. container:: section
-
-        .. _`double p() const`:
-
-        .. code-block:: cpp
-
-            double binomial::p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `p` - success probability of a single trial.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
deleted file mode 100644
index f6cdf37dee..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-bits.rst
+++ /dev/null
@@ -1,59 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_bits:
-
-bits
-====
-
-Class is used for generation of underlying engine integer recurrence.
-
-.. _onemath_rng_bits_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
-
-class bits
-----------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename UIntType = std::uint32_t>
-    class bits {
-    public:
-        using result_type = UIntType;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename UIntType
-            Type of the produced values. Supported types:
-                * ``std::uint32_t``
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            bits::result_type = UIntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
deleted file mode 100644
index bdb6c66745..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-cauchy.rst
+++ /dev/null
@@ -1,190 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_cauchy:
-
-cauchy
-======
-
-Class is used for generation of Cauchy distributed real types random numbers.
-
-.. _onemath_rng_cauchy_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \beta}(x) = \frac{1}{\pi\beta(1 + (\frac{x - a}{\beta})^2)}, x \in R.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \beta}(x) = \frac{1}{2} + \frac{1}{\pi} \arctan{(\frac{x - a}{\beta})}, x \in R.
-
-.. _onemath_rng_cauchy_syntax:
-
-class cauchy
-------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = cauchy_method::by_default>
-    class cauchy {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        cauchy();
-        explicit cauchy(RealType a, RealType b);
-        RealType a() const;
-        RealType b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::cauchy_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::cauchy_method::by_default``
-                * ``oneapi::math::rng::cauchy_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `cauchy()`_
-          - Default constructor
-        * - `explicit cauchy(RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType b() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            cauchy::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            cauchy::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`cauchy()`:
-
-        .. code-block:: cpp
-
-            cauchy::cauchy()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, and `b` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit cauchy(RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit cauchy::cauchy(RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a displacement value, `b` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType cauchy::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType cauchy::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
deleted file mode 100644
index 5d72e596f9..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-chi_square.rst
+++ /dev/null
@@ -1,174 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_chi_square:
-
-chi_square
-==========
-
-Class is used for generation of chi-square distributed real types random numbers.
-
-.. _onemath_rng_chi_square_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{n}(x) = \left\{ \begin{array}{rcl} \frac{x^{\frac{n - 2}{2}}e^{-\frac{x}{2}}}{2^{n/2}\Gamma(n/2)}, x \ge 0 \\ 0, x < 0 \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{n}(x) = \left\{ \begin{array}{rcl} \int^{x}_{0}\frac{y^{\frac{n - 2}{2}}e^{-\frac{x}{2}}}{2^{n/2}\Gamma(n/2)}dy, x \ge 0 \\ 0, x < 0 \end{array}\right.
-
-
-.. _onemath_rng_chi_square_syntax:
-
-class chi_square
-----------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = chi_square_method::by_default>
-    class chi_square {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        chi_square();
-        explicit chi_square(std::int32_t n);
-        std::int32_t n() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::chi_square_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::chi_square_method::by_default``
-                * ``oneapi::math::rng::chi_square_method::gamma_based``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `chi_square()`_
-          - Default constructor
-        * - `explicit chi_square(std::int32_t n)`_
-          - Constructor with parameters
-        * - `std::int32_t n() const`_
-          - Method to obtain number of degrees of freedom `n`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            chi_square::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            chi_square::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`chi_square()`:
-
-        .. code-block:: cpp
-
-            chi_square::chi_square()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `n` = 5.
-
-    .. container:: section
-
-        .. _`explicit chi_square(std::int32_t n)`:
-
-        .. code-block:: cpp
-
-            explicit chi_square::chi_square(std::int32_t n)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `n` is the number of degrees of freedom.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`n < 1`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t n() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t chi_square::n() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `n` - number of degrees of freedom.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
deleted file mode 100755
index 9d11919a29..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-default_engine.rst
+++ /dev/null
@@ -1,30 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_default_engine:
-
-default_engine
-==============
-
-Default random engine.
-
-.. _onemath_rng_default_engine_description:
-
-.. rubric:: Description
-
-The choice of engine type named by default_engine is implementation-defined. The implementation may select this type on the basis of performance, size, quality, or any combination of such factors.
-
-.. _onemath_rng_default_engine_description_syntax:
-
-type alias default_engine
--------------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    using default_engine = implementation-defined;
-
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
deleted file mode 100644
index 646998054a..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-exponential.rst
+++ /dev/null
@@ -1,191 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_exponential:
-
-exponential
-===========
-
-Class is used for generation of exponentially distributed real types random numbers.
-
-.. _onemath_rng_exponential_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\beta}exp(-\frac{x - a}{\beta}), x \ge a \\ 0, x < a \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{x - a}{\beta}), x \ge a \\ 0, x < a \end{array}\right.
-
-.. _onemath_rng_exponential_syntax:
-
-class exponential
------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = exponential_method::by_default>
-    class exponential {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        exponential();
-        explicit exponential(RealType a, RealType beta);
-        RealType a() const;
-        RealType beta() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::exponential_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::exponential_method::by_default``
-                * ``oneapi::math::rng::exponential_method::icdf``
-                * ``oneapi::math::rng::exponential_method::icdf_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `exponential()`_
-          - Default constructor
-        * - `explicit exponential(RealType a, RealType beta)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType beta() const`_
-          - Method to obtain scalefactor
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            exponential::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            exponential::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`exponential()`:
-
-        .. code-block:: cpp
-
-            exponential::exponential()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, `beta` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit exponential(RealType a, RealType beta)`:
-
-        .. code-block:: cpp
-
-            explicit exponential::exponential(RealType a, RealType beta)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a displacement, `beta` is a scalefactor.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`beta \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType exponential::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement.
-
-    .. container:: section
-
-        .. _`RealType beta() const`:
-
-        .. code-block:: cpp
-
-            RealType exponential::beta() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `beta` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
deleted file mode 100644
index 8933e4937b..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gamma.rst
+++ /dev/null
@@ -1,211 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_gamma:
-
-gamma
-=====
-
-Class is used for generation of gamma distributed real types random numbers.
-
-.. _onemath_rng_gamma_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
-function to provide random numbers gamma distributed with shape :math:`\alpha`,
-displacement :math:`a`, and scale parameter :math:`\beta`, where
-:math:`a, \alpha, \beta \in R; \alpha > 0; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\Gamma(\alpha)\beta^{\alpha}}(x - a)^{\alpha - 1}e^{-(x - a) / \beta}, x \ge a \\ 0, x < a \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \int^x_a\frac{1}{\Gamma(\alpha)\beta^{\alpha}}(y - a)^{\alpha - 1}e^{-(y - a) / \beta}dy, x \ge a \\ 0, x < a \end{array}\right.
-
-.. _onemath_rng_gamma_syntax:
-
-class gamma
------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = gamma_method::by_default>
-    class gamma {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        gamma();
-        explicit gamma(RealType alpha, RealType a, RealType beta);
-        RealType alpha() const;
-        RealType a() const;
-        RealType beta() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::gamma_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::gamma_method::by_default``
-                * ``oneapi::math::rng::gamma_method::marsaglia``
-                * ``oneapi::math::rng::gamma_method::marsaglia_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `gamma()`_
-          - Default constructor
-        * - `explicit gamma(RealType alpha, RealType a, RealType beta)`_
-          - Constructor with parameters
-        * - `RealType alpha() const`_
-          - Method to obtain shape value
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType beta() const`_
-          - Method to obtain scale value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gamma::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gamma::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`gamma()`:
-
-        .. code-block:: cpp
-
-            gamma::gamma()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `alpha` = 1.0, `a` = 0.0, and `beta` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit gamma(RealType alpha, RealType a, RealType beta)`:
-
-        .. code-block:: cpp
-
-            explicit gamma::gamma(RealType alpha, RealType a, RealType beta)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `alpha` is a shape value, `a` is a displacement value, `beta` is a scale parameter.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType alpha() const`:
-
-        .. code-block:: cpp
-
-            RealType gamma::alpha() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `alpha` - shape value.
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType gamma::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType beta() const`:
-
-        .. code-block:: cpp
-
-            RealType gamma::beta() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `beta` - scale parameter.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
deleted file mode 100644
index 5fbb56576f..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian.rst
+++ /dev/null
@@ -1,193 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_gaussian:
-
-gaussian
-========
-
-Class is used for generation of normally distributed real types random numbers.
-
-.. _onemath_rng_gaussian_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \sigma}(x) = \frac{1}{\sigma\sqrt{2\pi}}exp(-\frac{(x - a)^2}{2*\sigma^2}), x \in R.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \sigma}(x) = \int^x_{-\infty}\frac{1}{\sigma\sqrt{2\pi}}exp(-\frac{(y - a)^2}{2*\sigma^2})dy, x \in R.
-
-
-.. _onemath_rng_gaussian_syntax:
-
-class gaussian
---------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = gaussian_method::by_default>
-    class gaussian {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        gaussian();
-        explicit gaussian(RealType mean, RealType stddev);
-        RealType mean() const;
-        RealType stddev() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::gaussian_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::gaussian_method::by_default``
-                * ``oneapi::math::rng::gaussian_method::box_muller``
-                * ``oneapi::math::rng::gaussian_method::box_muller2``
-                * ``oneapi::math::rng::gaussian_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `gaussian()`_
-          - Default constructor
-        * - `explicit gaussian(RealType mean, RealType stddev)`_
-          - Constructor with parameters
-        * - `RealType mean() const`_
-          - Method to obtain mean value
-        * - `RealType stddev() const`_
-          - Method to obtain standard deviation value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gaussian::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gaussian::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`gaussian()`:
-
-        .. code-block:: cpp
-
-            gaussian::gaussian()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `mean` = 0.0, `stddev` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit gaussian(RealType mean, RealType stddev)`:
-
-        .. code-block:: cpp
-
-            explicit gaussian::gaussian(RealType mean, RealType stddev)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `mean` is a mean value, `stddev` is a standard deviation value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when `stddev` :math:`\leq` `static_cast<RealType>(0.0)`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType mean() const`:
-
-        .. code-block:: cpp
-
-            RealType gaussian::mean() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `mean` - mean value.
-
-    .. container:: section
-
-        .. _`RealType stddev() const`:
-
-        .. code-block:: cpp
-
-            RealType gaussian::stddev() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `stddev` - standard deviation value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
deleted file mode 100755
index 8d66eb1a9e..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gaussian_mv.rst
+++ /dev/null
@@ -1,199 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_gaussian_mv:
-
-gaussian_mv
-===========
-
-Class is used for generation of multivariate normally distributed real types random numbers.
-
-.. _onemath_rng_gaussian_mv_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
-
-The probability density function is given by:
-
-.. math::
-
-    f_{a, C}(x) = \frac{1}{\sqrt{det(2\pi C)}}exp(-1 / 2(x - a)^T C^{-1}(x-a)).
-
-.. _onemath_rng_gaussian_mv_syntax:
-
-class gaussian_mv
------------------
-
-Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
-It's implementation defined which type ``SequenceContainerOrView`` represents.
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = std::int32_t, layout Layout = layout::packed, typename Method = gaussian_mv_method::by_default>
-    class gaussian_mv {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix);
-        std::int32_t dimen() const;
-        SequenceContainerOrView<RealType> mean() const;
-        SequenceContainerOrView<RealType> matrix() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        oneapi::math::rng::layout Layout
-            Matrix layout:
-                * ``oneapi::math::rng::layout::full``
-                * ``oneapi::math::rng::layout::packed``
-                * ``oneapi::math::rng::layout::diagonal``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::gaussian_mv_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::gaussian_mv_method::by_default``
-                * ``oneapi::math::rng::gaussian_mv_method::box_muller``
-                * ``oneapi::math::rng::gaussian_mv_method::box_muller2``
-                * ``oneapi::math::rng::gaussian_mv_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)`_
-          - Constructor with parameters
-        * - `std::int32_t dimen() const`_
-          - Method to obtain number of dimensions in output random vectors
-        * - `SequenceContainerOrView<double> mean() const`_
-          - Method to obtain mean vector `a` of dimension d.
-        * - `SequenceContainerOrView<double> matrix() const`_
-          - Method to obtain variance-covariance matrix `C`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gaussian_mv::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gaussian_mv::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)`:
-
-        .. code-block:: cpp
-
-            explicit gaussian_mv::gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. ``dimen`` is the number of dimensions, ``mean`` is a mean vector, ``matrix`` is a variance-covariance matrix.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`mean.size() \leq 0`, or :math:`matrix.size() \leq 0`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t dimen() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t gaussian_mv::dimen() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `dimen`.
-
-    .. container:: section
-
-        .. _`SequenceContainerOrView<double> mean() const`:
-
-        .. code-block:: cpp
-
-            SequenceContainerOrView<double> gaussian_mv::mean() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the mean vector.
-
-    .. container:: section
-
-        .. _`SequenceContainerOrView<double> matrix() const`:
-
-        .. code-block:: cpp
-
-            SequenceContainerOrView<double> gaussian_mv::matrix() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the variance-covariance matrix.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
deleted file mode 100644
index 724275fd8b..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-generate.rst
+++ /dev/null
@@ -1,130 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_generate:
-
-generate
-========
-
-Entry point to obtain random numbers from a given engine with proper statistics of a given distribution.
-
-.. _onemath_rng_generate_description:
-
-.. rubric:: Description and Assumptions
-
-oneapi::math::rng::generate function produces random numbers sequence from the given engine object and applied transformation from a given distribution object.
-
-.. _onemath_rng_generate_buffer:
-
-generate (Buffer version)
--------------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename DistrType, typename EngineType>
-    void generate (const DistrType& distr, EngineType& engine, std::int64_t n, sycl::buffer<typename DistrType::result_type, 1>& r);
-    }
-
-.. container:: section
-
-    .. rubric:: Template Parameters
-
-    DistrType
-        Type of distribution which is used for random number generation.
-
-    EngineType
-        Type of engine which is used for random number generation.
-
-.. container:: section
-
-    .. rubric:: Input Parameters
-
-    distr
-        Distribution object. See :ref:`onemath_rng_distributions` for details.
-
-    engine
-        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
-
-    n
-        Number of random values to be generated.
-
-.. container:: section
-
-    .. rubric:: Output Parameters
-
-    r
-        sycl::buffer of generated values.
-
-.. container:: section
-
-    .. rubric:: Throws
-
-    oneapi::math::invalid_argument
-        Exception is thrown when n > r.get_count(), or n < 0
-
-.. _onemath_rng_generate_usm:
-
-generate (USM version)
-----------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename DistrType, typename EngineType>
-    sycl::event generate (const DistrType& distr, EngineType& engine, std::int64_t n, typename DistrType::result_type* r, const std::vector<sycl::event> & dependencies);
-    }
-
-.. container:: section
-
-    .. rubric:: Template Parameters
-
-    DistrType
-        Type of distribution which is used for random number generation.
-
-    EngineType
-        Type of engine which is used for random number generation.
-
-.. container:: section
-
-    .. rubric:: Input Parameters
-
-    distr
-        Distribution object. See :ref:`onemath_rng_distributions` for details.
-
-    engine
-        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
-
-    n
-        Number of random values to be generated.
-
-    dependencies
-        Optional parameter. List of events to wait for before starting computation, if any.
-
-.. container:: section
-
-    .. rubric:: Output Parameters
-
-    r
-        pointer to generated values.
-
-.. container:: section
-
-    .. rubric:: Throws
-
-    oneapi::math::invalid_argument
-        Exception is thrown when r == nullptr, or n < 0
-
-.. container:: section
-
-    .. rubric:: Return Value
-
-    Output event to wait on to ensure computation is complete.
-
-
-**Parent topic:** :ref:`onemath_rng_generate_routine`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
deleted file mode 100644
index a01a94d6d8..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-geometric.rst
+++ /dev/null
@@ -1,173 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_geometric:
-
-geometric
-=========
-
-Class is used for generation of geometrically distributed integer types random numbers.
-
-.. _onemath_rng_geometric_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
-
-The probability distribution is given by:
-
-.. math::
-
-     P(X = k) = p * (1 - p)^k, k = \{0, 1, 2, ... \}.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-     F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - (1 - p)^{\lfloor x + 1 \rfloor}, x \ge 0 \end{array}\right.
-
-.. _onemath_rng_geometric_syntax:
-
-class geometric
----------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = geometric_method::by_default>
-    class geometric {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        geometric();
-        explicit geometric(float p);
-        float p() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-                * ``std::uint32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::geometric_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::geometric_method::by_default``
-                * ``oneapi::math::rng::geometric_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `geometric()`_
-          - Default constructor
-        * - `explicit geometric(float p)`_
-          - Constructor with parameters
-        * - `float p() const`_
-          - Method to obtain probability value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            geometric::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            geometric::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`geometric()`:
-
-        .. code-block:: cpp
-
-            geometric::geometric()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `p` = 0.5.
-
-    .. container:: section
-
-        .. _`explicit geometric(float p)`:
-
-        .. code-block:: cpp
-
-            explicit geometric::geometric(float p)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `p` is a probability value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`p \ge 1.0f`, or :math:`p \leq 0.0f`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`float p() const`:
-
-        .. code-block:: cpp
-
-            float geometric::p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `p` - probability value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
deleted file mode 100644
index ae02b8debd..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-gumbel.rst
+++ /dev/null
@@ -1,190 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_gumbel:
-
-gumbel
-======
-
-Class is used for generation of Gumbel distributed real types random numbers.
-
-.. _onemath_rng_gumbel_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-     f_{a, \beta}(x) = \frac{1}{\beta}exp(-\frac{x - a}{\beta})exp(-exp(\frac{x - a}{\beta})), x \in R.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-     F_{a, \beta}(x) = 1 - exp(-exp(\frac{x - a}{\beta})), x \in R.
-
-.. _onemath_rng_gumbel_syntax:
-
-class gumbel
-------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = gumbel_method::by_default>
-    class gumbel {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        gumbel();
-        explicit gumbel(RealType a, RealType b);
-        RealType a() const;
-        RealType b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::gumbel_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::gumbel_method::by_default``
-                * ``oneapi::math::rng::gumbel_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `gumbel()`_
-          - Default constructor
-        * - `explicit gumbel(RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType b() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gumbel::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            gumbel::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`gumbel()`:
-
-        .. code-block:: cpp
-
-            gumbel::gumbel()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, and `beta` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit gumbel(RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit gumbel::gumbel(RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a displacement value, `beta` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType gumbel::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType gumbel::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
deleted file mode 100644
index aa185c39c2..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-hypergeometric.rst
+++ /dev/null
@@ -1,209 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_hypergeometric:
-
-hypergeometric
-==============
-
-Class is used for generation of hypergeometrically distributed integer types random numbers.
-
-.. _onemath_rng_hypergeometric_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
-
-Consider a lot of :math:`l` elements comprising :math:`m` marked and :math:`l` - :math:`m` unmarked elements. A trial sampling without replacement of exactly :math:`s` elements from this lot helps to define the hypergeometric distribution, which is the probability that the group of :math:`s` elements contains exactly :math:`k` marked elements.
-
-The probability distribution is given by:
-
-.. math::
-
-     P_(X = k) = \frac{C^k_mC^{s-k}_{l-m}}{C^s_l}, k \in \{max(0, s + m - l), ... , min(s, m)\}.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-     F_{l, s, m}(x) = \left\{ \begin{array}{rcl} 0, x < max(0, s + m - l) \\ \sum^{\lfloor x \rfloor}_{k = max(0, s + m - l)}\frac{C^k_mC^{s-k}_{l-m}}{C^s_l}, max(0, s + m - l) \leq x \leq min(s, m) \\ 1, x > min(s, m) \end{array}\right.
-
-.. _onemath_rng_hypergeometric_syntax:
-
-class hypergeometric
---------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = hypergeometric_method::by_default>
-    class hypergeometric {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        hypergeometric();
-        explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m);
-        std::int32_t s() const;
-        std::int32_t m() const;
-        std::int32_t l() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-                * ``std::uint32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::hypergeometric_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::hypergeometric_method::by_default``
-                * ``oneapi::math::rng::hypergeometric_method::h2pe``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `hypergeometric()`_
-          - Default constructor
-        * - `explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)`_
-          - Constructor with parameters
-        * - `std::int32_t s() const`_
-          - Method to obtain lot size
-        * - `std::int32_t m() const`_
-          - Method to obtain size of sampling without replacement
-        * - `std::int32_t l() const`_
-          - Method to obtain number of marked elements
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            hypergeometric::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            hypergeometric::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`hypergeometric()`:
-
-        .. code-block:: cpp
-
-            hypergeometric::hypergeometric()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `l` = 1, `s` = 1, `m` = 1.
-
-    .. container:: section
-
-        .. _`explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)`:
-
-        .. code-block:: cpp
-
-            explicit hypergeometric::hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `l` is a lot size, `s` is a size of sampling without replacement, `m` is a number of marked elements.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`s < 0`, or :math:`m < 0`, or :math:`l < (s > m ? s : m)`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t l() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t hypergeometric::l() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `l` - lot size value.
-
-    .. container:: section
-
-        .. _`std::int32_t s() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t hypergeometric::s() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `s` - size of sampling without replacement.
-
-    .. container:: section
-
-        .. _`std::int32_t m() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t hypergeometric::m() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `m` - number of marked elements.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
deleted file mode 100644
index f9fc41ca91..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-laplace.rst
+++ /dev/null
@@ -1,188 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_laplace:
-
-laplace
-=======
-
-Class is used for generation of Laplace distributed real types random numbers.
-
-.. _onemath_rng_laplace_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
-
-The probability distribution is given by:
-
-.. math::
-
-     f_{a, \beta}(x) = \frac{1}{\sqrt{2\beta}}exp(-\frac{|x - a|}{\beta}), x \in R.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-     F_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x \ge a \\ 1 - \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x < a \end{array}\right.
-
-.. _onemath_rng_laplace_syntax:
-
-class laplace
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    template<typename RealType = float, typename Method = laplace_method::by_default>
-    class laplace {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        laplace();
-        explicit laplace(RealType a, RealType b);
-        RealType a() const;
-        RealType b() const;
-    };
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::laplace_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::laplace_method::by_default``
-                * ``oneapi::math::rng::laplace_method::icdf``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `laplace()`_
-          - Default constructor
-        * - `explicit laplace(RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain mean value
-        * - `RealType b() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            laplace::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            laplace::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`laplace()`:
-
-        .. code-block:: cpp
-
-            laplace::laplace()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, and `beta` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit laplace(RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit laplace::laplace(RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a mean value, `beta` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType laplace::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - mean value.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType laplace::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
deleted file mode 100644
index 3365f90240..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-leapfrog.rst
+++ /dev/null
@@ -1,79 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_leapfrog:
-
-leapfrog
-========
-
-Proceed state of engine by the leapfrog method.
-
-.. _onemath_rng_leapfrog_description:
-
-.. rubric:: Description and Assumptions
-
-oneapi::math::rng::leapfrog function generates random numbers in an engine with non-unit stride. This feature is particularly useful in distributing random numbers from the original stream across the stride buffers without generating the original random sequence with subsequent manual distribution. see `Figure "Leapfrog Method" <#rng_leapfrog>`__.
-
-.. container:: figtop
-    :name: rng_leapfrog
-
-    Leapfrog Method
-
-    |image0|
-
-.. _onemath_rng_leapfrog_common:
-
-leapfrog
---------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename EngineType>
-    void leapfrog(EngineType& engine, std::uint64_t idx, std::uint64_t stride);
-    }
-
-.. container:: section
-
-    .. rubric:: Template Parameters
-
-    EngineType
-        Type of engine. Note: may not be supported by all available engine classes.
-
-.. container:: section
-
-    .. rubric:: Input Parameters
-
-    engine
-        Engine which state would be skipped.
-
-    idx
-        Index of the computational node.
-
-    stride
-        Largest number of computational nodes, or stride.
-
-.. rubric:: Example
-
-.. code-block:: cpp
-
-    // Creating 3 identical engines
-    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
-
-    oneapi::math::rng::mcg31m1 engine_2(engine_1);
-    oneapi::math::rng::mcg31m1 engine_3(engine_1);
-
-
-    // Leapfrogging the states of engines
-    oneapi::math::rng::leapfrog(engine_1, 0 , 3);
-    oneapi::math::rng::leapfrog(engine_2, 1 , 3);
-    oneapi::math::rng::leapfrog(engine_3, 2 , 3);
-    // Generating random numbers
-
-
-**Parent topic:** :ref:`onemath_rng_service_routines`
-
-.. |image0| image:: ../../equations/rng-leapfrog.png
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
deleted file mode 100644
index 5d22a4007d..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-lognormal.rst
+++ /dev/null
@@ -1,227 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_lognormal:
-
-lognormal
-=========
-
-Class is used for generation of lognormally distributed real types random numbers.
-
-.. _onemath_rng_lognormal_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \sigma, b, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\sigma(x - b)\sqrt{2\pi}}exp(-\frac{[ln((x - b) / \beta) - a]^2}{2*\sigma^2}), x > b \\ 0, x \leq b \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \sigma, b, \beta}(x) = \left\{ \begin{array}{rcl} \Phi( \frac{(ln((x - b) / \beta) - a)}{\sigma}), x > b \\ 0, x \leq b \end{array}\right.
-
-.. _onemath_rng_lognormal_syntax:
-
-class lognormal
----------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = lognormal_method::by_default>
-    class lognormal {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        lognormal();
-        explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0));
-        RealType m() const;
-        RealType s() const;
-        RealType displ() const;
-        RealType scale() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::lognormal_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::lognormal_method::by_default``
-                * ``oneapi::math::rng::lognormal_method::box_muller2``
-                * ``oneapi::math::rng::lognormal_method::icdf``
-                * ``oneapi::math::rng::lognormal_method::box_muller2_accurate``
-                * ``oneapi::math::rng::lognormal_method::icdf_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `lognormal()`_
-          - Default constructor
-        * - `explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))`_
-          - Constructor with parameters
-        * - `RealType m() const`_
-          - Method to obtain mean value
-        * - `RealType s() const`_
-          - Method to obtain standard deviation value
-        * - `RealType displ() const`_
-          - Method to obtain displacement value
-        * - `RealType scale() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            lognormal::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            lognormal::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`lognormal()`:
-
-        .. code-block:: cpp
-
-            lognormal::lognormal()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `m` = 0.0, `s` = 1.0, `displ` = 0.0, `scale` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))`:
-
-        .. code-block:: cpp
-
-            explicit lognormal::lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `m` is a mean value, `s` is a standard deviation value, `displ` is a displacement value, `scale` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`s \leq` static_cast<RealType>(0.0), or :math:`scale \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType m() const`:
-
-        .. code-block:: cpp
-
-            RealType lognormal::m() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `m` - mean value.
-
-    .. container:: section
-
-        .. _`RealType s() const`:
-
-        .. code-block:: cpp
-
-            RealType lognormal::s() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `s` - standard deviation value.
-
-    .. container:: section
-
-        .. _`RealType displ() const`:
-
-        .. code-block:: cpp
-
-            RealType lognormal::displ() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `displ` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType scale() const`:
-
-        .. code-block:: cpp
-
-            RealType lognormal::scale() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `scale` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
deleted file mode 100644
index 2fc224d40f..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg31m1.rst
+++ /dev/null
@@ -1,148 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_mcg31m1:
-
-mcg31m1
-=======
-
-The 31-bit multiplicative congruential pseudorandom number generator MCG(1132489760, 231 -1).
-
-.. _onemath_rng_mcg31m1_description:
-
-.. rubric:: Description
-
-The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemath_rng_bibliography>`. The mcg31m1 generator belongs to linear congruential generators with the period length of approximately :math:`2^{31}`. Such generators are still used as default random number generators in various software systems, mainly due to the simplicity of the portable versions implementation, speed, and compatibility with the earlier systems versions. However, their period length does not meet the requirements for modern basic generators. Still, the mcg31m1 generator possesses good statistic properties and you may successfully use it to generate random numbers of different distributions for small samplings.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    :math:`x_n=ax_{n-1}(mod \ m)`
-
-    :math:`u_n = x_n / m`
-
-    :math:`a = 1132489760, m=2^{31} - 1`
-
-.. _onemath_rng_mcg31m1_description_syntax:
-
-class mcg31m1
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class mcg31m1 {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        mcg31m1(const mcg31m1& other);
-
-        mcg31m1(mcg31m1&& other);
-
-        mcg31m1& operator=(const mcg31m1& other);
-
-        mcg31m1& operator=(mcg31m1&& other);
-
-        ~mcg31m1();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `mcg31m1(const mcg31m1& other)`_
-          - Copy constructor
-        * - `mcg31m1(mcg31m1&& other)`_
-          - Move constructor
-        * - `mcg31m1& operator=(const mcg31m1& other)`_
-          - Copy assignment operator
-        * - `mcg31m1& operator=(mcg31m1&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-
-        mcg31m1::mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 0x7FFFFFFF`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-    .. _`mcg31m1(const mcg31m1& other)`:
-
-    .. code-block:: cpp
-    
-        mcg31m1::mcg31m1(const mcg31m1& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mcg31m1(mcg31m1&& other)`:
-
-    .. code-block:: cpp
-
-        mcg31m1::mcg31m1(mcg31m1&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`mcg31m1& operator=(const mcg31m1& other)`:
-
-    .. code-block:: cpp
-
-        mcg31m1::mcg31m1& operator=(const mcg31m1& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mcg31m1& operator=(mcg31m1&& other)`:
-
-    .. code-block:: cpp
-
-        mcg31m1::mcg31m1& operator=(mcg31m1&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg31m1`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
deleted file mode 100644
index f887f6d556..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mcg59.rst
+++ /dev/null
@@ -1,148 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_mcg59:
-
-mcg59
-=====
-
-The 59-bit multiplicative congruential pseudorandom number generator.
-
-.. _onemath_rng_mcg59_description:
-
-.. rubric:: Description
-
-The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemath_rng_bibliography>`. The mcg59 generator belongs to linear congruential generators with the period length of approximately :math:`2^{57}`.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    :math:`x_n=ax_{n-1}(mod \ m)`
-
-    :math:`u_n = x_n / m`
-
-    :math:`a = 13^{13}, m=2^{59}`
-
-.. _onemath_rng_mcg59_description_syntax:
-
-class mcg59
------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class mcg59 {
-    public:
-        static constexpr std::uint64_t default_seed = 1;
-
-        mcg59(sycl::queue queue, std::uint64_t seed = default_seed);
-
-        mcg59(const mcg59& other);
-
-        mcg59(mcg59&& other);
-
-        mcg59& operator=(const mcg59& other);
-
-        mcg59& operator=(mcg59&& other);
-
-        ~mcg59();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `mcg59(sycl::queue queue, std::uint64_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `mcg59(const mcg59& other)`_
-          - Copy constructor
-        * - `mcg59(mcg59&& other)`_
-          - Move constructor
-        * - `mcg59& operator=(const mcg59& other)`_
-          - Copy assignment operator
-        * - `mcg59& operator=(mcg59&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`mcg59(sycl::queue queue, std::uint64_t seed = default_seed)`:
-
-    .. code-block:: cpp
-    
-        mcg59::mcg59(sycl::queue queue, std::uint64_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 2^{59}`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-    .. _`mcg59(const mcg59& other)`:
-
-    .. code-block:: cpp
-    
-        mcg59::mcg59(const mcg59& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg59`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mcg59(mcg59&& other)`:
-
-    .. code-block:: cpp
-
-        mcg59::mcg59(mcg59&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg59`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`mcg59& operator=(const mcg59& other)`:
-
-    .. code-block:: cpp
-
-        mcg59::mcg59& operator=(const mcg59& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg59`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mcg59& operator=(mcg59&& other)`:
-
-    .. code-block:: cpp
-
-        mcg59::mcg59& operator=(mcg59&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mcg59`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
deleted file mode 100644
index 19f265dfac..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mrg32k3a.rst
+++ /dev/null
@@ -1,201 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_mrg32k3a:
-
-mrg32k3a
-========
-
-The combined multiple recursive pseudorandom number generator MRG32k3a.
-
-.. _onemath_rng_mrg32k3a_description:
-
-.. rubric:: Description
-
-MRG32k3a engine is a 32-bit combined multiple recursive generator with two components of order 3 :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`. MRG32k3a combined generator meets the requirements for modern RNGs, such as good multidimensional uniformity, or a long period (:math:`p \approx 2^{191}`).
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-
-    :math:`x_n=a_{11} x_{n-1} + a_{12} x_{n-2} + a_{13} x_{n-3}(mod \ m_{1})`
-
-    :math:`y_n = a_{21} y_{n-1} + a_{22} y_{n-2} + a_{23} (mod \ m_2)`
-
-    :math:`z_n = x_n - y_n (mod \ m_{1})`
-
-    :math:`u_n = z_n / m_1`
-
-    :math:`a_{11} = 0, a_{12} = 1403580, a_{13} = -810728, m_1 = 2^{32} - 209`
-
-    :math:`a_{21} = 527612, a_{22} = 0, a_{23} = -1370589, m_2 = 2^{32} - 22853`
-
-
-.. _onemath_rng_mrg32k3a_description_syntax:
-
-class mrg32k3a
---------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class mrg32k3a {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
-
-        mrg32k3a(const mrg32k3a& other);
-
-        mrg32k3a(mrg32k3a&& other);
-
-        mrg32k3a& operator=(const mrg32k3a& other);
-
-        mrg32k3a& operator=(mrg32k3a&& other);
-
-        ~mrg32k3a();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `mrg32k3a(const mrg32k3a& other)`_
-          - Copy constructor
-        * - `mrg32k3a(mrg32k3a&& other)`_
-          - Move constructor
-        * - `mrg32k3a& operator=(const mrg32k3a& other)`_
-          - Copy assignment operator
-        * - `mrg32k3a& operator=(mrg32k3a&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-    
-        mrg32k3a::mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue object``, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`x_{-3} = seed \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`.
-
-    .. _`mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-    
-        mrg32k3a::mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume
-            if :math:`n = 0: x_{-3} = x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
-
-            if :math:`n = 1: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
-
-            if :math:`n = 2: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
-
-            if :math:`n = 3: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
-
-                :math:`y_{-3} = y_{-2} = y_{-1} = 1`
-
-            if :math:`n = 4: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
-            
-                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = y_{-1} = 1`
-
-            if :math:`n = 5: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
-
-                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = seed[4] \ mod \ m_2, y_{-1} = 1`
-
-            if :math:`n \geqslant 6: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
-
-                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = seed[4] \ mod \ m_2, y_{-1} = seed[5] \ mod \ m_2`
-
-            if the values prove to be :math:`x_{-3} = x_{-2} = x_{-1} = 0`, assume :math:`x_{-3} = 1`
-
-            if the values prove to be :math:`y_{-3} = y_{-2} = y_{-1} = 0`, assume :math:`y_{-3} = 1`
-
-    .. _`mrg32k3a(const mrg32k3a& other)`:
-
-    .. code-block:: cpp
-    
-        mrg32k3a::mrg32k3a(const mrg32k3a& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mrg32k3a(mrg32k3a&& other)`:
-
-    .. code-block:: cpp
-
-        mrg32k3a::mrg32k3a(mrg32k3a&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`mrg32k3a& operator=(const mrg32k3a& other)`:
-
-    .. code-block:: cpp
-
-        mrg32k3a::mrg32k3a& operator=(const mrg32k3a& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mrg32k3a& operator=(mrg32k3a&& other)`:
-
-    .. code-block:: cpp
-
-        mrg32k3a::mrg32k3a& operator=(mrg32k3a&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mrg32k3a`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
deleted file mode 100644
index b1f8b71234..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt19937.rst
+++ /dev/null
@@ -1,189 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_mt19937:
-
-mt19937
-=======
-
-Mersenne Twister pseudorandom number generator.
-
-.. _onemath_rng_mt19937_description:
-
-.. rubric:: Description
-
-The Mersenne Twister pseudorandom number generator, mt19937, is a modification of twisted generalized feedback shift register generator [:ref:`Matsumoto98 <onemath_rng_bibliography>`]. MT19937 has the period length of :math:`2^{19937} - 1` and is 623-dimensionally equidistributed with up to 32-bit accuracy. These properties make the generator applicable for simulations in various fields of science and engineering. The state of the generator is represented by 624 32-bit unsigned integer numbers.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    :math:`x_{n}=x_{n-(624-397)} \oplus ( (x_{n-624} \& 0x80000000) | (x_{n - 624 + 1} \& 0x7FFFFFFF) )A`
-
-    :math:`y_{n} = x_{n}`
-
-    :math:`y_{n} = y_{n} \oplus (y_{n} >> 11)`
-
-    :math:`y_{n} = y_{n} \oplus ( (y_{n} << 7) \& 0x9D2C5680)`
-
-    :math:`y_{n} = y_{n} \oplus ( (y_{n} << 15) \& 0xEFC60000)`
-
-    :math:`y_{n} = y_{n} \oplus (y_{n} >> 18)`
-
-    :math:`u_{n} = y_{n} / 2^{32}`
-
-
-.. container:: section
-
-    Matrix :math:`A_j(32x32)` has the following format:
-
-.. math::
-
-    \left [ \begin{array}{ccccc} 0 & 1 & 0 & ... & ... \\ 0 & 0 & ... & 0 & ... \\ ... & ... & ... & ... & ... \\ 0 & ... & 0 & 0 & 1 \\ a_{31} & a_{30} & ... & ... & a_{0} \end{array}\right ]
-
-.. container:: section
-
-    Where the 32-bit vector :math:`a = a_{31}..a_{0}` has the value :math:`a=0x9908B0DF`.
-
-.. _onemath_rng_mt19937_description_syntax:
-
-class mt19937
---------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class mt19937 {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        mt19937(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
-
-        mt19937(const mt19937& other);
-
-        mt19937(mt19937&& other);
-
-        mt19937& operator=(const mt19937& other);
-
-        mt19937& operator=(mt19937&& other);
-
-        ~mt19937();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `mt19937(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `mt19937(const mt19937& other)`_
-          - Copy constructor
-        * - `mt19937(mt19937&& other)`_
-          - Move constructor
-        * - `mt19937& operator=(const mt19937& other)`_
-          - Copy assignment operator
-        * - `mt19937& operator=(mt19937&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`mt19937(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-    
-        mt19937::mt19937(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-    .. _`mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-    
-        mt19937::mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-    .. _`mt19937(const mt19937& other)`:
-
-    .. code-block:: cpp
-    
-        mt19937::mt19937(const mt19937& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mt19937(mt19937&& other)`:
-
-    .. code-block:: cpp
-
-        mt19937::mt19937(mt19937&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt19937`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`mt19937& operator=(const mt19937& other)`:
-
-    .. code-block:: cpp
-
-        mt19937::mt19937& operator=(const mt19937& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mt19937& operator=(mt19937&& other)`:
-
-    .. code-block:: cpp
-
-        mt19937::mt19937& operator=(mt19937&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
deleted file mode 100644
index b7a6ac297c..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-mt2203.rst
+++ /dev/null
@@ -1,239 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_mt2203:
-
-mt2203
-======
-
-The mt2203 engine is the set of 6024 Mersenne Twister pseudorandom number generators MT2203 [:ref:`Matsumoto98 <onemath_rng_bibliography>`], [:ref:`Matsumoto00 <onemath_rng_bibliography>`].
-
-.. _onemath_rng_mt2203_description:
-
-.. rubric:: Description
-
-The set of 6024 basic pseudorandom number generators MT2203 is a natural addition to the MT19937 generator. MT2203 generators are intended for use in large scale Monte Carlo simulations performed on multi-processor computer systems.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    For :math:`j = 1,..., 6024`:
-
-    :math:`x_{n, j} =x_{n - (69 - 34), j} \oplus ( (x_{n - 69, j} \& 0xFFFFFFE0) | (x_{n + 69 + 1, j} \& 0x1F) ) A_{j}`
-
-    :math:`y_{n, j} = x_{n, j}`
-
-    :math:`y_{n, j} = y_{n, j} \oplus (y_{n, j} >> 12)`
-
-    :math:`y_{n, j} = y_{n, j} \oplus ( (y_{n, j} << 7) \& b_j)`
-
-    :math:`y_{n, j} = y_{n, j} \oplus ( (y_{n, j} << 15) \& c_j)`
-
-    :math:`y_{n, j} = y_{n, j} \oplus (y_{n, j} >> 18)`
-
-
-.. container:: section
-
-    Matrix :math:`A_j(32x32)` has the following format:
-
-.. math::
-
-    \left [ \begin{array}{ccccc} 0 & 1 & 0 & ... & ... \\ 0 & 0 & ... & 0 & ... \\ ... & ... & ... & ... & ... \\ 0 & ... & 0 & 0 & 1 \\ a_{31, j} & a_{30, j} & ... & ... & a_{0, 1} \end{array}\right ]
-
-
-.. _onemath_rng_mt2203_description_syntax:
-
-class mt2203
-------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class mt2203 {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        mt2203(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx);
-
-        mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
-
-        mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx);
-
-        mt2203(const mt2203& other);
-
-        mt2203(mt2203&& other);
-
-        mt2203& operator=(const mt2203& other);
-
-        mt2203& operator=(mt2203&& other);
-
-        ~mt2203();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `mt2203(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine (for this case multiple generators of the set would be used)
-        * - `mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`_
-          - Constructor for common seed initialization of the engine (for this case single generator of the set would be used)
-        * - `mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine (for this case multiple generators of the set would be used)
-        * - `mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`_
-          - Constructor for extended seed initialization of the engine (for this case single generator of the set would be used)
-        * - `mt2203(const mt2203& other)`_
-          - Copy constructor
-        * - `mt2203(mt2203&& other)`_
-          - Move constructor
-        * - `mt2203& operator=(const mt2203& other)`_
-          - Copy assignment operator
-        * - `mt2203& operator=(mt2203&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`mt2203(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-    .. _`mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-        engine_idx
-            The index of the set 1, ..., 6024.
-
-    .. container:: section
-
-        .. rubric:: Throws
-
-        oneapi::math::invalid_argument
-            Exception is thrown when :math:`idx > 6024`
-
-    .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-    .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
-
-        engine_idx
-            The index of the set 1, ..., 6024.
-
-    .. _`mt2203(const mt2203& other)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(const mt2203& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt2203`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mt2203(mt2203&& other)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203(mt2203&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt2203`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`mt2203& operator=(const mt2203& other)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203& operator=(const mt2203& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt2203`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`mt2203& operator=(mt2203&& other)`:
-
-    .. code-block:: cpp
-
-        mt2203::mt2203& operator=(mt2203&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``mt2203`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
deleted file mode 100644
index 2750ab124e..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-multinomial.rst
+++ /dev/null
@@ -1,170 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_multinomial:
-
-multinomial
-===========
-
-Class is used for generation of multinomially distributed integer types random numbers.
-
-.. _onemath_rng_multinomial_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X_1 = x_1, ..., X_k = x_k) = \frac{m!}{\Pi^k_{i = 1}x_i!}\Pi^k_{i = 1}p_i^{x_i}, 0 \leq x_i \leq m, \sum^{k}_{i = 1}x_i = m
-
-.. _onemath_rng_multinomial_syntax:
-
-class multinomial
------------------
-
-Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
-It's implementation defined which type ``SequenceContainerOrView`` represents.
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = multinomial_method::by_default>
-    class multinomial {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        explicit multinomial(double ntrial, SequenceContainerOrView<double> p);
-        std::int32_t ntrial() const;
-        SequenceContainerOrView<double> p() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-                * ``std::uint32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::multinomial_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::multinomial_method::by_default``
-                * ``oneapi::math::rng::multinomial_method::poisson_icdf_based``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `explicit multinomial(double ntrial, SequenceContainerOrView<double> p)`_
-          - Constructor with parameters
-        * - `std::int32_t ntrial() const`_
-          - Method to obtain number of independent trials
-        * - `SequenceContainerOrView<double> p() const`_
-          - Method to obtain a probability parameter of possible outcomes
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            multinomial::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines the transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            multinomial::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines the type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`explicit multinomial(double ntrial, SequenceContainerOrView<double> p)`:
-
-        .. code-block:: cpp
-
-            explicit multinomial::multinomial(double ntrial, SequenceContainerOrView<double> p)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. ``ntrial`` is a number of independent trials, ``p`` is a probability parameter.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`ntrial < 0`, or :math:`p.size() < 1`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t ntrial() const`:
-
-        .. code-block:: cpp
-
-            std::int32_t multinomial::ntrial() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `ntrial`.
-
-    .. container:: section
-
-        .. _`SequenceContainerOrView<double> p() const`:
-
-        .. code-block:: cpp
-
-            SequenceContainerOrView<double> multinomial::p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `p`.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
deleted file mode 100644
index f2d6a32a19..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-negbinomial.rst
+++ /dev/null
@@ -1,191 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_negative_binomial:
-
-negative_binomial
-=================
-
-Class is used for generation of negative binomially distributed integer types random numbers.
-
-.. _onemath_rng_negative_binomial_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X = k) = C^k_{a + k - 1}p^a(1 - p)^{k}, k \in \{0, 1, 2, ...\}
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, p}(x) = \left\{ \begin{array}{rcl} \sum^{\lfloor x \rfloor}_{k = 0} C^k_{a + k - 1}p^a(1 - p)^{k}, x \ge 0, x \in R \\ 0, x < 0 \end{array}\right.
-
-
-.. _onemath_rng_negative_binomial_syntax:
-
-class negative_binomial
------------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = negative_binomial_method::by_default>
-    class negative_binomial {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        negative_binomial();
-        explicit negative_binomial(double a, double p);
-        double a() const;
-        double p() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-                * ``std::uint32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::negative_binomial_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::negative_binomial_method::by_default``
-                * ``oneapi::math::rng::negative_binomial_method::nbar``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `negative_binomial()`_
-          - Default constructor
-        * - `explicit negative_binomial(double a, double p)`_
-          - Constructor with parameters
-        * - `double a() const`_
-          - Method to obtain the first distribution parameter `a`
-        * - `double p() const`_
-          - Method to obtain the second distribution parameter `p`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            negative_binomial::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            negative_binomial::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`negative_binomial()`:
-
-        .. code-block:: cpp
-
-            negative_binomial::negative_binomial()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.1, `p` = 0.5.
-
-    .. container:: section
-
-        .. _`explicit negative_binomial(double a, double p)`:
-
-        .. code-block:: cpp
-
-            explicit negative_binomial::negative_binomial(double a, double p)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is the first distribution parameter, `p` is the second distribution parameter.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`p \ge 1.0`, or :math:`p \leq 0.0`, or :math:`a \leq 0.0`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`double a() const`:
-
-        .. code-block:: cpp
-
-            double negative_binomial::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - the first distribution parameter.
-
-    .. container:: section
-
-        .. _`double p() const`:
-
-        .. code-block:: cpp
-
-            double negative_binomial::p() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `p` - the second distribution parameter.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
deleted file mode 100644
index 114a210b68..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-niederreiter.rst
+++ /dev/null
@@ -1,169 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_niederreiter:
-
-niederreiter
-============
-
-The niederreiter generator is a 32-bit Gray code-based quasi-random number generator.
-
-.. _onemath_rng_niederreiter_description:
-
-.. rubric:: Description
-
-According to results of Bratley, Fox and Niederreiter :ref:`[Bratley92] <onemath_rng_bibliography>` Niederreiter sequences have the best known theoretical asymptotic properties. The default dimension of quasi-random vectors can vary from 1 to 318 inclusive. It is also allowed to register user-defined parameters (irreducible polynomials).
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-
-    :math:`x_n=x_{n_1} \oplus v_c`
-
-    :math:`u_n=x_n / 2 ^ {32}`
-
-    The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
-
-.. _onemath_rng_niederreiter_description_syntax:
-
-class niederreiter
-------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class niederreiter {
-    public:
-        static constexpr std::uint32_t default_dimensions_number = 1;
-
-        niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number);
-
-        niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials);
-
-        niederreiter(const niederreiter& other);
-
-        niederreiter(niederreiter&& other);
-
-        niederreiter& operator=(const niederreiter& other);
-
-        niederreiter& operator=(niederreiter&& other);
-
-        ~niederreiter();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`_
-          - Constructor with specified number of dimensions. The value should be :math:`1..318`.
-        * - `niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)`_
-          - Constructor for extended use-case, when it's needed to use the number of dimensions greater than 318 or obtain another sequence.
-        * - `niederreiter(const niederreiter& other)`_
-          - Copy constructor
-        * - `niederreiter(niederreiter&& other)`_
-          - Move constructor
-        * - `niederreiter& operator=(const niederreiter& other)`_
-          - Copy assignment operator
-        * - `niederreiter& operator=(niederreiter&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`:
-
-    .. code-block:: cpp
-    
-        niederreiter::niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        dimensions
-            Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 318`, assume :math:`dimen = 1`.
-
-    .. _`niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)`:
-
-    .. code-block:: cpp
-    
-        niederreiter::niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        irred_polynomials
-            If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own irreducible polynomials. The number of dimensions corresponds to the length of the vector.
-
-    .. _`niederreiter(const niederreiter& other)`:
-
-    .. code-block:: cpp
-    
-        niederreiter::niederreiter(const niederreiter& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`niederreiter(niederreiter&& other)`:
-
-    .. code-block:: cpp
-
-        niederreiter::niederreiter(niederreiter&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`niederreiter& operator=(const niederreiter& other)`:
-
-    .. code-block:: cpp
-
-        niederreiter::niederreiter& operator=(const niederreiter& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`niederreiter& operator=(niederreiter&& other)`:
-
-    .. code-block:: cpp
-
-        niederreiter::niederreiter& operator=(niederreiter&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``niederreiter`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
deleted file mode 100644
index 886c09a519..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-nondeterministic.rst
+++ /dev/null
@@ -1,134 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_nondeterministic:
-
-nondeterministic
-================
-
-Non-deterministic random number generator.
-
-.. _onemath_rng_nondeterministic_description:
-
-.. rubric:: Description
-
-Implementation defined generator with non-deterministic source of randomness (for example, a hardware device).
-
-.. _onemath_rng_nondeterministic_description_syntax:
-
-class nondeterministic
-----------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class nondeterministic {
-    public:
-        nondeterministic(sycl::queue queue);
-
-        nondeterministic(const nondeterministic& other);
-
-        nondeterministic(nondeterministic&& other);
-
-        nondeterministic& operator=(const nondeterministic& other);
-
-        nondeterministic& operator=(nondeterministic&& other);
-
-        ~nondeterministic();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `nondeterministic(sycl::queue queue)`_
-          - Constructor for the particular device
-        * - `nondeterministic(const nondeterministic& other)`_
-          - Copy constructor
-        * - `nondeterministic(nondeterministic&& other)`_
-          - Move constructor
-        * - `nondeterministic& operator=(const nondeterministic& other)`_
-          - Copy assignment operator
-        * - `nondeterministic& operator=(nondeterministic&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`nondeterministic(sycl::queue queue)`:
-
-    .. code-block:: cpp
-    
-        nondeterministic::nondeterministic(sycl::queue queue)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-
-    .. _`nondeterministic(const nondeterministic& other)`:
-
-    .. code-block:: cpp
-    
-        nondeterministic::nondeterministic(const nondeterministic& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`nondeterministic(nondeterministic&& other)`:
-
-    .. code-block:: cpp
-
-        nondeterministic::nondeterministic(nondeterministic&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`nondeterministic& operator=(const nondeterministic& other)`:
-
-    .. code-block:: cpp
-
-        nondeterministic::nondeterministic& operator=(const nondeterministic& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`nondeterministic& operator=(nondeterministic&& other)`:
-
-    .. code-block:: cpp
-
-        nondeterministic::nondeterministic& operator=(nondeterministic&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``nondeterministic`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
deleted file mode 100644
index c2b5d4d0a4..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-philox4x32x10.rst
+++ /dev/null
@@ -1,196 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_philox4x32x10:
-
-philox4x32x10
-=============
-
-The Philox4x32x10 counter-based pseudorandom number generator.
-
-.. _onemath_rng_philox4x32x10_description:
-
-.. rubric:: Description
-
-The Philox4x32x10 engine is a keyed family of generator of counter-based BRNG. The state consists of 128-bit integer counter :math:`c` and two 32-bits keys :math:`k_0` and :math:`k_1`.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
-
-    1. :math:`c_n=c_{n-1} + 1`
-    2. :math:`\omega_n = f(c_n)`, where :math:`f` is a function that takes 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
-        2.1. The argument :math:`c` is interpreted as four 32-bit numbers :math:`c = \overline{L_1 R_1 L_0 R_0}`, where :math:`\overline{A B C D} = A \cdot  2^{96} + B \cdot  2^{64} + C \cdot  2^{32} + D`, put :math:`k_0^0 =k_0, k_1^0=k_1`.
-        
-        2.2. The following recurrence is calculated:
-
-        :math:`L_1^{i+1} =mullo(R_1^i, 0xD2511F53)`
-
-        :math:`R_1^{i+1} =mulhi(R_0^i, 0xCD9E8D57) \oplus k_0^i \oplus L_0^i`
-
-        :math:`L_0^{i+1} =mullo(R_0^i, 0xCD9E8D57)`
-
-        :math:`R_0^{i+1} =mulhi(R_1^i, 0xD2511F53) \oplus k_1^i \oplus L_1^i`
-
-        :math:`k_0^{i+1} =k_0^i + 0xBB67AE85`
-
-        :math:`k_1^{i+1} =k_1^i + 0x9E3779B9`, where :math:`mulhi(a, b)` and :math:`mullo(a, b)` are high and low parts of the :math:`a \cdot b` product respectively.
-
-        2.3. Put :math:`f(c) = \overline{L_1^N R_1^N L_0^N R_0^N}`, where :math:`N = 10`
-
-    3. Integer output: :math:`r_{4n + k} = \omega_n(k)`, where :math:`\omega_n(k)` is the k-th 32-bit integer in quadruple :math:`\omega_n, k = 0, 1, 2, 3`
-    4. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
-
-.. _onemath_rng_philox4x32x10_description_syntax:
-
-class philox4x32x10
--------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class philox4x32x10 {
-    public:
-    static constexpr std::uint64_t default_seed = 0;
-
-    philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed);
-
-    philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed);
-
-    philox4x32x10(const philox4x32x10& other);
-
-    philox4x32x10(philox4x32x10&& other);
-
-    philox4x32x10& operator=(const philox4x32x10& other);
-
-    philox4x32x10& operator=(philox4x32x10&& other);
-
-    ~philox4x32x10();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `philox4x32x10(const philox4x32x10& other)`_
-          - Copy constructor
-        * - `philox4x32x10(philox4x32x10&& other)`_
-          - Move constructor
-        * - `philox4x32x10& operator=(const philox4x32x10& other)`_
-          - Copy assignment operator
-        * - `philox4x32x10& operator=(philox4x32x10&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is a 64-bit key, :math:`c` is a 128-bit counter.
-
-    .. _`philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume
-            if :math:`n = 0: k = 0, c = 0`
-
-            if :math:`n = 1: k = seed[0], c = 0`
-
-            if :math:`n = 2: k = seed[0], c = seed[1]`
-
-            if :math:`n = 3: k = seed[0], c = seed[1] + seed[2] \cdot 2^{64}`
-
-            for :math:`n > 3` following arguments are ignored
-
-    .. _`philox4x32x10(const philox4x32x10& other)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10(const philox4x32x10& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``philox4x32x10`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-  
-    .. _`philox4x32x10(philox4x32x10&& other)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10(philox4x32x10&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``philox4x32x10`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`philox4x32x10& operator=(const philox4x32x10& other)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10& operator=(const philox4x32x10& other)
-  
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-          Valid ``philox4x32x10`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`philox4x32x10& operator=(philox4x32x10&& other)`:
-
-    .. code-block:: cpp
-
-      philox4x32x10::philox4x32x10& operator=(philox4x32x10&& other)
-  
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-          Valid ``philox4x32x10`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
deleted file mode 100644
index d7b2c4b24f..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson.rst
+++ /dev/null
@@ -1,173 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_poisson:
-
-poisson
-=======
-
-Class is used for generation of Poisson distributed integer types random numbers.
-
-.. _onemath_rng_poisson_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X = k) = \frac{\lambda^ke^{-\lambda}}{k!}.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{\lambda}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda^ke^{-\lambda}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
-
-.. _onemath_rng_poisson_syntax:
-
-class poisson
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = poisson_method::by_default>
-    class poisson {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        poisson();
-        explicit poisson(double lambda);
-        double lambda() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::poisson_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::poisson_method::by_default``
-                * ``oneapi::math::rng::poisson_method::ptpe``
-                * ``oneapi::math::rng::poisson_method::gaussian_icdf_based``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `poisson()`_
-          - Default constructor
-        * - `explicit poisson(double lambda)`_
-          - Constructor with parameters
-        * - `double lambda() const`_
-          - Method to obtain distribution parameter
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            poisson::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            poisson::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`poisson()`:
-
-        .. code-block:: cpp
-
-            poisson::poisson()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `lambda` = 0.5.
-
-    .. container:: section
-
-        .. _`explicit poisson(double lambda)`:
-
-        .. code-block:: cpp
-
-            explicit poisson::poisson(double lambda)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `lambda` is a distribution parameter.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`lambda \leq 0.0`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`double lambda() const`:
-
-        .. code-block:: cpp
-
-            double poisson::lambda() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `lambda`.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
deleted file mode 100644
index 1a254bebe3..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-poisson_v.rst
+++ /dev/null
@@ -1,159 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_poisson_v:
-
-poisson_v
-=========
-
-Class is used for generation of Poisson distributed integer types random numbers with varying mean.
-
-.. _onemath_rng_poisson_v_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide
-n random numbers Poisson distributed, with distribution parameter :math:`\lambda_i`, where :math:`\lambda_i \in R; \lambda_i > 0; i = 1, ... , n`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X_i = k) = \frac{\lambda_i^ke^{-\lambda_i}}{k!}, k \in \{0, 1, 2, ... \}.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{\lambda_i}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda_i^ke^{-\lambda_i}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
-
-.. _onemath_rng_poisson_v_syntax:
-
-class poisson_v
----------------
-
-Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
-It's implementation defined which type ``SequenceContainerOrView`` represents.
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename IntType = std::int32_t, typename Method = poisson_v_method::by_default>
-    class poisson_v {
-    public:
-        using method_type = Method;
-        using result_type = IntType;
-        explicit poisson_v(SequenceContainerOrView<double> lambda);
-        SequenceContainerOrView<double> lambda() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename IntType
-            Type of the produced values. Supported types:
-                * ``std::int32_t``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::poisson_v_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::poisson_v_method::by_default``
-                * ``oneapi::math::rng::poisson_v_method::gaussian_icdf_based``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `explicit poisson_v(SequenceContainerOrView<double> lambda)`_
-          - Constructor with parameters
-        * - `SequenceContainerOrView<double> lambda() const`_
-          - Method to obtain distribution parameter
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            poisson_v::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            poisson_v::result_type = IntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`explicit poisson_v(SequenceContainerOrView<double> lambda)`:
-
-        .. code-block:: cpp
-
-            explicit poisson_v::poisson_v(SequenceContainerOrView<double> lambda)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. ``lambda`` is a distribution parameter.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`lambda.size() \leq 1`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`SequenceContainerOrView<double> lambda() const`:
-
-        .. code-block:: cpp
-
-            SequenceContainerOrView<double> poisson_v::lambda() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter ``lambda``.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
deleted file mode 100644
index 948a4c695d..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-r250.rst
+++ /dev/null
@@ -1,169 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_r250:
-
-r250
-====
-
-The 32-bit generalized feedback shift register pseudorandom number generator GFSR(250,103) :ref:`[Kirkpatrick81] <onemath_rng_bibliography>`.
-
-.. _onemath_rng_r250_description:
-
-.. rubric:: Description
-
-Feedback shift register generators possess ample theoretical foundation and were initially intended for cryptographic and communication applications. The stream state is the array of 250 32-bit integers.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-
-    :math:`x_n=x_{n-103} \oplus x_{n-250}`
-
-    :math:`u_n=x_n / 2 ^ {32}`
-
-
-.. _onemath_rng_r250_description_syntax:
-
-class r250
-----------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class r250 {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        r250(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        r250(sycl::queue queue, std::vector<std::uint32_t> seed);
-
-        r250(const r250& other);
-
-        r250(r250&& other);
-
-        r250& operator=(const r250& other);
-
-        r250& operator=(r250&& other);
-
-        ~r250();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `r250(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `r250(sycl::queue queue, std::vector<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `r250(const r250& other)`_
-          - Copy constructor
-        * - `r250(r250&& other)`_
-          - Move constructor
-        * - `r250& operator=(const r250& other)`_
-          - Copy assignment operator
-        * - `r250& operator=(r250&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`r250(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-    
-        r250::r250(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume :math:`x_{-250} = seed`. If :math:`seed = 0`, assume :math:`seed = 1`. Other values in state are initialized according to recurrent correlation :math:`x_{n+1} = 69069x_{n}(mod \ 2 ^ {32})`. Then the values :math:`x_{7k-247}, k = 0, 1, ..., 31` are interpreted as a binary matrix of size 32 x 32 and diagonal bits are set to 0, the under-diagonal bits to 0.
-
-    .. _`r250(sycl::queue queue, std::vector<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-    
-        r250::r250(sycl::queue queue, std::vector<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state
-            if :math:`n \geqslant 0: x_{k-250} = seed[k], k = 0, 1, ..., 249`
-
-    .. _`r250(const r250& other)`:
-
-    .. code-block:: cpp
-    
-        r250::r250(const r250& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``r250`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`r250(r250&& other)`:
-
-    .. code-block:: cpp
-
-        r250::r250(r250&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``r250`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`r250& operator=(const r250& other)`:
-
-    .. code-block:: cpp
-
-        r250::r250& operator=(const r250& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``r250`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`r250& operator=(r250&& other)`:
-
-    .. code-block:: cpp
-
-        r250::r250& operator=(r250&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``r250`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
deleted file mode 100644
index 76d584622d..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-rayleigh.rst
+++ /dev/null
@@ -1,193 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_rayleigh:
-
-rayleigh
-========
-
-Class is used for generation of Rayleigh distributed real types random numbers.
-
-.. _onemath_rng_rayleigh_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
-
-The Rayleigh distribution is a special case of the :ref:`onemath_rng_weibull` distribution, where the shape parameter `\alpha` = 2 .
-
-The probability distribution is given by:
-
-.. math::
-
-     f_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{2(x - a)}{\beta^2}exp(-\frac{(x - a)^2)}{\beta^2}), x \ge a \\ 0, x < a \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{(x - a)^2)}{\beta^2}), x \ge a \\ 0, x < a \end{array}\right.
-
-.. _onemath_rng_rayleigh_syntax:
-
-class rayleigh
---------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = rayleigh_method::by_default>
-    class rayleigh {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        rayleigh();
-        explicit rayleigh(RealType a, RealType b);
-        RealType a() const;
-        RealType b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::rayleigh_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::rayleigh_method::by_default``
-                * ``oneapi::math::rng::rayleigh_method::icdf``
-                * ``oneapi::math::rng::rayleigh_method::icdf_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `rayleigh()`_
-          - Default constructor
-        * - `explicit rayleigh(RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType b() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            rayleigh::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            rayleigh::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`rayleigh()`:
-
-        .. code-block:: cpp
-
-            rayleigh::rayleigh()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, and `b` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit rayleigh(RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit rayleigh::rayleigh(RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a displacement value, `b` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType rayleigh::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType rayleigh::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
deleted file mode 100644
index 770d82d037..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sfmt19937.rst
+++ /dev/null
@@ -1,179 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_sfmt19937:
-
-sfmt19937
-=========
-
-The SIMD-oriented Mersenne Twister pseudorandom number generator.
-
-.. _onemath_rng_sfmt19937_description:
-
-.. rubric:: Description
-
-SIMD-oriented Fast Mersenne Twister pseudorandom number generator SFMT19937 [:ref:`Saito08 <onemath_rng_bibliography>`] with a period length equal to :math:`2 ^ {19937}-1` of the produced sequence. The state of the engine contains the array of 156 128-bit integers.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    :math:`w_n = w_0 A \oplus w_M B \oplus w_{n-2} C \oplus w_{n-1} D`
-
-    Where :math:`w_0, w_M, w_{n-2}, ...` are the 128-bit integers, and :math:`wA, wB, wC, wD` operations are defined as follows:
-
-    :math:`wA = (w << 8) \oplus w`, left shift of 128-bit integer :math:`w` by :math:`a` followed by exclusive-or operation
-
-    :math:`wB = (w >> 8) \& mask`, right shift of each 32-bit integer in quadruple :math:`w` by and-operator with quadruple of 32-bit masks :math:`mask = (0xBFFFFFF6, 0xDFFAFFFF, 0xDDFECB7F, 0xDFFFFFEF)`
-
-    :math:`wC = (w >> 8) \oplus w`, right shift of 128-bit integer :math:`w`
-
-    :math:`wD = (w << 8)`, left shift of each 32-bit integer in quadruple :math:`w`
-
-    Integer output: :math:`r_{4n+k} = w_{n}(k)`, where :math:`w_{n}(k)` is the k-th 32-bit integer in quadruple :math:`w_{n}, k = 0, 1, 2, 3`
-
-    :math:`u_n = (int) r_n / 2^{32} + 1/2`
-
-
-.. _onemath_rng_sfmt19937_description_syntax:
-
-class sfmt19937
----------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class sfmt19937 {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
-
-        sfmt19937(const sfmt19937& other);
-
-        sfmt19937(sfmt19937&& other);
-
-        sfmt19937& operator=(const sfmt19937& other);
-
-        sfmt19937& operator=(sfmt19937&& other);
-
-        ~sfmt19937();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine
-        * - `sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine
-        * - `sfmt19937(const sfmt19937& other)`_
-          - Copy constructor
-        * - `sfmt19937(sfmt19937&& other)`_
-          - Move constructor
-        * - `sfmt19937& operator=(const sfmt19937& other)`_
-          - Copy assignment operator
-        * - `sfmt19937& operator=(sfmt19937&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-    
-        sfmt19937::sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
-
-    .. _`sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-    
-        sfmt19937::sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
-
-    .. _`sfmt19937(const sfmt19937& other)`:
-
-    .. code-block:: cpp
-    
-        sfmt19937::sfmt19937(const sfmt19937& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`sfmt19937(sfmt19937&& other)`:
-
-    .. code-block:: cpp
-
-        sfmt19937::sfmt19937(sfmt19937&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`sfmt19937& operator=(const sfmt19937& other)`:
-
-    .. code-block:: cpp
-
-        sfmt19937::sfmt19937& operator=(const sfmt19937& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`sfmt19937& operator=(sfmt19937&& other)`:
-
-    .. code-block:: cpp
-
-        sfmt19937::sfmt19937& operator=(sfmt19937&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sfmt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
deleted file mode 100644
index dc6c616a7c..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-skip_ahead.rst
+++ /dev/null
@@ -1,121 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_skip_ahead:
-
-skip_ahead
-==========
-
-Proceed state of engine by the skip-ahead method.
-
-.. _onemath_rng_skip_ahead_description:
-
-.. rubric:: Description and Assumptions
-
-oneapi::math::rng::skip_ahead function changes the current state of the engine so that with the further call of the generator the output subsequence begins with the specified offset see `Figure "Block-Splitting Method" <#rng_block_splitting>`__.
-
-.. container:: figtop
-    :name: rng_block_splitting
-
-    Block-Splitting Method
-
-    |image0|
-
-.. _onemath_rng_skip_ahead_common:
-
-skip_ahead
-----------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename EngineType>
-    void skip_ahead(EngineType& engine, std::uint64_t num_to_skip);
-    }
-
-.. container:: section
-
-    .. rubric:: Template Parameters
-
-    EngineType
-        Type of engine. Note: may not be supported by all available engine classes.
-
-.. container:: section
-
-    .. rubric:: Input Parameters
-
-    engine
-        Engine which state would be skipped.
-
-    num_to_skip
-        Number of elements to skip in the engine's sequence.
-
-.. rubric:: Example
-
-.. code-block:: cpp
-
-    // Creating 3 identical engines
-    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
-    oneapi::math::rng::mcg31m1 engine_2(engine_1);
-    oneapi::math::rng::mcg31m1 engine_3(engine_2);
-
-    // Skipping ahead by 7 elements the 2nd engine
-    oneapi::math::rng::skip_ahead(engine_2, 7);
-
-    // Skipping ahead by 14 elements the 3rd engine
-    oneapi::math::rng::skip_ahead(engine_3, 14);
-
-
-.. _onemath_rng_skip_ahead_ex:
-
-skip_ahead (Interface with a partitioned number of skipped elements)
---------------------------------------------------------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename EngineType>
-    void oneapi::math::rng::skip_ahead(EngineType& engine, std::initializer_list<std::uint64_t> num_to_skip);
-    }
-
-.. container:: section
-
-    .. rubric:: Template Parameters
-
-    EngineType
-        Type of engine. Note: may not be supported by all available engine classes.
-
-.. container:: section
-
-    .. rubric:: Input Parameters
-
-    engine
-        Engine which state would be skipped.
-
-    num_to_skip
-        Partitioned number of elements to skip in the engine's sequence. The total number of skipped elements would be: :math:`num\_to\_skip[0] + num\_to\_skip[1] \cdot 2^{64} + ... + num\_to\_skip[1] \cdot 2^{64 (n - 1)}`, where n is a number of elements in num_to_skip list.
-
-.. rubric:: Example with Partitioned Numer of Elements
-
-.. code-block:: cpp
-
-    // Creating the first engine
-    oneapi::math::rng::mrg32k3a engine_1(queue, seed);
-
-    // To skip 2^64 elements in the random stream number of skipped elements should be
-    // represented as num_to_skip = 2^64 = 0 + 1 * 2^64
-    std::initializer_list<std::uint64_t> num_to_skip = {0, 1};
-
-    // Creating the 2nd engine based on 1st. Skipping by 2^64
-    oneapi::math::rng::mrg32k3a engine_2(engine_1);
-    oneapi::math::rng::skip_ahead(engine_2, num_to_skip);
-
-
-**Parent topic:** :ref:`onemath_rng_service_routines`
-
-.. |image0| image:: ../../equations/rng-skip-ahead.png
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
deleted file mode 100644
index 4fb71cdf70..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-sobol.rst
+++ /dev/null
@@ -1,169 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_sobol:
-
-sobol
-=====
-
-The sobol is a 32-bit Gray code-based quasi-random number generator.
-
-.. _onemath_rng_sobol_description:
-
-.. rubric:: Description
-
-Bratley and Fox :ref:`[Bratley88] <onemath_rng_bibliography>` provide an implementation of the SOBOL quasi-random number generator. The default dimensions of quasi-random vectors can vary from 1 to 40 inclusive. It is also allowed to register user-defined parameters (direction numbers).
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-
-    :math:`x_n=x_{n_1} \oplus v_c`
-
-    :math:`u_n=x_n / 2 ^ {32}`
-
-    The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
-
-.. _onemath_rng_sobol_description_syntax:
-
-class sobol
------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class sobol {
-    public:
-        static constexpr std::uint32_t default_dimensions_number = 1;
-
-        sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number);
-
-        sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers);
-
-        sobol(const sobol& other);
-
-        sobol(sobol&& other);
-
-        sobol& operator=(const sobol& other);
-
-        sobol& operator=(sobol&& other);
-
-        ~sobol();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`_
-          - Constructor with specified number of dimensions. The value should be :math:`1..40`.
-        * - `sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)`_
-          - Constructor for extended use-case, when it's needed to use the number of dimensions greater than 40 or obtain another sequence.
-        * - `sobol(const sobol& other)`_
-          - Copy constructor
-        * - `sobol(sobol&& other)`_
-          - Move constructor
-        * - `sobol& operator=(const sobol& other)`_
-          - Copy assignment operator
-        * - `sobol& operator=(sobol&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`:
-
-    .. code-block:: cpp
-    
-        sobol::sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        dimensions
-            Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 40`, assume :math:`dimen = 1`.
-
-    .. _`sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)`:
-
-    .. code-block:: cpp
-    
-        sobol::sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        direction_numbers
-            If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own direction_numbers. The number of dimensions corresponds to direction_numbers.size() / 32.
-
-    .. _`sobol(const sobol& other)`:
-
-    .. code-block:: cpp
-    
-        sobol::sobol(const sobol& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sobol`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`sobol(sobol&& other)`:
-
-    .. code-block:: cpp
-
-        sobol::sobol(sobol&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sobol`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`sobol& operator=(const sobol& other)`:
-
-    .. code-block:: cpp
-
-        sobol::sobol& operator=(const sobol& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sobol`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`sobol& operator=(sobol&& other)`:
-
-    .. code-block:: cpp
-
-        sobol::sobol& operator=(sobol&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``sobol`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
deleted file mode 100644
index 0920809770..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-continuous.rst
+++ /dev/null
@@ -1,193 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_uniform_continuous:
-
-uniform (continuous)
-====================
-
-Class is used for generation of uniformly distributed real types random numbers.
-
-.. _onemath_rng_uniform_continuous_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
-interval, respectively, and :math:`a, b \in R; a < b`
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, b}(x) = \left\{ \begin{array}{rcl} \frac{1}{b-a}, x \in [a, b) \\ 0, x \notin [a, b) \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{x - a}{b - a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
-
-
-.. _onemath_rng_uniform_continuous_syntax:
-
-class uniform
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = uniform_method::by_default>
-    class uniform {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        uniform();
-        explicit uniform(RealType a, RealType b);
-        RealType a() const;
-        RealType b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::uniform_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::uniform_method::by_default``
-                * ``oneapi::math::rng::uniform_method::standard``
-                * ``oneapi::math::rng::uniform_method::accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `uniform()`_
-          - Default constructor
-        * - `explicit uniform(RealType a, RealType b)`_
-          - Constructor with parameters
-        * - `RealType a() const`_
-          - Method to obtain left bound `a`
-        * - `RealType b() const`_
-          - Method to obtain right bound `b`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            uniform::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            uniform::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`uniform()`:
-
-        .. code-block:: cpp
-
-            uniform::uniform()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0.0, `b` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit uniform(RealType a, RealType b)`:
-
-        .. code-block:: cpp
-
-            explicit uniform::uniform(RealType a, RealType b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a left bound, `b` is a right bound, assume :math:`a < b`.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`a \ge b`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType uniform::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - left bound.
-
-    .. container:: section
-
-        .. _`RealType b() const`:
-
-        .. code-block:: cpp
-
-            RealType uniform::b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - right bound.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
deleted file mode 100644
index bdbff1c9fa..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform-discrete.rst
+++ /dev/null
@@ -1,185 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_uniform_discrete:
-
-uniform (discrete)
-==================
-
-Class is used for generation of uniformly distributed integer types random numbers.
-
-.. _onemath_rng_uniform_discrete_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
-interval, respectively, and :math:`a, b \in R; a < b`.
-
-The probability distribution is given by:
-
-.. math::
-
-    P(X = k) = \frac{1}{b - a}, k \in \{a, a + 1, ... , b - 1\}
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{\lfloor x - a + 1 \rfloor}{b-a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
-
-
-.. _onemath_rng_uniform_discrete_syntax:
-
-class uniform
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename Method = uniform_method::by_default>
-    class uniform<std::int32_t, Method> {
-    public:
-        using method_type = Method;
-        using result_type = std::int32_t;
-        uniform();
-        explicit uniform(std::int32_t a, std::int32_t b);
-        std::int32_t a() const;
-        std::int32_t b() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::uniform_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::uniform_method::by_default``
-                * ``oneapi::math::rng::uniform_method::standard``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `uniform()`_
-          - Default constructor
-        * - `explicit uniform(std::int32_t a, std::int32_t b)`_
-          - Constructor with parameters
-        * - `std::int32_t a() const`_
-          - Method to obtain left bound `a`
-        * - `std::int32_t b() const`_
-          - Method to obtain right bound `b`
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            result_type = std::int32_t
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`uniform()`:
-
-        .. code-block:: cpp
-
-            uniform()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `a` = 0, `b` = std::numeric_limits<std::int32_t>::max().
-
-    .. container:: section
-
-        .. _`explicit uniform(std::int32_t a, std::int32_t b)`:
-
-        .. code-block:: cpp
-
-            uniform(std::int32_t a, std::int32_t b)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `a` is a left bound, `b` is a right bound, assume :math:`a < b`.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`a \ge b`
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`std::int32_t a() const`:
-
-        .. code-block:: cpp
-
-            a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - left bound.
-
-    .. container:: section
-
-        .. _`std::int32_t b() const`:
-
-        .. code-block:: cpp
-
-            b() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `b` - right bound.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
deleted file mode 100644
index 748c16a318..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-uniform_bits.rst
+++ /dev/null
@@ -1,60 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_uniform_bits:
-
-uniform_bits
-============
-
-Class is used for generation of uniformly distributed bits in 32/64-bit chunks.
-
-.. _onemath_rng_uniform_bits_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
-
-class uniform_bits
-------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename UIntType = std::uint32_t>
-    class uniform_bits {
-    public:
-        using result_type = UIntType;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename UIntType
-            Type of the produced values. Supported types:
-                * ``std::uint32_t``
-                * ``std::uint64_t``
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            uniform_bits::result_type = UIntType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
deleted file mode 100644
index bb2ce4cd60..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-weibull.rst
+++ /dev/null
@@ -1,208 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_weibull:
-
-weibull
-=======
-
-Class is used for generation of Weibull distributed real types random numbers.
-
-.. _onemath_rng_weibull_description:
-
-.. rubric:: Description
-
-The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
-
-The probability distribution is given by:
-
-.. math::
-
-    f_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{\alpha}{\beta^\alpha}(x - a)^{\alpha - 1}exp((-\frac{x - a}{\beta})^{\alpha}), x \ge a \\ 0, x < a \end{array}\right.
-
-The cumulative distribution function is as follows:
-
-.. math::
-
-    F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp((-\frac{x - a}{\beta})^{\alpha}), x \ge a \\ 0, x < a \end{array}\right.
-
-.. _onemath_rng_weibull_syntax:
-
-class weibull
--------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    template<typename RealType = float, typename Method = weibull_method::by_default>
-    class weibull {
-    public:
-        using method_type = Method;
-        using result_type = RealType;
-        weibull();
-        explicit weibull(RealType alpha, RealType a, RealType b);
-        RealType alpha() const;
-        RealType a() const;
-        RealType beta() const;
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Template parameters
-
-    .. container:: section
-
-        typename RealType
-            Type of the produced values. Supported types:
-                * ``float``
-                * ``double``
-
-    .. container:: section
-
-        typename Method = oneapi::math::rng::weibull_method::by_default
-            Transformation method, which will be used for generation. Supported types:
-
-                * ``oneapi::math::rng::weibull_method::by_default``
-                * ``oneapi::math::rng::weibull_method::icdf``
-                * ``oneapi::math::rng::weibull_method::icdf_accurate``
-
-            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_mkl_rng_method_values>`.
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `weibull()`_
-          - Default constructor
-        * - `explicit weibull(RealType alpha, RealType a, RealType beta)`_
-          - Constructor with parameters
-        * - `RealType alpha() const`_
-          - Method to obtain shape value
-        * - `RealType a() const`_
-          - Method to obtain displacement value
-        * - `RealType beta() const`_
-          - Method to obtain scalefactor value
-
-.. container:: section
-
-    .. rubric:: Member types
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            weibull::method_type = Method
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines transformation method for generation.
-
-    .. container:: section
-
-        .. code-block:: cpp
-
-            weibull::result_type = RealType
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            The type which defines type of generated random numbers.
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. container:: section
-
-        .. _`weibull()`:
-
-        .. code-block:: cpp
-
-            weibull::weibull()
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Default constructor for distribution, parameters set as `alpha` = 1.0, `a` = 0.0, and `b` = 1.0.
-
-    .. container:: section
-
-        .. _`explicit weibull(RealType alpha, RealType a, RealType beta)`:
-
-        .. code-block:: cpp
-
-            explicit weibull::weibull(RealType alpha, RealType a, RealType beta)
-
-        .. container:: section
-
-            .. rubric:: Description
-
-            Constructor with parameters. `alpha` is a shape value, `a` is a displacement value, `beta` is a scalefactor value.
-
-        .. container:: section
-
-            .. rubric:: Throws
-
-            oneapi::math::invalid_argument
-                Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
-
-.. container:: section
-
-    .. rubric:: Characteristics
-
-    .. container:: section
-
-        .. _`RealType alpha() const`:
-
-        .. code-block:: cpp
-
-            RealType weibull::alpha() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `alpha` - shape value.
-
-    .. container:: section
-
-        .. _`RealType a() const`:
-
-        .. code-block:: cpp
-
-            RealType weibull::a() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `a` - displacement value.
-
-    .. container:: section
-
-        .. _`RealType beta() const`:
-
-        .. code-block:: cpp
-
-            RealType weibull::beta() const
-
-        .. container:: section
-
-            .. rubric:: Return Value
-
-            Returns the distribution parameter `beta` - scalefactor value.
-
-**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst b/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
deleted file mode 100644
index cc44cf4c47..0000000000
--- a/source/elements/oneMath/source/domains/rng/host_api/mkl-rng-wichmann_hill.rst
+++ /dev/null
@@ -1,251 +0,0 @@
-.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
-..
-.. SPDX-License-Identifier: CC-BY-4.0
-
-.. _onemath_rng_wichmann_hill:
-
-wichmann_hill
-=============
-
-The wichmann_hill engine is the set of 273 Wichmann-Hill's combined multiplicative congruential generators from NAG Numerical Libraries :ref:`[NAG] <onemath_rng_bibliography>`.
-
-.. _onemath_rng_wichmann_hill_description:
-
-.. rubric:: Description
-
-The set of 372 different basic pseudorandom number generators wichmann_hill is the second basic generator in the NAG libraries.
-
-.. container:: section
-
-    .. rubric:: Generation algorithm
-
-    :math:`x_n=a_{1, j} x_{n-1} (mod \ m_{1, j})`
-
-    :math:`y_n = a_{2, j} y_{n-1} (mod \ m_{2, j})`
-
-    :math:`z_n = a_{3, j} z_{n-1} (mod \ m_{3, j})`
-
-    :math:`w_n = a_{4, j} w_{n-1} (mod \ m_{4, j})`
-
-    :math:`u_n = (x_n / m_{1, j} + y_n / m_{2, j} + z_n / m_{3, j} + w_n / m_{4, j}) mod \ 1`
-
-    The constants :math:`a_{i, j}` range from 112 to 127, the constants :math:`m_{i, j}` are prime numbers ranging from 16718909 to 16776917, close to :math:`2 ^ {24}`.
-
-
-.. _onemath_rng_wichmann_hill_description_syntax:
-
-class wichmann_hill
--------------------
-
-.. rubric:: Syntax
-
-.. code-block:: cpp
-
-    namespace oneapi::math::rng {
-    class wichmann_hill {
-    public:
-        static constexpr std::uint32_t default_seed = 1;
-
-        wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed);
-
-        wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx);
-
-        wichmann_hill(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
-
-        wichmann_hill(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx);
-
-        wichmann_hill(const wichmann_hill& other);
-
-        wichmann_hill(wichmann_hill&& other);
-
-        wichmann_hill& operator=(const wichmann_hill& other);
-
-        wichmann_hill& operator=(wichmann_hill&& other);
-
-        ~wichmann_hill();
-    };
-    }
-
-.. container:: section
-
-    .. rubric:: Class Members
-
-    .. list-table::
-        :header-rows: 1
-
-        * - Routine
-          - Description
-        * - `wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)`_
-          - Constructor for common seed initialization of the engine (for this case multiple generators of the set would be used)
-        * - `wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`_
-          - Constructor for common seed initialization of the engine (for this case single generator of the set would be used)
-        * - `wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)`_
-          - Constructor for extended seed initialization of the engine (for this case multiple generators of the set would be used)
-        * - `wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`_
-          - Constructor for extended seed initialization of the engine (for this case single generator of the set would be used)
-        * - `wichmann_hill(const wichmann_hill& other)`_
-          - Copy constructor
-        * - `wichmann_hill(wichmann_hill&& other)`_
-          - Move constructor
-        * - `wichmann_hill& operator=(const wichmann_hill& other)`_
-          - Copy assignment operator
-        * - `wichmann_hill& operator=(wichmann_hill&& other)`_
-          - Move assignment operator
-
-.. container:: section
-
-    .. rubric:: Constructors
-
-    .. _`wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-    .. _`wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-        engine_idx
-            The index of the set 1, ..., 273.
-
-    .. container:: section
-
-        .. rubric:: Throws
-
-        oneapi::math::invalid_argument
-            Exception is thrown when :math:`idx > 273`
-
-    .. _`wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume:
-            if :math:`n = 0: x_{0} = y_{0} = z_{0} = w_{0} = 1`
-
-            if :math:`n = 1: x_{0} = seed[0] \ mod \ m_1, y_{0} = z_{0} = w_{0} = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-            if :math:`n = 2: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = w_{0} = 1`.
-
-            if :math:`n = 3: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = seed[2] \ mod \ m_3, w_{0} = 1`.
-
-            if :math:`n \geqslant 4: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2`
-
-                :math:`z_{0} = seed[2] \ mod \ m_3, w_{0} = seed[3] \ mod \ m_4`.
-
-
-    .. _`wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        queue
-            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
-
-        seed
-            The initial conditions of the generator state, assume:
-            if :math:`n = 0: x_{0} = y_{0} = z_{0} = w_{0} = 1`
-
-            if :math:`n = 1: x_{0} = seed[0] \ mod \ m_1, y_{0} = z_{0} = w_{0} = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
-
-            if :math:`n = 2: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = w_{0} = 1`.
-
-            if :math:`n = 3: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = seed[2] \ mod \ m_3, w_{0} = 1`.
-
-            if :math:`n \geqslant 4: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2`
-
-                :math:`z_{0} = seed[2] \ mod \ m_3, w_{0} = seed[3] \ mod \ m_4`.
-
-        engine_idx
-            The index of the set 1, ..., 273.
-
-    .. _`wichmann_hill(const wichmann_hill& other)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(const wichmann_hill& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`wichmann_hill(wichmann_hill&& other)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill(wichmann_hill&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is moved to the current engine.
-
-    .. _`wichmann_hill& operator=(const wichmann_hill& other)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill& operator=(const wichmann_hill& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
-
-    .. _`wichmann_hill& operator=(wichmann_hill&& other)`:
-
-    .. code-block:: cpp
-
-        wichmann_hill::wichmann_hill& operator=(wichmann_hill&& other)
-
-    .. container:: section
-
-        .. rubric:: Input Parameters
-
-        other
-            Valid ``wichmann_hill`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
-
-**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst b/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
index 78cb46e30e..8c5d98231a 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/service-routines.rst
@@ -31,5 +31,5 @@ Host Service Routines
 .. toctree::
     :hidden:
 
-    mkl-rng-leapfrog
-    mkl-rng-skip_ahead
+    onemath-rng-leapfrog
+    onemath-rng-skip_ahead
diff --git a/source/elements/oneMath/source/index.rst b/source/elements/oneMath/source/index.rst
index 8d4d608efb..471720b0a4 100644
--- a/source/elements/oneMath/source/index.rst
+++ b/source/elements/oneMath/source/index.rst
@@ -8,7 +8,7 @@
 oneMath
 ======
 
-The |mkl_full_name| (oneMath) defines a set of fundamental mathematical routines for use in high-performance computing and other applications. As part of oneAPI, oneMath is designed to allow execution on a wide variety of computational devices: CPUs, GPUs, FPGAs, and other accelerators. The functionality is subdivided into several domains: dense linear algebra, sparse linear algebra, discrete Fourier transforms, random number generators and vector math.
+The |onemath_full_name| (oneMath) defines a set of fundamental mathematical routines for use in high-performance computing and other applications. As part of oneAPI, oneMath is designed to allow execution on a wide variety of computational devices: CPUs, GPUs, FPGAs, and other accelerators. The functionality is subdivided into several domains: dense linear algebra, sparse linear algebra, discrete Fourier transforms, random number generators and vector math.
 
 
 The general assumptions, design features and requirements for the oneMath library and host-to-device computational routines will be described in :ref:`onemath_architecture`. 
diff --git a/source/spelling_wordlist.txt b/source/spelling_wordlist.txt
index 57ad846a49..2f3a58e215 100644
--- a/source/spelling_wordlist.txt
+++ b/source/spelling_wordlist.txt
@@ -496,7 +496,7 @@ microarchitecture
 middleware
 minibatch
 minmag
-mkl
+onemath
 modf
 moveassignable
 mrg

From 358f8b120177b0fbfb2dc296672f1099219b3557 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Fri, 11 Oct 2024 17:32:34 +0200
Subject: [PATCH 04/14] Address warnings and removing trailing white-spaces

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../source/architecture/api_design.inc.rst    |  10 +-
 .../source/architecture/architecture.rst      |   8 +-
 .../architecture/execution_model.inc.rst      |   2 +-
 .../domains/blas/blas-level-1-routines.rst    |  26 +-
 .../domains/blas/blas-level-2-routines.rst    |  48 ++--
 .../domains/blas/blas-level-3-routines.rst    |  18 +-
 .../domains/blas/blas-like-extensions.rst     |  10 +-
 .../rng/device_api/device-rng-usage-model.rst |   2 +-
 ...te-parameter-onemath-rng-method-values.rst |  99 +++++++
 .../domains/rng/host_api/onemath-rng-ars5.rst | 200 ++++++++++++++
 .../rng/host_api/onemath-rng-bernoulli.rst    | 177 ++++++++++++
 .../domains/rng/host_api/onemath-rng-beta.rst | 231 ++++++++++++++++
 .../rng/host_api/onemath-rng-binomial.rst     | 192 ++++++++++++++
 .../domains/rng/host_api/onemath-rng-bits.rst |  59 ++++
 .../rng/host_api/onemath-rng-cauchy.rst       | 190 +++++++++++++
 .../rng/host_api/onemath-rng-chi_square.rst   | 174 ++++++++++++
 .../host_api/onemath-rng-default_engine.rst   |  30 +++
 .../rng/host_api/onemath-rng-exponential.rst  | 191 +++++++++++++
 .../rng/host_api/onemath-rng-gamma.rst        | 211 +++++++++++++++
 .../rng/host_api/onemath-rng-gaussian.rst     | 193 ++++++++++++++
 .../rng/host_api/onemath-rng-gaussian_mv.rst  | 199 ++++++++++++++
 .../rng/host_api/onemath-rng-generate.rst     | 130 +++++++++
 .../rng/host_api/onemath-rng-geometric.rst    | 173 ++++++++++++
 .../rng/host_api/onemath-rng-gumbel.rst       | 190 +++++++++++++
 .../host_api/onemath-rng-hypergeometric.rst   | 209 +++++++++++++++
 .../rng/host_api/onemath-rng-laplace.rst      | 188 +++++++++++++
 .../rng/host_api/onemath-rng-leapfrog.rst     |  79 ++++++
 .../rng/host_api/onemath-rng-lognormal.rst    | 227 ++++++++++++++++
 .../rng/host_api/onemath-rng-mcg31m1.rst      | 148 +++++++++++
 .../rng/host_api/onemath-rng-mcg59.rst        | 148 +++++++++++
 .../rng/host_api/onemath-rng-mrg32k3a.rst     | 201 ++++++++++++++
 .../rng/host_api/onemath-rng-mt19937.rst      | 189 +++++++++++++
 .../rng/host_api/onemath-rng-mt2203.rst       | 239 +++++++++++++++++
 .../rng/host_api/onemath-rng-multinomial.rst  | 170 ++++++++++++
 .../rng/host_api/onemath-rng-negbinomial.rst  | 191 +++++++++++++
 .../rng/host_api/onemath-rng-niederreiter.rst | 169 ++++++++++++
 .../host_api/onemath-rng-nondeterministic.rst | 134 ++++++++++
 .../host_api/onemath-rng-philox4x32x10.rst    | 196 ++++++++++++++
 .../rng/host_api/onemath-rng-poisson.rst      | 173 ++++++++++++
 .../rng/host_api/onemath-rng-poisson_v.rst    | 159 +++++++++++
 .../domains/rng/host_api/onemath-rng-r250.rst | 169 ++++++++++++
 .../rng/host_api/onemath-rng-rayleigh.rst     | 193 ++++++++++++++
 .../rng/host_api/onemath-rng-sfmt19937.rst    | 179 +++++++++++++
 .../rng/host_api/onemath-rng-skip_ahead.rst   | 121 +++++++++
 .../rng/host_api/onemath-rng-sobol.rst        | 169 ++++++++++++
 .../onemath-rng-uniform-continuous.rst        | 193 ++++++++++++++
 .../host_api/onemath-rng-uniform-discrete.rst | 185 +++++++++++++
 .../rng/host_api/onemath-rng-uniform_bits.rst |  60 +++++
 .../rng/host_api/onemath-rng-usage-model.rst  |   2 +-
 .../rng/host_api/onemath-rng-weibull.rst      | 208 +++++++++++++++
 .../host_api/onemath-rng-wichmann_hill.rst    | 251 ++++++++++++++++++
 .../stats/onemath_stats_raw_moment.rst        |   2 +-
 .../stats/onemath_stats_usage_model.rst       |   2 +-
 .../onemath_stats_variation_user_mean.rst     |   2 +-
 .../source/domains/vm/vm-exceptions.rst       |   6 +-
 source/elements/oneMath/source/index.rst      |   4 +-
 56 files changed, 7258 insertions(+), 71 deletions(-)
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-onemath-rng-method-values.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-ars5.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bernoulli.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-beta.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-binomial.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bits.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-cauchy.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-chi_square.rst
 create mode 100755 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-default_engine.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-exponential.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gamma.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian.rst
 create mode 100755 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian_mv.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-generate.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-geometric.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gumbel.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-hypergeometric.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-laplace.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-leapfrog.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-lognormal.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg31m1.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg59.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mrg32k3a.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt19937.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt2203.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-multinomial.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-negbinomial.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-niederreiter.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-nondeterministic.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-philox4x32x10.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson_v.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-r250.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-rayleigh.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sfmt19937.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-skip_ahead.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sobol.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-continuous.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-discrete.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform_bits.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-weibull.rst
 create mode 100644 source/elements/oneMath/source/domains/rng/host_api/onemath-rng-wichmann_hill.rst

diff --git a/source/elements/oneMath/source/architecture/api_design.inc.rst b/source/elements/oneMath/source/architecture/api_design.inc.rst
index 10093c7299..c91c08b3ad 100644
--- a/source/elements/oneMath/source/architecture/api_design.inc.rst
+++ b/source/elements/oneMath/source/architecture/api_design.inc.rst
@@ -31,11 +31,11 @@ namespace                 oneMath domain or content
 .. note::
    :name: Implementation Requirement
 
-   Inside each oneMath domain, there are many routines, classes, enums and objects defined which constitute the breadth and scope of that oneMath domain.  
+   Inside each oneMath domain, there are many routines, classes, enums and objects defined which constitute the breadth and scope of that oneMath domain.
    It is permitted for a library implementation of the oneMath specification to implement either all, one or more than one of the domains in oneMath. However, within an implementation of a specific domain, all relevant routines, classes, enums and objects (including those relevant enums and objects which live outside a particular domain in the general ``oneapi::math`` namespace must be both declared and defined in the library so that an application that uses that domain could build and link against that library implementation successfully.
 
-   It is however acceptable to throw the runtime exception :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.  
-   For instance, a library may choose to implement the oneMath BLAS functionality and in particular may choose to implement only the :ref:`onemath_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` exception inside all the others.  
+   It is however acceptable to throw the runtime exception :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` inside of the routines or class member functions in that domain that have not been fully implemented.
+   For instance, a library may choose to implement the oneMath BLAS functionality and in particular may choose to implement only the :ref:`onemath_blas_gemm` api for their library, in which case they must also include all the other blas namespaced routines and throw the :ref:`oneapi::math::unimplemented<onemath_exception_unimplemented>` exception inside all the others.
    
    In such a case, the implemented routines in such a library should be communicated clearly and easily understood by users of that library.
 
@@ -71,9 +71,9 @@ oneMath uses the following DPC++ data types:
 .. _onemath_datatypes:
 
 oneMath defined datatypes
-++++++++++++++++++++++++
++++++++++++++++++++++++++
 
-oneMath dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::math`` namespace.  
+oneMath dense and sparse linear algebra routines use scoped enum types as type-safe replacements for the traditional character arguments used in C/Fortran implementations of BLAS and LAPACK. These types all belong to the ``oneapi::math`` namespace.
 
 Each enumeration value comes with two names: A single-character name (the traditional BLAS/LAPACK character) and a longer, more descriptive name. The two names are exactly equivalent and may be used interchangeably.
 
diff --git a/source/elements/oneMath/source/architecture/architecture.rst b/source/elements/oneMath/source/architecture/architecture.rst
index 248132c2c8..64d76726ff 100644
--- a/source/elements/oneMath/source/architecture/architecture.rst
+++ b/source/elements/oneMath/source/architecture/architecture.rst
@@ -7,12 +7,12 @@
 oneMath Architecture
 ====================
 
-The oneMath element of oneAPI has several general assumptions, requirements and recommendations for all domains contained therein.  These will be addressed in this architecture section.  
-In particular, DPC++ allows for a great control over the execution of kernels on the various devices.  We discuss the supported execution models of oneMath APIs in :ref:`onemath_execution_model`. 
+The oneMath element of oneAPI has several general assumptions, requirements and recommendations for all domains contained therein.  These will be addressed in this architecture section.
+In particular, DPC++ allows for a great control over the execution of kernels on the various devices.  We discuss the supported execution models of oneMath APIs in :ref:`onemath_execution_model`.
 A discussion of how data is stored and passed in and out of the APIs is addressed in :ref:`onemath_memory_model`.
 The general structure and design of oneMath APIs including namespaces and common data types are expressed in :ref:`onemath_api_design`.
-The exceptions and error handling are described in :ref:`onemath_exceptions`.  
-Finally all the other necessary aspects related to oneMath architecture can be found in :ref:`onemath_arch_other` including versioning and discussion of pre and post conditions. 
+The exceptions and error handling are described in :ref:`onemath_exceptions`.
+Finally all the other necessary aspects related to oneMath architecture can be found in :ref:`onemath_arch_other` including versioning and discussion of pre and post conditions.
 Other nonessential, but useful aspects of the oneMath architecture and design may also be found in the :ref:`onemath_appendix`.
 
 
diff --git a/source/elements/oneMath/source/architecture/execution_model.inc.rst b/source/elements/oneMath/source/architecture/execution_model.inc.rst
index 750406655f..1b01302db3 100644
--- a/source/elements/oneMath/source/architecture/execution_model.inc.rst
+++ b/source/elements/oneMath/source/architecture/execution_model.inc.rst
@@ -7,7 +7,7 @@
 Execution Model
 ---------------
 
-This section describes the execution environment common to all oneMath functionality. The execution environment includes how data is provided to computational routines in :ref:`onemath_queues`, support for several devices in :ref:`onemath_device_usage`, synchronous and asynchronous execution models in :ref:`onemath_asynchronous_synchronous_execution` and :ref:`onemath_host_thread_safety`.  
+This section describes the execution environment common to all oneMath functionality. The execution environment includes how data is provided to computational routines in :ref:`onemath_queues`, support for several devices in :ref:`onemath_device_usage`, synchronous and asynchronous execution models in :ref:`onemath_asynchronous_synchronous_execution` and :ref:`onemath_host_thread_safety`.
 
 .. _onemath_queues:
 
diff --git a/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
index 0721fbc823..aa13886dca 100644
--- a/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-1-routines.rst
@@ -23,37 +23,37 @@ BLAS Level 1 Routines
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemath_blas_asum`   
+         * -     :ref:`onemath_blas_asum`
            -     Sum of vector magnitudes      
-         * -     :ref:`onemath_blas_axpy`   
+         * -     :ref:`onemath_blas_axpy`
            -     Scalar-vector product      
-         * -     :ref:`onemath_blas_copy`   
+         * -     :ref:`onemath_blas_copy`
            -     Copy vector      
-         * -     :ref:`onemath_blas_dot`   
+         * -     :ref:`onemath_blas_dot`
            -     Dot product      
-         * -     :ref:`onemath_blas_sdsdot`   
+         * -     :ref:`onemath_blas_sdsdot`
            -     Dot product with double precision      
-         * -     :ref:`onemath_blas_dotc`   
+         * -     :ref:`onemath_blas_dotc`
            -     Dot product conjugated      
          * -     :ref:`onemath_blas_dotu`
            -     Dot product unconjugated      
-         * -     :ref:`onemath_blas_nrm2`   
+         * -     :ref:`onemath_blas_nrm2`
            -     Vector 2-norm (Euclidean norm)      
          * -     :ref:`onemath_blas_rot`
            -     Plane rotation of points      
-         * -     :ref:`onemath_blas_rotg`   
+         * -     :ref:`onemath_blas_rotg`
            -     Generate Givens rotation of points      
-         * -     :ref:`onemath_blas_rotm`   
+         * -     :ref:`onemath_blas_rotm`
            -     Modified Givens plane rotation of points           
-         * -     :ref:`onemath_blas_rotmg`  
+         * -     :ref:`onemath_blas_rotmg`
            -     Generate modified Givens plane rotation of points           
          * -     :ref:`onemath_blas_scal`
            -     Vector-scalar product      
-         * -     :ref:`onemath_blas_swap`   
+         * -     :ref:`onemath_blas_swap`
            -     Vector-vector swap      
-         * -     :ref:`onemath_blas_iamax`   
+         * -     :ref:`onemath_blas_iamax`
            -     Index of the maximum absolute value element of a vector     
-         * -     :ref:`onemath_blas_iamin`   
+         * -     :ref:`onemath_blas_iamin`
            -     Index of the minimum absolute value element of a vector     
 
 .. toctree::
diff --git a/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
index 260a290220..618246d706 100644
--- a/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-2-routines.rst
@@ -23,55 +23,55 @@ BLAS Level 2 Routines
 
          * -     Routines
            -     Description  
-         * -     :ref:`onemath_blas_gbmv`   
+         * -     :ref:`onemath_blas_gbmv`
            -     Matrix-vector product using a general band matrix         
-         * -     :ref:`onemath_blas_gemv`   
+         * -     :ref:`onemath_blas_gemv`
            -     Matrix-vector product using a general matrix     
-         * -     :ref:`onemath_blas_ger`   
+         * -     :ref:`onemath_blas_ger`
            -     Rank-1 update of a general matrix     
-         * -     :ref:`onemath_blas_gerc`   
+         * -     :ref:`onemath_blas_gerc`
            -     Rank-1 update of a conjugated general matrix     
-         * -     :ref:`onemath_blas_geru`   
+         * -     :ref:`onemath_blas_geru`
            -     Rank-1 update of a general matrix, unconjugated          
-         * -     :ref:`onemath_blas_hbmv`   
+         * -     :ref:`onemath_blas_hbmv`
            -     Matrix-vector product using a Hermitian band matrix          
          * -     :ref:`onemath_blas_hemv`
            -     Matrix-vector product using a Hermitian matrix          
-         * -     :ref:`onemath_blas_her`   
+         * -     :ref:`onemath_blas_her`
            -     Rank-1 update of a Hermitian matrix     
-         * -     :ref:`onemath_blas_her2`   
+         * -     :ref:`onemath_blas_her2`
            -     Rank-2 update of a Hermitian matrix     
-         * -     :ref:`onemath_blas_hpmv`   
+         * -     :ref:`onemath_blas_hpmv`
            -     Matrix-vector product using a Hermitian packed matrix          
-         * -     :ref:`onemath_blas_hpr`   
+         * -     :ref:`onemath_blas_hpr`
            -     Rank-1 update of a Hermitian packed matrix     
-         * -     :ref:`onemath_blas_hpr2`   
+         * -     :ref:`onemath_blas_hpr2`
            -     Rank-2 update of a Hermitian packed matrix     
-         * -     :ref:`onemath_blas_sbmv`   
+         * -     :ref:`onemath_blas_sbmv`
            -     Matrix-vector product using symmetric band matrix          
-         * -     :ref:`onemath_blas_spmv`   
+         * -     :ref:`onemath_blas_spmv`
            -     Matrix-vector product using a symmetric packed matrix          
-         * -     :ref:`onemath_blas_spr`   
+         * -     :ref:`onemath_blas_spr`
            -     Rank-1 update of a symmetric packed matrix     
-         * -     :ref:`onemath_blas_spr2`   
+         * -     :ref:`onemath_blas_spr2`
            -     Rank-2 update of a symmetric packed matrix     
-         * -     :ref:`onemath_blas_symv`   
+         * -     :ref:`onemath_blas_symv`
            -     Matrix-vector product using a symmetric matrix          
-         * -     :ref:`onemath_blas_syr`   
+         * -     :ref:`onemath_blas_syr`
            -     Rank-1 update of a symmetric matrix     
-         * -     :ref:`onemath_blas_syr2`   
+         * -     :ref:`onemath_blas_syr2`
            -     Rank-2 update of a symmetric matrix     
-         * -     :ref:`onemath_blas_tbmv`   
+         * -     :ref:`onemath_blas_tbmv`
            -     Matrix-vector product using a triangular band matrix          
-         * -     :ref:`onemath_blas_tbsv`   
+         * -     :ref:`onemath_blas_tbsv`
            -     Solution of a linear system of equations with a triangular band matrix    
-         * -     :ref:`onemath_blas_tpmv`   
+         * -     :ref:`onemath_blas_tpmv`
            -     Matrix-vector product using a triangular packed matrix          
-         * -     :ref:`onemath_blas_tpsv`   
+         * -     :ref:`onemath_blas_tpsv`
            -     Solution of a linear system of equations with a triangular packed matrix    
-         * -     :ref:`onemath_blas_trmv`   
+         * -     :ref:`onemath_blas_trmv`
            -     Matrix-vector product using a triangular matrix          
-         * -     :ref:`onemath_blas_trsv`   
+         * -     :ref:`onemath_blas_trsv`
            -     Solution of a linear system of equations with a triangular matrix    
 
 
diff --git a/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst b/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
index 160eb0d241..28529b240f 100644
--- a/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-level-3-routines.rst
@@ -22,23 +22,23 @@ BLAS Level 3 Routines
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemath_blas_gemm`   
+         * -     :ref:`onemath_blas_gemm`
            -     Computes a matrix-matrix product with general matrices.   
-         * -     :ref:`onemath_blas_hemm`   
+         * -     :ref:`onemath_blas_hemm`
            -     Computes a matrix-matrix product where one input matrix is Hermitian and one is general.   
-         * -     :ref:`onemath_blas_herk`   
+         * -     :ref:`onemath_blas_herk`
            -     Performs a Hermitian rank-k update.    
-         * -     :ref:`onemath_blas_her2k`   
+         * -     :ref:`onemath_blas_her2k`
            -     Performs a Hermitian rank-2k update.    
-         * -     :ref:`onemath_blas_symm`   
+         * -     :ref:`onemath_blas_symm`
            -     Computes a matrix-matrix product where one input matrix is symmetric and one matrix is general.   
-         * -     :ref:`onemath_blas_syrk`   
+         * -     :ref:`onemath_blas_syrk`
            -     Performs a symmetric rank-k update.    
-         * -     :ref:`onemath_blas_syr2k`   
+         * -     :ref:`onemath_blas_syr2k`
            -     Performs a symmetric rank-2k update.    
-         * -     :ref:`onemath_blas_trmm`   
+         * -     :ref:`onemath_blas_trmm`
            -     Computes a matrix-matrix product where one input matrix is triangular and one input matrix is general.   
-         * -     :ref:`onemath_blas_trsm`   
+         * -     :ref:`onemath_blas_trsm`
            -     Solves a triangular matrix equation (forward or backward solve).   
 
 
diff --git a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
index 4b9750501f..08cbf7454f 100644
--- a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
@@ -26,16 +26,16 @@ BLAS-like Extensions
 
          * -     Routines
            -     Description     
-         * -     :ref:`onemath_blas_axpy_batch`   
+         * -     :ref:`onemath_blas_axpy_batch`
            -     Computes groups of vector-scalar products added to a vector.
-         * -     :ref:`onemath_blas_gemm_batch`   
+         * -     :ref:`onemath_blas_gemm_batch`
            -     Computes groups of matrix-matrix products with general matrices.   
-         * -     :ref:`onemath_blas_trsm_batch`   
+         * -     :ref:`onemath_blas_trsm_batch`
            -     Solves a triangular matrix equation for a group of matrices.   
-         * -     :ref:`onemath_blas_gemmt`   
+         * -     :ref:`onemath_blas_gemmt`
            -     Computes a matrix-matrix product with general matrices, but updates
                  only the upper or lower triangular part of the result matrix.
-         * -     :ref:`onemath_blas_gemm_bias`   
+         * -     :ref:`onemath_blas_gemm_bias`
            -     Computes a matrix-matrix product using general integer matrices with bias
          * -     :ref:`onemath_blas_imatcopy`
            -     Computes an in-place matrix transposition or copy.
diff --git a/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
index 46c603c3f3..697feb7bd3 100644
--- a/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/device_api/device-rng-usage-model.rst
@@ -5,7 +5,7 @@
 .. _onemath_device_rng_usage_model:
 
 oneMath RNG Device Usage Model
-=============================
+==============================
 
 .. contents::
     :local:
diff --git a/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-onemath-rng-method-values.rst b/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-onemath-rng-method-values.rst
new file mode 100644
index 0000000000..d575c6f951
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/distributions-template-parameter-onemath-rng-method-values.rst
@@ -0,0 +1,99 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_distributions_template_parameter_onemath_rng_method_values:
+
+Distributions Template Parameter Method
+=======================================
+
+
+.. container:: section
+
+    .. list-table::
+        :header-rows: 1
+
+        * -  Method
+          -  Distributions
+          -  Math Description
+        * -  ``uniform_method::standard``\         \ ``uniform_method::accurate``\
+          -  \ ``uniform(s,d)``\       \ ``uniform(i)``\
+          -     Standard method. ``uniform_method::standard_accurate`` supported for ``uniform(s, d)`` only.
+        * -  ``gaussian_method::box_muller``
+          -  \ ``gaussian``\
+          -     Generates normally distributed random number x thru the pair of uniformly distributed numbers :math:`u_1` and :math:`u_2` according to the formula: :math:`x = \sqrt{-2lnu_1}\sin(2 \pi u_2)`
+        * -  ``gaussian_method::box_muller2``
+          -  \ ``gaussian``\       \ ``lognormal``\
+          -     Generates normally distributed random numbers :math:`x_1` and :math:`x_2` thru the pair of uniformly distributed numbers :math:`u_1` and :math:`u_2` according to the formulas: \ :math:`x_1 = \sqrt{-2lnu_1}\sin{2\pi u_2}`\       \ :math:`x_2 = \sqrt{-2lnu_1}\cos{2\pi u_2}`\
+        * -  ``gaussian_method::icdf``
+          -  \ ``gaussian``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``exponential_method::icdf``\         \ ``exponential_method::icdf_accurate``\
+          -  \ ``exponential``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``weibull_method::icdf``\         \ ``weibull_method::icdf_accurate``\
+          -  \ ``weibull``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``cauchy_method::icdf``\
+          -  \ ``cauchy``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``rayleigh_method::icdf``\         \ ``rayleigh_method::icdf_accurate``\
+          -  \ ``rayleigh``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``bernoulli_method::icdf``\
+          -  \ ``bernoulli``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``geometric_method::icdf``\
+          -  \ ``geometric``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``gumbel_method::icdf``\
+          -  \ ``gumbel``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``lognormal_method::icdf``\         \ ``lognormal_method::icdf_accurate``\
+          -  \ ``lognormal``\
+          -     Inverse cumulative distribution function (ICDF) method.
+        * -  \ ``lognormal_method::box_muller2``\         \ ``lognormal_method::box_muller2_accurate``\
+          -  \ ``lognormal``\
+          -     Generated normally distributed random numbers :math:`x_1` and :math:`x_2` by box_muller2 method are converted to lognormal distribution.
+        * -  \ ``gamma_method::marsaglia``\         \ ``gamma_method::marsaglia_accurate``\
+          -     \ ``gamma``\
+          -     For :math:`\alpha > 1`, a gamma distributed random number is generated as a cube of properly scaled normal random number; for :math:`0.6 \leq \alpha < 1`, a gamma distributed random number is generated using rejection from Weibull distribution; for :math:`\alpha < 0.6`, a gamma distributed random number is obtained using transformation of exponential power distribution; for :math:`\alpha = 1`, gamma distribution is reduced to exponential distribution.
+        * -  \ ``beta_method::cja``\         \ ``beta_method::cja_accurate``\
+          -     \ ``beta``\
+          -     Cheng-Jonhnk-Atkinson method. For :math:`min(p, q) > 1`, Cheng method is used; for :math:`min(p, q) < 1`, Johnk method is used, if :math:`q + K*p2 + C \leq 0 (K = 0.852..., C=-0.956...)` otherwise, Atkinson switching algorithm is used; for :math:`max(p, q) < 1`, method of Johnk is used; for :math:`min(p, q) < 1, max(p, q)> 1`, Atkinson switching algorithm is used (CJA stands for Cheng, Johnk, Atkinson); for :math:`p = 1` or :math:`q = 1`, inverse cumulative distribution function method is used; for :math:`p = 1` and :math:`q = 1`, beta distribution is reduced to uniform distribution.
+        * -  ``chi_square_method::gamma_based``
+          -     \ ``chi_square``\
+          -     (most common):       If :math:`\nu \ge 17` or :math:`\nu` is odd and :math:`5 \leq \nu \leq 15`, a chi-square distribution is reduced to a Gamma distribution with these parameters: Shape :math:`\alpha = \nu / 2`\ Offset :math:`a = 0`\       \Scale factor :math:`\beta = 2`\       The random numbers of the Gamma distribution are generated.
+        * -  ``binomial_method::btpe``
+          -     \ ``binomial``\
+          -     Acceptance/rejection method for :math:`ntrial * min(p, 1 - p) \ge 30` with decomposition into four regions: two parallelograms, triangle, left exponential tail, right exponential tail.
+        * -  ``poisson_method::ptpe``
+          -     \ ``poisson``\
+          -     Acceptance/rejection method for :math:`\lambda \ge 27` with decomposition into four regions: two parallelograms, triangle, left exponential tail, right exponential tail.
+        * -  ``poisson_method::gaussian_icdf_based``
+          -           \ ``poisson``\
+          -     for :math:`\lambda \ge 1`, method based on Poisson inverse CDF approximation by Gaussian inverse CDF; for :math:`\lambda < 1`, table lookup method is used.
+        * -  ``poisson_v_method::gaussian_icdf_based``
+          -           \ ``poisson_v``\
+          -     for :math:`\lambda \ge 1`, method based on Poisson inverse CDF approximation by Gaussian inverse CDF; for :math:`\lambda < 1`, table lookup method is used.
+        * -  ``hypergeometric_method::h2pe``
+          -     \ ``hypergeometric``\
+          -     Acceptance/rejection method for large mode of distribution with decomposition into three regions: rectangular, left exponential tail, right exponential tail.
+        * -  ``negative_binomial_method::nbar``
+          -     \ ``negative_binomial``\
+          -     Acceptance/rejection method for: :math:`\frac{(a - 1)(1 - p)}{p} \ge 100` with decomposition      into five regions: rectangular, 2 trapezoid, left exponential tail, right exponential tail.
+        * -  ``multinomial_method::poisson_icdf_based``
+          -     \ ``multinomial``\
+          -     Multinomial distribution with parameters :math:`m, k`, and a probability vector :math:`p`. Random numbers of the multinomial distribution are generated by Poisson Approximation method.
+        * -  ``gaussian_mv_method::box_muller``
+          -     \ ``gaussian_mv``\
+          -     BoxMuller method for gaussian_mv method.
+        * -  ``gaussian_mv_method::box_muller2``
+          -     \ ``gaussian_mv``\
+          -     BoxMuller2 method for gaussian_mv method.
+        * -  ``gaussian_mv_method::icdf``
+          -     \ ``gaussian_mv``\
+          -     Inverse cumulative distribution function (ICDF) method.
+
+**Parent
+topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-ars5.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-ars5.rst
new file mode 100644
index 0000000000..d124114feb
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-ars5.rst
@@ -0,0 +1,200 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_ars5:
+
+ars5
+====
+
+The ars5 counter-based pseudorandom number generator.
+
+.. _onemath_rng_ars5_description:
+
+.. rubric:: Description
+
+The ars5 engine is a keyed family of counter-based BRNG. The state consists of a 128-bit integer counter :math:`c` and a 128-bit key :math:`k`. The BRNG is based on the AES encryption algorithm [:ref:`FIPS-197 <onemath_rng_bibliography>`].
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    The generator has a 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
+
+    1. The i-th number is defined by the following formula :math:`r_i=(f(i/ 4) >> ((i \ mod \ 4) * 32)) \ mod \ 2 ^ {32}`
+    2. Function :math:`f(c)` takes a 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
+        2.1. :math:`c_0 = c \oplus k` and :math:`k_0 = k`.
+
+        2.2. The following recurrence is calculated N = 5 times:
+
+        :math:`c_{i+1} = SubBytes(c)`
+
+        :math:`c_{i+1} = ShiftRows(c_{i+1})`
+
+        :math:`c_{i+1} = MixColumns(c_{i+1})`, this step is omitted if :math:`i+1 = N`
+
+        :math:`c_{i+1} = AddRoundKey(c_{i+1}, k_j)`
+
+        :math:`Lo(k_{i+1}) = Lo(k) + 0x9E3779B97F4A7C15`
+
+        :math:`Hi(k_{i+1}) = Hi(k) + 0xBB67AE8584CAA73B`
+
+        Specification for :math:`SubBytes, ShiftRows, MixColumns, AddRoundKey` functions can be found in [:ref:`FIPS-197 <onemath_rng_bibliography>`].
+
+        2.3. Put :math:`f(c) = c_N`, where :math:`N = 10`
+
+    3. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
+
+.. _onemath_rng_ars5_description_syntax:
+
+class ars5
+----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class ars5 {
+    public:
+            static constexpr std::uint64_t default_seed = 0;
+
+            ars5(sycl::queue queue, std::uint64_t seed = default_seed);
+
+            ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed);
+
+            ars5(const ars5& other);
+
+            ars5(ars5&& other);
+
+            ars5& operator=(const ars5& other);
+
+            ars5& operator=(ars5&& other);
+
+            ~ars5();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `ars5(sycl::queue queue, std::uint64_t seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `ars5(const ars5& other)`_
+          - Copy constructor
+        * - `ars5(ars5&& other)`_
+          - Move constructor
+        * - `ars5& operator=(const ars5& other)`_
+          - Copy assignment operator
+        * - `ars5& operator=(ars5&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`ars5(sycl::queue queue, std::uint64_t seed)`:
+
+    .. code-block:: cpp
+
+      ars5::ars5(sycl::queue queue, std::uint64_t seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is 128-bit key, :math:`c` is 128-bit counter.
+
+    .. _`ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`:
+
+    .. code-block:: cpp
+
+      ars5::ars5(sycl::queue queue, std::initializer_list<std::uint64_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume
+            if :math:`n = 0: k = 0, c = 0`
+
+            if :math:`n = 1: k = seed[0], c = 0`
+
+            if :math:`n = 2: k = seed[0] + seed[1] \cdot 2^{64}, c = 0`
+
+            if :math:`n = 3: k = seed[0] + seed[1] \cdot 2^{64}, c = seed[2]`
+
+            if :math:`n = 4: k = seed[0] + seed[1] \cdot 2^{64}, c = seed[2] + seed[3] \cdot 2^{64}`
+
+            for :math:`n > 4` following arguments are ignored
+
+    .. _`ars5(const ars5& other)`:
+
+    .. code-block:: cpp
+
+      ars5::ars5(const ars5& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``ars5`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`ars5(ars5&& other)`:
+
+    .. code-block:: cpp
+
+      ars5::ars5(ars5&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``ars5`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+
+    .. _`ars5& operator=(const ars5& other)`:
+
+    .. code-block:: cpp
+
+        ars5::ars5& operator=(const ars5& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``ars5`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`ars5& operator=(ars5&& other)`:
+
+    .. code-block:: cpp
+
+        ars5::ars5& operator=(ars5&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``ars5`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bernoulli.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bernoulli.rst
new file mode 100644
index 0000000000..3991b199e5
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bernoulli.rst
@@ -0,0 +1,177 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_bernoulli:
+
+bernoulli
+=========
+
+Class is used for generation of Bernoulli distributed integer types random numbers.
+
+.. _onemath_rng_bernoulli_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Bernoulli distributed with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p; p \leq 1`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X = 1) = p
+
+.. math::
+
+    P(X = 0) = 1 - p
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - p, 0 \leq x < 1, x \in R \\ 1, x \ge 1 \end{array}\right.
+
+.. _onemath_rng_bernoulli_syntax:
+
+class bernoulli
+---------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = bernoulli_method::by_default>
+    class bernoulli {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        bernoulli();
+        explicit bernoulli(float p);
+        float p() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+                * ``std::uint32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::bernoulli_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::bernoulli_method::by_default``
+                * ``oneapi::math::rng::bernoulli_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `bernoulli()`_
+          - Default constructor
+        * - `explicit bernoulli(float p)`_
+          - Constructor with parameters
+        * - `float p() const`_
+          - Method to obtain probability `p`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            bernoulli::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            bernoulli::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`bernoulli()`:
+
+        .. code-block:: cpp
+
+            bernoulli::bernoulli()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `p` = 0.5f.
+
+    .. container:: section
+
+        .. _`explicit bernoulli(float p)`:
+
+        .. code-block:: cpp
+
+            explicit bernoulli::bernoulli(float p)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `p` is a probability.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when `p > 1.0f`, or `p < 0.0f`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`float p() const`:
+
+        .. code-block:: cpp
+
+            float p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `p` - probability.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-beta.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-beta.rst
new file mode 100644
index 0000000000..1bb6018e49
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-beta.rst
@@ -0,0 +1,231 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_beta:
+
+beta
+====
+
+Class is used for generation of beta distributed real types random numbers.
+
+.. _onemath_rng_beta_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
+function to provide random numbers beta distributed with shape parameters :math:`p` and :math:`q`,
+displacement :math:`\alpha` and scale parameter :math:`(b, \beta)`, where :math:`p`, :math:`q`.
+:math:`\alpha`, :math:`\beta` :math:`\in R; p > 0; q > 0; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{p, q, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{B(p, q) * \beta^{p + q - 1}}(x - a)^{p - 1}*(\beta + \alpha - x)^{q - 1}, \alpha \leq x < \alpha + \beta \\ 0, x < \alpha, x \ge \alpha + \beta \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < \alpha \\ \int^x_{\alpha}\frac{1}{B(p, q) * \beta^{p + q - 1}}(y - \alpha)^{p - 1}*(\beta + \alpha - y)^{q - 1}dy, \alpha \leq x < \alpha + \beta, x \in R \\ 1, x \ge \alpha + \beta \end{array}\right.
+
+
+Where :math:`B(p, 1)` is the complete beta function.
+
+.. _onemath_rng_beta_syntax:
+
+class beta
+----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = beta_method::by_default>
+    class beta {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        beta();
+        explicit beta(RealType p, RealType q, RealType a, RealType b);
+        RealType p() const;
+        RealType q() const;
+        RealType a() const;
+        RealType b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::beta_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::beta_method::by_default``
+                * ``oneapi::math::rng::beta_method::cja``
+                * ``oneapi::math::rng::beta_method::cja_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `beta()`_
+          - Default constructor
+        * - `explicit beta(RealType p, RealType q, RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType p() const`_
+          - Method to obtain shape ``p``
+        * - `RealType q() const`_
+          - Method to obtain shape ``q``
+        * - `RealType a() const`_
+          - Method to obtain displacement :math:`\alpha`
+        * - `RealType b() const`_
+          - Method to obtain scalefactor :math:`\beta`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            beta::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            beta::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`beta()`:
+
+        .. code-block:: cpp
+
+            beta::beta()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as ``p`` = 1.0, ``q`` = 0.0, :math:`\alpha` = 1.0, :math:`\beta` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit beta(RealType p, RealType q, RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit beta::beta(RealType p, RealType q, RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. ``p`` and ``q`` are shapes, :math:`\alpha` is a displacement, :math:`\beta` is a scalefactor.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`p \leq 0.0f`, or :math:`q \leq 0.0f`, or :math:`\beta \leq 0.0f`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType p() const`:
+
+        .. code-block:: cpp
+
+            RealType beta::p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter ``p`` - shape.
+
+    .. container:: section
+
+        .. _`RealType q() const`:
+
+        .. code-block:: cpp
+
+            RealType beta::q() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter ``q`` - shape.
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType beta::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter :math:`\alpha` - displacement.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType beta::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter :math:`\beta` - scalefactor.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-binomial.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-binomial.rst
new file mode 100644
index 0000000000..6c4fc2e5d5
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-binomial.rst
@@ -0,0 +1,192 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_binomial:
+
+binomial
+========
+
+Class is used for generation of binomially distributed integer types random numbers.
+
+.. _onemath_rng_binomial_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers binomially distributed with a number of independent Bernoulli trials :math:`m`, and with probability :math:`p` of a single trial success, where :math:`p \in R; 0 \leq p \leq 1, m \in N`.
+
+A binomially distributed variate represents the number of successes in :math:`m` independent Bernoulli trials with probability of a single trial success :math:`p`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X = k) = C^k_{m}p^k(1 - p)^{m - k}, k \in \{0, 1, ... , m\}
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{m, p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ \sum^{\lfloor x \rfloor}_{k = 0} C^k_{m}p^k(1 - p)^{m - k}, 0 \leq x < m, x \in R \\ 1, x \ge m \end{array}\right.
+
+
+.. _onemath_rng_binomial_syntax:
+
+class binomial
+--------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = binomial_method::by_default>
+    class binomial {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        binomial();
+        explicit binomial(std::int32_t ntrial, double p);
+        std::int32_t ntrial() const;
+        double p() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::binomial_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::binomial_method::by_default``
+                * ``oneapi::math::rng::binomial_method::btpe``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `binomial()`_
+          - Default constructor
+        * - `explicit binomial(std::int32_t ntrial, double p)`_
+          - Constructor with parameters
+        * - `std::int32_t ntrial() const`_
+          - Method to obtain number of independent trials `m`
+        * - `double p() const`_
+          - Method to obtain success probability of a single trial `p`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            binomial::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            binomial::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`binomial()`:
+
+        .. code-block:: cpp
+
+            binomial::binomial()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `m` = 5, `p` = 0.5.
+
+    .. container:: section
+
+        .. _`explicit binomial(std::int32_t ntrial, double p)`:
+
+        .. code-block:: cpp
+
+            explicit binomial::binomial(std::int32_t ntrial, double p)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `ntrial` is the number of independent trials, `p` is the success probability of a single trial.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`p > 1.0`, or :math:`p < 0.0`, or :math:`ntrial < 1`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t ntrial() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t binomial::ntrial() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `m` - number of independent trials.
+
+    .. container:: section
+
+        .. _`double p() const`:
+
+        .. code-block:: cpp
+
+            double binomial::p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `p` - success probability of a single trial.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bits.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bits.rst
new file mode 100644
index 0000000000..f6cdf37dee
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-bits.rst
@@ -0,0 +1,59 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_bits:
+
+bits
+====
+
+Class is used for generation of underlying engine integer recurrence.
+
+.. _onemath_rng_bits_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide integer random numbers. Each integer can be treated as a vector of several bits. In a truly random generator, these bits are random, while in pseudorandom generators this randomness can be violated.
+
+class bits
+----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename UIntType = std::uint32_t>
+    class bits {
+    public:
+        using result_type = UIntType;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename UIntType
+            Type of the produced values. Supported types:
+                * ``std::uint32_t``
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            bits::result_type = UIntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-cauchy.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-cauchy.rst
new file mode 100644
index 0000000000..8a10ef78a1
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-cauchy.rst
@@ -0,0 +1,190 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_cauchy:
+
+cauchy
+======
+
+Class is used for generation of Cauchy distributed real types random numbers.
+
+.. _onemath_rng_cauchy_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Cauchy distributed with displacement :math:`a`, and scale parameter :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \beta}(x) = \frac{1}{\pi\beta(1 + (\frac{x - a}{\beta})^2)}, x \in R.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \beta}(x) = \frac{1}{2} + \frac{1}{\pi} \arctan{(\frac{x - a}{\beta})}, x \in R.
+
+.. _onemath_rng_cauchy_syntax:
+
+class cauchy
+------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = cauchy_method::by_default>
+    class cauchy {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        cauchy();
+        explicit cauchy(RealType a, RealType b);
+        RealType a() const;
+        RealType b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::cauchy_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::cauchy_method::by_default``
+                * ``oneapi::math::rng::cauchy_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `cauchy()`_
+          - Default constructor
+        * - `explicit cauchy(RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType b() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            cauchy::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            cauchy::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`cauchy()`:
+
+        .. code-block:: cpp
+
+            cauchy::cauchy()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, and `b` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit cauchy(RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit cauchy::cauchy(RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a displacement value, `b` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType cauchy::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType cauchy::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-chi_square.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-chi_square.rst
new file mode 100644
index 0000000000..0978b8c49c
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-chi_square.rst
@@ -0,0 +1,174 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_chi_square:
+
+chi_square
+==========
+
+Class is used for generation of chi-square distributed real types random numbers.
+
+.. _onemath_rng_chi_square_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers chi-square distributed with :math:`n` degrees of freedom, :math:`n \in N; n > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{n}(x) = \left\{ \begin{array}{rcl} \frac{x^{\frac{n - 2}{2}}e^{-\frac{x}{2}}}{2^{n/2}\Gamma(n/2)}, x \ge 0 \\ 0, x < 0 \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{n}(x) = \left\{ \begin{array}{rcl} \int^{x}_{0}\frac{y^{\frac{n - 2}{2}}e^{-\frac{x}{2}}}{2^{n/2}\Gamma(n/2)}dy, x \ge 0 \\ 0, x < 0 \end{array}\right.
+
+
+.. _onemath_rng_chi_square_syntax:
+
+class chi_square
+----------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = chi_square_method::by_default>
+    class chi_square {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        chi_square();
+        explicit chi_square(std::int32_t n);
+        std::int32_t n() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::chi_square_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::chi_square_method::by_default``
+                * ``oneapi::math::rng::chi_square_method::gamma_based``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `chi_square()`_
+          - Default constructor
+        * - `explicit chi_square(std::int32_t n)`_
+          - Constructor with parameters
+        * - `std::int32_t n() const`_
+          - Method to obtain number of degrees of freedom `n`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            chi_square::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            chi_square::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`chi_square()`:
+
+        .. code-block:: cpp
+
+            chi_square::chi_square()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `n` = 5.
+
+    .. container:: section
+
+        .. _`explicit chi_square(std::int32_t n)`:
+
+        .. code-block:: cpp
+
+            explicit chi_square::chi_square(std::int32_t n)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `n` is the number of degrees of freedom.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`n < 1`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t n() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t chi_square::n() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `n` - number of degrees of freedom.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-default_engine.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-default_engine.rst
new file mode 100755
index 0000000000..9d11919a29
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-default_engine.rst
@@ -0,0 +1,30 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_default_engine:
+
+default_engine
+==============
+
+Default random engine.
+
+.. _onemath_rng_default_engine_description:
+
+.. rubric:: Description
+
+The choice of engine type named by default_engine is implementation-defined. The implementation may select this type on the basis of performance, size, quality, or any combination of such factors.
+
+.. _onemath_rng_default_engine_description_syntax:
+
+type alias default_engine
+-------------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    using default_engine = implementation-defined;
+
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-exponential.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-exponential.rst
new file mode 100644
index 0000000000..ab21ecdff9
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-exponential.rst
@@ -0,0 +1,191 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_exponential:
+
+exponential
+===========
+
+Class is used for generation of exponentially distributed real types random numbers.
+
+.. _onemath_rng_exponential_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers exponentially distributed with displacement :math:`a` and scalefactor :math:`\beta`, where :math:`a, \beta \in R; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\beta}exp(-\frac{x - a}{\beta}), x \ge a \\ 0, x < a \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{x - a}{\beta}), x \ge a \\ 0, x < a \end{array}\right.
+
+.. _onemath_rng_exponential_syntax:
+
+class exponential
+-----------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = exponential_method::by_default>
+    class exponential {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        exponential();
+        explicit exponential(RealType a, RealType beta);
+        RealType a() const;
+        RealType beta() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::exponential_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::exponential_method::by_default``
+                * ``oneapi::math::rng::exponential_method::icdf``
+                * ``oneapi::math::rng::exponential_method::icdf_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `exponential()`_
+          - Default constructor
+        * - `explicit exponential(RealType a, RealType beta)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType beta() const`_
+          - Method to obtain scalefactor
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            exponential::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            exponential::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`exponential()`:
+
+        .. code-block:: cpp
+
+            exponential::exponential()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, `beta` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit exponential(RealType a, RealType beta)`:
+
+        .. code-block:: cpp
+
+            explicit exponential::exponential(RealType a, RealType beta)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a displacement, `beta` is a scalefactor.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`beta \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType exponential::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement.
+
+    .. container:: section
+
+        .. _`RealType beta() const`:
+
+        .. code-block:: cpp
+
+            RealType exponential::beta() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `beta` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gamma.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gamma.rst
new file mode 100644
index 0000000000..afe899bc12
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gamma.rst
@@ -0,0 +1,211 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_gamma:
+
+gamma
+=====
+
+Class is used for generation of gamma distributed real types random numbers.
+
+.. _onemath_rng_gamma_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>`
+function to provide random numbers gamma distributed with shape :math:`\alpha`,
+displacement :math:`a`, and scale parameter :math:`\beta`, where
+:math:`a, \alpha, \beta \in R; \alpha > 0; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\Gamma(\alpha)\beta^{\alpha}}(x - a)^{\alpha - 1}e^{-(x - a) / \beta}, x \ge a \\ 0, x < a \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \int^x_a\frac{1}{\Gamma(\alpha)\beta^{\alpha}}(y - a)^{\alpha - 1}e^{-(y - a) / \beta}dy, x \ge a \\ 0, x < a \end{array}\right.
+
+.. _onemath_rng_gamma_syntax:
+
+class gamma
+-----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = gamma_method::by_default>
+    class gamma {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        gamma();
+        explicit gamma(RealType alpha, RealType a, RealType beta);
+        RealType alpha() const;
+        RealType a() const;
+        RealType beta() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::gamma_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::gamma_method::by_default``
+                * ``oneapi::math::rng::gamma_method::marsaglia``
+                * ``oneapi::math::rng::gamma_method::marsaglia_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `gamma()`_
+          - Default constructor
+        * - `explicit gamma(RealType alpha, RealType a, RealType beta)`_
+          - Constructor with parameters
+        * - `RealType alpha() const`_
+          - Method to obtain shape value
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType beta() const`_
+          - Method to obtain scale value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gamma::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gamma::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`gamma()`:
+
+        .. code-block:: cpp
+
+            gamma::gamma()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `alpha` = 1.0, `a` = 0.0, and `beta` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit gamma(RealType alpha, RealType a, RealType beta)`:
+
+        .. code-block:: cpp
+
+            explicit gamma::gamma(RealType alpha, RealType a, RealType beta)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `alpha` is a shape value, `a` is a displacement value, `beta` is a scale parameter.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType alpha() const`:
+
+        .. code-block:: cpp
+
+            RealType gamma::alpha() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `alpha` - shape value.
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType gamma::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType beta() const`:
+
+        .. code-block:: cpp
+
+            RealType gamma::beta() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `beta` - scale parameter.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian.rst
new file mode 100644
index 0000000000..0a88916c6b
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian.rst
@@ -0,0 +1,193 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_gaussian:
+
+gaussian
+========
+
+Class is used for generation of normally distributed real types random numbers.
+
+.. _onemath_rng_gaussian_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers normally distributed with mean :math:`(mean, a)` and standard deviation :math:`(stddev, \sigma)`, where :math:`a, \sigma \in R; \sigma > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \sigma}(x) = \frac{1}{\sigma\sqrt{2\pi}}exp(-\frac{(x - a)^2}{2*\sigma^2}), x \in R.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \sigma}(x) = \int^x_{-\infty}\frac{1}{\sigma\sqrt{2\pi}}exp(-\frac{(y - a)^2}{2*\sigma^2})dy, x \in R.
+
+
+.. _onemath_rng_gaussian_syntax:
+
+class gaussian
+--------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = gaussian_method::by_default>
+    class gaussian {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        gaussian();
+        explicit gaussian(RealType mean, RealType stddev);
+        RealType mean() const;
+        RealType stddev() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::gaussian_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::gaussian_method::by_default``
+                * ``oneapi::math::rng::gaussian_method::box_muller``
+                * ``oneapi::math::rng::gaussian_method::box_muller2``
+                * ``oneapi::math::rng::gaussian_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `gaussian()`_
+          - Default constructor
+        * - `explicit gaussian(RealType mean, RealType stddev)`_
+          - Constructor with parameters
+        * - `RealType mean() const`_
+          - Method to obtain mean value
+        * - `RealType stddev() const`_
+          - Method to obtain standard deviation value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gaussian::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gaussian::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`gaussian()`:
+
+        .. code-block:: cpp
+
+            gaussian::gaussian()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `mean` = 0.0, `stddev` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit gaussian(RealType mean, RealType stddev)`:
+
+        .. code-block:: cpp
+
+            explicit gaussian::gaussian(RealType mean, RealType stddev)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `mean` is a mean value, `stddev` is a standard deviation value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when `stddev` :math:`\leq` `static_cast<RealType>(0.0)`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType mean() const`:
+
+        .. code-block:: cpp
+
+            RealType gaussian::mean() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `mean` - mean value.
+
+    .. container:: section
+
+        .. _`RealType stddev() const`:
+
+        .. code-block:: cpp
+
+            RealType gaussian::stddev() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `stddev` - standard deviation value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian_mv.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian_mv.rst
new file mode 100755
index 0000000000..7ff58d8e77
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gaussian_mv.rst
@@ -0,0 +1,199 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_gaussian_mv:
+
+gaussian_mv
+===========
+
+Class is used for generation of multivariate normally distributed real types random numbers.
+
+.. _onemath_rng_gaussian_mv_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide n random numbers :math:`d`-variate normally distributed, with mean :math:`a` and variance-covariance matrix :math:`C`, where :math:`a \in R^d;` :math:`C` is dxd symmetric positive matrix.
+
+The probability density function is given by:
+
+.. math::
+
+    f_{a, C}(x) = \frac{1}{\sqrt{det(2\pi C)}}exp(-1 / 2(x - a)^T C^{-1}(x-a)).
+
+.. _onemath_rng_gaussian_mv_syntax:
+
+class gaussian_mv
+-----------------
+
+Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
+It's implementation defined which type ``SequenceContainerOrView`` represents.
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = std::int32_t, layout Layout = layout::packed, typename Method = gaussian_mv_method::by_default>
+    class gaussian_mv {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix);
+        std::int32_t dimen() const;
+        SequenceContainerOrView<RealType> mean() const;
+        SequenceContainerOrView<RealType> matrix() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        oneapi::math::rng::layout Layout
+            Matrix layout:
+                * ``oneapi::math::rng::layout::full``
+                * ``oneapi::math::rng::layout::packed``
+                * ``oneapi::math::rng::layout::diagonal``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::gaussian_mv_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::gaussian_mv_method::by_default``
+                * ``oneapi::math::rng::gaussian_mv_method::box_muller``
+                * ``oneapi::math::rng::gaussian_mv_method::box_muller2``
+                * ``oneapi::math::rng::gaussian_mv_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)`_
+          - Constructor with parameters
+        * - `std::int32_t dimen() const`_
+          - Method to obtain number of dimensions in output random vectors
+        * - `SequenceContainerOrView<double> mean() const`_
+          - Method to obtain mean vector `a` of dimension d.
+        * - `SequenceContainerOrView<double> matrix() const`_
+          - Method to obtain variance-covariance matrix `C`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gaussian_mv::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gaussian_mv::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`explicit gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)`:
+
+        .. code-block:: cpp
+
+            explicit gaussian_mv::gaussian_mv(std::uint32_t dimen, SequenceContainerOrView<RealType> mean, SequenceContainerOrView<RealType> matrix)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. ``dimen`` is the number of dimensions, ``mean`` is a mean vector, ``matrix`` is a variance-covariance matrix.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`mean.size() \leq 0`, or :math:`matrix.size() \leq 0`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t dimen() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t gaussian_mv::dimen() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `dimen`.
+
+    .. container:: section
+
+        .. _`SequenceContainerOrView<double> mean() const`:
+
+        .. code-block:: cpp
+
+            SequenceContainerOrView<double> gaussian_mv::mean() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the mean vector.
+
+    .. container:: section
+
+        .. _`SequenceContainerOrView<double> matrix() const`:
+
+        .. code-block:: cpp
+
+            SequenceContainerOrView<double> gaussian_mv::matrix() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the variance-covariance matrix.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-generate.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-generate.rst
new file mode 100644
index 0000000000..724275fd8b
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-generate.rst
@@ -0,0 +1,130 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_generate:
+
+generate
+========
+
+Entry point to obtain random numbers from a given engine with proper statistics of a given distribution.
+
+.. _onemath_rng_generate_description:
+
+.. rubric:: Description and Assumptions
+
+oneapi::math::rng::generate function produces random numbers sequence from the given engine object and applied transformation from a given distribution object.
+
+.. _onemath_rng_generate_buffer:
+
+generate (Buffer version)
+-------------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename DistrType, typename EngineType>
+    void generate (const DistrType& distr, EngineType& engine, std::int64_t n, sycl::buffer<typename DistrType::result_type, 1>& r);
+    }
+
+.. container:: section
+
+    .. rubric:: Template Parameters
+
+    DistrType
+        Type of distribution which is used for random number generation.
+
+    EngineType
+        Type of engine which is used for random number generation.
+
+.. container:: section
+
+    .. rubric:: Input Parameters
+
+    distr
+        Distribution object. See :ref:`onemath_rng_distributions` for details.
+
+    engine
+        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
+
+    n
+        Number of random values to be generated.
+
+.. container:: section
+
+    .. rubric:: Output Parameters
+
+    r
+        sycl::buffer of generated values.
+
+.. container:: section
+
+    .. rubric:: Throws
+
+    oneapi::math::invalid_argument
+        Exception is thrown when n > r.get_count(), or n < 0
+
+.. _onemath_rng_generate_usm:
+
+generate (USM version)
+----------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename DistrType, typename EngineType>
+    sycl::event generate (const DistrType& distr, EngineType& engine, std::int64_t n, typename DistrType::result_type* r, const std::vector<sycl::event> & dependencies);
+    }
+
+.. container:: section
+
+    .. rubric:: Template Parameters
+
+    DistrType
+        Type of distribution which is used for random number generation.
+
+    EngineType
+        Type of engine which is used for random number generation.
+
+.. container:: section
+
+    .. rubric:: Input Parameters
+
+    distr
+        Distribution object. See :ref:`onemath_rng_distributions` for details.
+
+    engine
+        Engine object. See :ref:`onemath_rng_engines_basic_random_number_generators` for details.
+
+    n
+        Number of random values to be generated.
+
+    dependencies
+        Optional parameter. List of events to wait for before starting computation, if any.
+
+.. container:: section
+
+    .. rubric:: Output Parameters
+
+    r
+        pointer to generated values.
+
+.. container:: section
+
+    .. rubric:: Throws
+
+    oneapi::math::invalid_argument
+        Exception is thrown when r == nullptr, or n < 0
+
+.. container:: section
+
+    .. rubric:: Return Value
+
+    Output event to wait on to ensure computation is complete.
+
+
+**Parent topic:** :ref:`onemath_rng_generate_routine`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-geometric.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-geometric.rst
new file mode 100644
index 0000000000..6968606594
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-geometric.rst
@@ -0,0 +1,173 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_geometric:
+
+geometric
+=========
+
+Class is used for generation of geometrically distributed integer types random numbers.
+
+.. _onemath_rng_geometric_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers geometrically distributed with probability :math:`p` of a single success trial, where :math:`p \in R; 0 < p < 1`.
+
+The probability distribution is given by:
+
+.. math::
+
+     P(X = k) = p * (1 - p)^k, k = \{0, 1, 2, ... \}.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+     F_{p}(x) = \left\{ \begin{array}{rcl} 0, x < 0 \\ 1 - (1 - p)^{\lfloor x + 1 \rfloor}, x \ge 0 \end{array}\right.
+
+.. _onemath_rng_geometric_syntax:
+
+class geometric
+---------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = geometric_method::by_default>
+    class geometric {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        geometric();
+        explicit geometric(float p);
+        float p() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+                * ``std::uint32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::geometric_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::geometric_method::by_default``
+                * ``oneapi::math::rng::geometric_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `geometric()`_
+          - Default constructor
+        * - `explicit geometric(float p)`_
+          - Constructor with parameters
+        * - `float p() const`_
+          - Method to obtain probability value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            geometric::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            geometric::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`geometric()`:
+
+        .. code-block:: cpp
+
+            geometric::geometric()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `p` = 0.5.
+
+    .. container:: section
+
+        .. _`explicit geometric(float p)`:
+
+        .. code-block:: cpp
+
+            explicit geometric::geometric(float p)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `p` is a probability value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`p \ge 1.0f`, or :math:`p \leq 0.0f`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`float p() const`:
+
+        .. code-block:: cpp
+
+            float geometric::p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `p` - probability value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gumbel.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gumbel.rst
new file mode 100644
index 0000000000..ba3b58db29
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-gumbel.rst
@@ -0,0 +1,190 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_gumbel:
+
+gumbel
+======
+
+Class is used for generation of Gumbel distributed real types random numbers.
+
+.. _onemath_rng_gumbel_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Gumbel distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+     f_{a, \beta}(x) = \frac{1}{\beta}exp(-\frac{x - a}{\beta})exp(-exp(\frac{x - a}{\beta})), x \in R.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+     F_{a, \beta}(x) = 1 - exp(-exp(\frac{x - a}{\beta})), x \in R.
+
+.. _onemath_rng_gumbel_syntax:
+
+class gumbel
+------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = gumbel_method::by_default>
+    class gumbel {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        gumbel();
+        explicit gumbel(RealType a, RealType b);
+        RealType a() const;
+        RealType b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::gumbel_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::gumbel_method::by_default``
+                * ``oneapi::math::rng::gumbel_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `gumbel()`_
+          - Default constructor
+        * - `explicit gumbel(RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType b() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gumbel::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            gumbel::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`gumbel()`:
+
+        .. code-block:: cpp
+
+            gumbel::gumbel()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, and `beta` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit gumbel(RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit gumbel::gumbel(RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a displacement value, `beta` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType gumbel::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType gumbel::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-hypergeometric.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-hypergeometric.rst
new file mode 100644
index 0000000000..0a66d761e6
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-hypergeometric.rst
@@ -0,0 +1,209 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_hypergeometric:
+
+hypergeometric
+==============
+
+Class is used for generation of hypergeometrically distributed integer types random numbers.
+
+.. _onemath_rng_hypergeometric_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers hypergeometrically distributed with lot size :math:`l`, size of sampling :math:`s`, and number of marked elements in the lot :math:`m`, where :math:`l, m, s \in N \bigcup \{0\}; l \ge max (s, m)`.
+
+Consider a lot of :math:`l` elements comprising :math:`m` marked and :math:`l` - :math:`m` unmarked elements. A trial sampling without replacement of exactly :math:`s` elements from this lot helps to define the hypergeometric distribution, which is the probability that the group of :math:`s` elements contains exactly :math:`k` marked elements.
+
+The probability distribution is given by:
+
+.. math::
+
+     P_(X = k) = \frac{C^k_mC^{s-k}_{l-m}}{C^s_l}, k \in \{max(0, s + m - l), ... , min(s, m)\}.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+     F_{l, s, m}(x) = \left\{ \begin{array}{rcl} 0, x < max(0, s + m - l) \\ \sum^{\lfloor x \rfloor}_{k = max(0, s + m - l)}\frac{C^k_mC^{s-k}_{l-m}}{C^s_l}, max(0, s + m - l) \leq x \leq min(s, m) \\ 1, x > min(s, m) \end{array}\right.
+
+.. _onemath_rng_hypergeometric_syntax:
+
+class hypergeometric
+--------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = hypergeometric_method::by_default>
+    class hypergeometric {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        hypergeometric();
+        explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m);
+        std::int32_t s() const;
+        std::int32_t m() const;
+        std::int32_t l() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+                * ``std::uint32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::hypergeometric_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::hypergeometric_method::by_default``
+                * ``oneapi::math::rng::hypergeometric_method::h2pe``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `hypergeometric()`_
+          - Default constructor
+        * - `explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)`_
+          - Constructor with parameters
+        * - `std::int32_t s() const`_
+          - Method to obtain lot size
+        * - `std::int32_t m() const`_
+          - Method to obtain size of sampling without replacement
+        * - `std::int32_t l() const`_
+          - Method to obtain number of marked elements
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            hypergeometric::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            hypergeometric::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`hypergeometric()`:
+
+        .. code-block:: cpp
+
+            hypergeometric::hypergeometric()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `l` = 1, `s` = 1, `m` = 1.
+
+    .. container:: section
+
+        .. _`explicit hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)`:
+
+        .. code-block:: cpp
+
+            explicit hypergeometric::hypergeometric(std::int32_t l, std::int32_T s, std::int32_T m)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `l` is a lot size, `s` is a size of sampling without replacement, `m` is a number of marked elements.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`s < 0`, or :math:`m < 0`, or :math:`l < (s > m ? s : m)`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t l() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t hypergeometric::l() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `l` - lot size value.
+
+    .. container:: section
+
+        .. _`std::int32_t s() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t hypergeometric::s() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `s` - size of sampling without replacement.
+
+    .. container:: section
+
+        .. _`std::int32_t m() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t hypergeometric::m() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `m` - number of marked elements.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-laplace.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-laplace.rst
new file mode 100644
index 0000000000..54a26233f0
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-laplace.rst
@@ -0,0 +1,188 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_laplace:
+
+laplace
+=======
+
+Class is used for generation of Laplace distributed real types random numbers.
+
+.. _onemath_rng_laplace_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Laplace distributed with mean value (or average) :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`. The scalefactor value determines the standard deviation as :math:`\sigma = \beta\sqrt{2}`.
+
+The probability distribution is given by:
+
+.. math::
+
+     f_{a, \beta}(x) = \frac{1}{\sqrt{2\beta}}exp(-\frac{|x - a|}{\beta}), x \in R.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+     F_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x \ge a \\ 1 - \frac{1}{2}exp(-\frac{|x - a|}{\beta}), x < a \end{array}\right.
+
+.. _onemath_rng_laplace_syntax:
+
+class laplace
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    template<typename RealType = float, typename Method = laplace_method::by_default>
+    class laplace {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        laplace();
+        explicit laplace(RealType a, RealType b);
+        RealType a() const;
+        RealType b() const;
+    };
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::laplace_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::laplace_method::by_default``
+                * ``oneapi::math::rng::laplace_method::icdf``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `laplace()`_
+          - Default constructor
+        * - `explicit laplace(RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain mean value
+        * - `RealType b() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            laplace::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            laplace::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`laplace()`:
+
+        .. code-block:: cpp
+
+            laplace::laplace()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, and `beta` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit laplace(RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit laplace::laplace(RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a mean value, `beta` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType laplace::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - mean value.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType laplace::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-leapfrog.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-leapfrog.rst
new file mode 100644
index 0000000000..3365f90240
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-leapfrog.rst
@@ -0,0 +1,79 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_leapfrog:
+
+leapfrog
+========
+
+Proceed state of engine by the leapfrog method.
+
+.. _onemath_rng_leapfrog_description:
+
+.. rubric:: Description and Assumptions
+
+oneapi::math::rng::leapfrog function generates random numbers in an engine with non-unit stride. This feature is particularly useful in distributing random numbers from the original stream across the stride buffers without generating the original random sequence with subsequent manual distribution. see `Figure "Leapfrog Method" <#rng_leapfrog>`__.
+
+.. container:: figtop
+    :name: rng_leapfrog
+
+    Leapfrog Method
+
+    |image0|
+
+.. _onemath_rng_leapfrog_common:
+
+leapfrog
+--------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename EngineType>
+    void leapfrog(EngineType& engine, std::uint64_t idx, std::uint64_t stride);
+    }
+
+.. container:: section
+
+    .. rubric:: Template Parameters
+
+    EngineType
+        Type of engine. Note: may not be supported by all available engine classes.
+
+.. container:: section
+
+    .. rubric:: Input Parameters
+
+    engine
+        Engine which state would be skipped.
+
+    idx
+        Index of the computational node.
+
+    stride
+        Largest number of computational nodes, or stride.
+
+.. rubric:: Example
+
+.. code-block:: cpp
+
+    // Creating 3 identical engines
+    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
+
+    oneapi::math::rng::mcg31m1 engine_2(engine_1);
+    oneapi::math::rng::mcg31m1 engine_3(engine_1);
+
+
+    // Leapfrogging the states of engines
+    oneapi::math::rng::leapfrog(engine_1, 0 , 3);
+    oneapi::math::rng::leapfrog(engine_2, 1 , 3);
+    oneapi::math::rng::leapfrog(engine_3, 2 , 3);
+    // Generating random numbers
+
+
+**Parent topic:** :ref:`onemath_rng_service_routines`
+
+.. |image0| image:: ../../equations/rng-leapfrog.png
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-lognormal.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-lognormal.rst
new file mode 100644
index 0000000000..b541ea69eb
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-lognormal.rst
@@ -0,0 +1,227 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_lognormal:
+
+lognormal
+=========
+
+Class is used for generation of lognormally distributed real types random numbers.
+
+.. _onemath_rng_lognormal_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers lognormally distributed with mean :math:`(m, a)` and standard deviation :math:`(s, \sigma)` of subject normal distribution, displacement :math:`(displ, b)`, and scalefactor :math:`(scale, \beta)`, where :math:`a, \sigma, b, \beta \in R; \sigma > 0; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \sigma, b, \beta}(x) = \left\{ \begin{array}{rcl} \frac{1}{\sigma(x - b)\sqrt{2\pi}}exp(-\frac{[ln((x - b) / \beta) - a]^2}{2*\sigma^2}), x > b \\ 0, x \leq b \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \sigma, b, \beta}(x) = \left\{ \begin{array}{rcl} \Phi( \frac{(ln((x - b) / \beta) - a)}{\sigma}), x > b \\ 0, x \leq b \end{array}\right.
+
+.. _onemath_rng_lognormal_syntax:
+
+class lognormal
+---------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = lognormal_method::by_default>
+    class lognormal {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        lognormal();
+        explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0));
+        RealType m() const;
+        RealType s() const;
+        RealType displ() const;
+        RealType scale() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::lognormal_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::lognormal_method::by_default``
+                * ``oneapi::math::rng::lognormal_method::box_muller2``
+                * ``oneapi::math::rng::lognormal_method::icdf``
+                * ``oneapi::math::rng::lognormal_method::box_muller2_accurate``
+                * ``oneapi::math::rng::lognormal_method::icdf_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `lognormal()`_
+          - Default constructor
+        * - `explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))`_
+          - Constructor with parameters
+        * - `RealType m() const`_
+          - Method to obtain mean value
+        * - `RealType s() const`_
+          - Method to obtain standard deviation value
+        * - `RealType displ() const`_
+          - Method to obtain displacement value
+        * - `RealType scale() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            lognormal::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            lognormal::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`lognormal()`:
+
+        .. code-block:: cpp
+
+            lognormal::lognormal()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `m` = 0.0, `s` = 1.0, `displ` = 0.0, `scale` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))`:
+
+        .. code-block:: cpp
+
+            explicit lognormal::lognormal(RealType m, RealType s, RealType displ = static_cast<RealType>(0.0), RealType scale = static_cast<RealType>(1.0))
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `m` is a mean value, `s` is a standard deviation value, `displ` is a displacement value, `scale` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`s \leq` static_cast<RealType>(0.0), or :math:`scale \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType m() const`:
+
+        .. code-block:: cpp
+
+            RealType lognormal::m() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `m` - mean value.
+
+    .. container:: section
+
+        .. _`RealType s() const`:
+
+        .. code-block:: cpp
+
+            RealType lognormal::s() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `s` - standard deviation value.
+
+    .. container:: section
+
+        .. _`RealType displ() const`:
+
+        .. code-block:: cpp
+
+            RealType lognormal::displ() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `displ` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType scale() const`:
+
+        .. code-block:: cpp
+
+            RealType lognormal::scale() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `scale` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg31m1.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg31m1.rst
new file mode 100644
index 0000000000..2fc224d40f
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg31m1.rst
@@ -0,0 +1,148 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_mcg31m1:
+
+mcg31m1
+=======
+
+The 31-bit multiplicative congruential pseudorandom number generator MCG(1132489760, 231 -1).
+
+.. _onemath_rng_mcg31m1_description:
+
+.. rubric:: Description
+
+The mcg31m1 engine is a 31-bit multiplicative congruential generator :ref:`[L'Ecuyer99] <onemath_rng_bibliography>`. The mcg31m1 generator belongs to linear congruential generators with the period length of approximately :math:`2^{31}`. Such generators are still used as default random number generators in various software systems, mainly due to the simplicity of the portable versions implementation, speed, and compatibility with the earlier systems versions. However, their period length does not meet the requirements for modern basic generators. Still, the mcg31m1 generator possesses good statistic properties and you may successfully use it to generate random numbers of different distributions for small samplings.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    :math:`x_n=ax_{n-1}(mod \ m)`
+
+    :math:`u_n = x_n / m`
+
+    :math:`a = 1132489760, m=2^{31} - 1`
+
+.. _onemath_rng_mcg31m1_description_syntax:
+
+class mcg31m1
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class mcg31m1 {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        mcg31m1(const mcg31m1& other);
+
+        mcg31m1(mcg31m1&& other);
+
+        mcg31m1& operator=(const mcg31m1& other);
+
+        mcg31m1& operator=(mcg31m1&& other);
+
+        ~mcg31m1();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `mcg31m1(const mcg31m1& other)`_
+          - Copy constructor
+        * - `mcg31m1(mcg31m1&& other)`_
+          - Move constructor
+        * - `mcg31m1& operator=(const mcg31m1& other)`_
+          - Copy assignment operator
+        * - `mcg31m1& operator=(mcg31m1&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+
+        mcg31m1::mcg31m1(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 0x7FFFFFFF`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+    .. _`mcg31m1(const mcg31m1& other)`:
+
+    .. code-block:: cpp
+    
+        mcg31m1::mcg31m1(const mcg31m1& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mcg31m1(mcg31m1&& other)`:
+
+    .. code-block:: cpp
+
+        mcg31m1::mcg31m1(mcg31m1&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`mcg31m1& operator=(const mcg31m1& other)`:
+
+    .. code-block:: cpp
+
+        mcg31m1::mcg31m1& operator=(const mcg31m1& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg31m1`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mcg31m1& operator=(mcg31m1&& other)`:
+
+    .. code-block:: cpp
+
+        mcg31m1::mcg31m1& operator=(mcg31m1&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg31m1`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg59.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg59.rst
new file mode 100644
index 0000000000..f887f6d556
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mcg59.rst
@@ -0,0 +1,148 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_mcg59:
+
+mcg59
+=====
+
+The 59-bit multiplicative congruential pseudorandom number generator.
+
+.. _onemath_rng_mcg59_description:
+
+.. rubric:: Description
+
+The mcg59 engine is a 59-bit multiplicative congruential generator from NAG Numerical Libraries :ref:`NAG <onemath_rng_bibliography>`. The mcg59 generator belongs to linear congruential generators with the period length of approximately :math:`2^{57}`.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    :math:`x_n=ax_{n-1}(mod \ m)`
+
+    :math:`u_n = x_n / m`
+
+    :math:`a = 13^{13}, m=2^{59}`
+
+.. _onemath_rng_mcg59_description_syntax:
+
+class mcg59
+-----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class mcg59 {
+    public:
+        static constexpr std::uint64_t default_seed = 1;
+
+        mcg59(sycl::queue queue, std::uint64_t seed = default_seed);
+
+        mcg59(const mcg59& other);
+
+        mcg59(mcg59&& other);
+
+        mcg59& operator=(const mcg59& other);
+
+        mcg59& operator=(mcg59&& other);
+
+        ~mcg59();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `mcg59(sycl::queue queue, std::uint64_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `mcg59(const mcg59& other)`_
+          - Copy constructor
+        * - `mcg59(mcg59&& other)`_
+          - Move constructor
+        * - `mcg59& operator=(const mcg59& other)`_
+          - Copy assignment operator
+        * - `mcg59& operator=(mcg59&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`mcg59(sycl::queue queue, std::uint64_t seed = default_seed)`:
+
+    .. code-block:: cpp
+    
+        mcg59::mcg59(sycl::queue queue, std::uint64_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`x_0 = seed \ mod \ 2^{59}`, if :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+    .. _`mcg59(const mcg59& other)`:
+
+    .. code-block:: cpp
+    
+        mcg59::mcg59(const mcg59& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg59`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mcg59(mcg59&& other)`:
+
+    .. code-block:: cpp
+
+        mcg59::mcg59(mcg59&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg59`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`mcg59& operator=(const mcg59& other)`:
+
+    .. code-block:: cpp
+
+        mcg59::mcg59& operator=(const mcg59& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg59`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mcg59& operator=(mcg59&& other)`:
+
+    .. code-block:: cpp
+
+        mcg59::mcg59& operator=(mcg59&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mcg59`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mrg32k3a.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mrg32k3a.rst
new file mode 100644
index 0000000000..19f265dfac
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mrg32k3a.rst
@@ -0,0 +1,201 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_mrg32k3a:
+
+mrg32k3a
+========
+
+The combined multiple recursive pseudorandom number generator MRG32k3a.
+
+.. _onemath_rng_mrg32k3a_description:
+
+.. rubric:: Description
+
+MRG32k3a engine is a 32-bit combined multiple recursive generator with two components of order 3 :ref:`[L'Ecuyer99a] <onemath_rng_bibliography>`. MRG32k3a combined generator meets the requirements for modern RNGs, such as good multidimensional uniformity, or a long period (:math:`p \approx 2^{191}`).
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+
+    :math:`x_n=a_{11} x_{n-1} + a_{12} x_{n-2} + a_{13} x_{n-3}(mod \ m_{1})`
+
+    :math:`y_n = a_{21} y_{n-1} + a_{22} y_{n-2} + a_{23} (mod \ m_2)`
+
+    :math:`z_n = x_n - y_n (mod \ m_{1})`
+
+    :math:`u_n = z_n / m_1`
+
+    :math:`a_{11} = 0, a_{12} = 1403580, a_{13} = -810728, m_1 = 2^{32} - 209`
+
+    :math:`a_{21} = 527612, a_{22} = 0, a_{23} = -1370589, m_2 = 2^{32} - 22853`
+
+
+.. _onemath_rng_mrg32k3a_description_syntax:
+
+class mrg32k3a
+--------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class mrg32k3a {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
+
+        mrg32k3a(const mrg32k3a& other);
+
+        mrg32k3a(mrg32k3a&& other);
+
+        mrg32k3a& operator=(const mrg32k3a& other);
+
+        mrg32k3a& operator=(mrg32k3a&& other);
+
+        ~mrg32k3a();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `mrg32k3a(const mrg32k3a& other)`_
+          - Copy constructor
+        * - `mrg32k3a(mrg32k3a&& other)`_
+          - Move constructor
+        * - `mrg32k3a& operator=(const mrg32k3a& other)`_
+          - Copy assignment operator
+        * - `mrg32k3a& operator=(mrg32k3a&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+    
+        mrg32k3a::mrg32k3a(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue object``, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`x_{-3} = seed \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`.
+
+    .. _`mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+    
+        mrg32k3a::mrg32k3a(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume
+            if :math:`n = 0: x_{-3} = x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
+
+            if :math:`n = 1: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
+
+            if :math:`n = 2: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = y_{-3} = y_{-2} = y_{-1} = 1`
+
+            if :math:`n = 3: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
+
+                :math:`y_{-3} = y_{-2} = y_{-1} = 1`
+
+            if :math:`n = 4: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
+            
+                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = y_{-1} = 1`
+
+            if :math:`n = 5: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
+
+                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = seed[4] \ mod \ m_2, y_{-1} = 1`
+
+            if :math:`n \geqslant 6: x_{-3} = seed[0] \ mod \ m_1, x_{-2} = seed[1] \ mod \ m_1, x_{-1} = seed[2] \ mod \ m_1`
+
+                :math:`y_{-3} = seed[3] \ mod \ m_2, y_{-2} = seed[4] \ mod \ m_2, y_{-1} = seed[5] \ mod \ m_2`
+
+            if the values prove to be :math:`x_{-3} = x_{-2} = x_{-1} = 0`, assume :math:`x_{-3} = 1`
+
+            if the values prove to be :math:`y_{-3} = y_{-2} = y_{-1} = 0`, assume :math:`y_{-3} = 1`
+
+    .. _`mrg32k3a(const mrg32k3a& other)`:
+
+    .. code-block:: cpp
+    
+        mrg32k3a::mrg32k3a(const mrg32k3a& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mrg32k3a(mrg32k3a&& other)`:
+
+    .. code-block:: cpp
+
+        mrg32k3a::mrg32k3a(mrg32k3a&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`mrg32k3a& operator=(const mrg32k3a& other)`:
+
+    .. code-block:: cpp
+
+        mrg32k3a::mrg32k3a& operator=(const mrg32k3a& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mrg32k3a`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mrg32k3a& operator=(mrg32k3a&& other)`:
+
+    .. code-block:: cpp
+
+        mrg32k3a::mrg32k3a& operator=(mrg32k3a&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mrg32k3a`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt19937.rst
new file mode 100644
index 0000000000..b1f8b71234
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt19937.rst
@@ -0,0 +1,189 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_mt19937:
+
+mt19937
+=======
+
+Mersenne Twister pseudorandom number generator.
+
+.. _onemath_rng_mt19937_description:
+
+.. rubric:: Description
+
+The Mersenne Twister pseudorandom number generator, mt19937, is a modification of twisted generalized feedback shift register generator [:ref:`Matsumoto98 <onemath_rng_bibliography>`]. MT19937 has the period length of :math:`2^{19937} - 1` and is 623-dimensionally equidistributed with up to 32-bit accuracy. These properties make the generator applicable for simulations in various fields of science and engineering. The state of the generator is represented by 624 32-bit unsigned integer numbers.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    :math:`x_{n}=x_{n-(624-397)} \oplus ( (x_{n-624} \& 0x80000000) | (x_{n - 624 + 1} \& 0x7FFFFFFF) )A`
+
+    :math:`y_{n} = x_{n}`
+
+    :math:`y_{n} = y_{n} \oplus (y_{n} >> 11)`
+
+    :math:`y_{n} = y_{n} \oplus ( (y_{n} << 7) \& 0x9D2C5680)`
+
+    :math:`y_{n} = y_{n} \oplus ( (y_{n} << 15) \& 0xEFC60000)`
+
+    :math:`y_{n} = y_{n} \oplus (y_{n} >> 18)`
+
+    :math:`u_{n} = y_{n} / 2^{32}`
+
+
+.. container:: section
+
+    Matrix :math:`A_j(32x32)` has the following format:
+
+.. math::
+
+    \left [ \begin{array}{ccccc} 0 & 1 & 0 & ... & ... \\ 0 & 0 & ... & 0 & ... \\ ... & ... & ... & ... & ... \\ 0 & ... & 0 & 0 & 1 \\ a_{31} & a_{30} & ... & ... & a_{0} \end{array}\right ]
+
+.. container:: section
+
+    Where the 32-bit vector :math:`a = a_{31}..a_{0}` has the value :math:`a=0x9908B0DF`.
+
+.. _onemath_rng_mt19937_description_syntax:
+
+class mt19937
+--------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class mt19937 {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        mt19937(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
+
+        mt19937(const mt19937& other);
+
+        mt19937(mt19937&& other);
+
+        mt19937& operator=(const mt19937& other);
+
+        mt19937& operator=(mt19937&& other);
+
+        ~mt19937();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `mt19937(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `mt19937(const mt19937& other)`_
+          - Copy constructor
+        * - `mt19937(mt19937&& other)`_
+          - Move constructor
+        * - `mt19937& operator=(const mt19937& other)`_
+          - Copy assignment operator
+        * - `mt19937& operator=(mt19937&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`mt19937(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+    
+        mt19937::mt19937(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+    .. _`mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+    
+        mt19937::mt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+    .. _`mt19937(const mt19937& other)`:
+
+    .. code-block:: cpp
+    
+        mt19937::mt19937(const mt19937& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mt19937(mt19937&& other)`:
+
+    .. code-block:: cpp
+
+        mt19937::mt19937(mt19937&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt19937`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`mt19937& operator=(const mt19937& other)`:
+
+    .. code-block:: cpp
+
+        mt19937::mt19937& operator=(const mt19937& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mt19937& operator=(mt19937&& other)`:
+
+    .. code-block:: cpp
+
+        mt19937::mt19937& operator=(mt19937&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt2203.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt2203.rst
new file mode 100644
index 0000000000..b7a6ac297c
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-mt2203.rst
@@ -0,0 +1,239 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_mt2203:
+
+mt2203
+======
+
+The mt2203 engine is the set of 6024 Mersenne Twister pseudorandom number generators MT2203 [:ref:`Matsumoto98 <onemath_rng_bibliography>`], [:ref:`Matsumoto00 <onemath_rng_bibliography>`].
+
+.. _onemath_rng_mt2203_description:
+
+.. rubric:: Description
+
+The set of 6024 basic pseudorandom number generators MT2203 is a natural addition to the MT19937 generator. MT2203 generators are intended for use in large scale Monte Carlo simulations performed on multi-processor computer systems.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    For :math:`j = 1,..., 6024`:
+
+    :math:`x_{n, j} =x_{n - (69 - 34), j} \oplus ( (x_{n - 69, j} \& 0xFFFFFFE0) | (x_{n + 69 + 1, j} \& 0x1F) ) A_{j}`
+
+    :math:`y_{n, j} = x_{n, j}`
+
+    :math:`y_{n, j} = y_{n, j} \oplus (y_{n, j} >> 12)`
+
+    :math:`y_{n, j} = y_{n, j} \oplus ( (y_{n, j} << 7) \& b_j)`
+
+    :math:`y_{n, j} = y_{n, j} \oplus ( (y_{n, j} << 15) \& c_j)`
+
+    :math:`y_{n, j} = y_{n, j} \oplus (y_{n, j} >> 18)`
+
+
+.. container:: section
+
+    Matrix :math:`A_j(32x32)` has the following format:
+
+.. math::
+
+    \left [ \begin{array}{ccccc} 0 & 1 & 0 & ... & ... \\ 0 & 0 & ... & 0 & ... \\ ... & ... & ... & ... & ... \\ 0 & ... & 0 & 0 & 1 \\ a_{31, j} & a_{30, j} & ... & ... & a_{0, 1} \end{array}\right ]
+
+
+.. _onemath_rng_mt2203_description_syntax:
+
+class mt2203
+------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class mt2203 {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        mt2203(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx);
+
+        mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
+
+        mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx);
+
+        mt2203(const mt2203& other);
+
+        mt2203(mt2203&& other);
+
+        mt2203& operator=(const mt2203& other);
+
+        mt2203& operator=(mt2203&& other);
+
+        ~mt2203();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `mt2203(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine (for this case multiple generators of the set would be used)
+        * - `mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`_
+          - Constructor for common seed initialization of the engine (for this case single generator of the set would be used)
+        * - `mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine (for this case multiple generators of the set would be used)
+        * - `mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`_
+          - Constructor for extended seed initialization of the engine (for this case single generator of the set would be used)
+        * - `mt2203(const mt2203& other)`_
+          - Copy constructor
+        * - `mt2203(mt2203&& other)`_
+          - Move constructor
+        * - `mt2203& operator=(const mt2203& other)`_
+          - Copy assignment operator
+        * - `mt2203& operator=(mt2203&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`mt2203(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+    .. _`mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+        engine_idx
+            The index of the set 1, ..., 6024.
+
+    .. container:: section
+
+        .. rubric:: Throws
+
+        oneapi::math::invalid_argument
+            Exception is thrown when :math:`idx > 6024`
+
+    .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+    .. _`mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`MT2203 <onemath_rng_bibliography>`].
+
+        engine_idx
+            The index of the set 1, ..., 6024.
+
+    .. _`mt2203(const mt2203& other)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(const mt2203& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt2203`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mt2203(mt2203&& other)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203(mt2203&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt2203`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`mt2203& operator=(const mt2203& other)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203& operator=(const mt2203& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt2203`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`mt2203& operator=(mt2203&& other)`:
+
+    .. code-block:: cpp
+
+        mt2203::mt2203& operator=(mt2203&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``mt2203`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-multinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-multinomial.rst
new file mode 100644
index 0000000000..73700c3cac
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-multinomial.rst
@@ -0,0 +1,170 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_multinomial:
+
+multinomial
+===========
+
+Class is used for generation of multinomially distributed integer types random numbers.
+
+.. _onemath_rng_multinomial_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide `n` random numbers multinomially distributed, with independent trials :math:`(ntrial, m)` and possible mutually exclusive outcomes :math:`k`, with corresponding probabilities :math:`p_i`, where :math:`p_i \in R; 0 \leq p_i \leq 1; m, k \in N`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X_1 = x_1, ..., X_k = x_k) = \frac{m!}{\Pi^k_{i = 1}x_i!}\Pi^k_{i = 1}p_i^{x_i}, 0 \leq x_i \leq m, \sum^{k}_{i = 1}x_i = m
+
+.. _onemath_rng_multinomial_syntax:
+
+class multinomial
+-----------------
+
+Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
+It's implementation defined which type ``SequenceContainerOrView`` represents.
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = multinomial_method::by_default>
+    class multinomial {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        explicit multinomial(double ntrial, SequenceContainerOrView<double> p);
+        std::int32_t ntrial() const;
+        SequenceContainerOrView<double> p() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+                * ``std::uint32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::multinomial_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::multinomial_method::by_default``
+                * ``oneapi::math::rng::multinomial_method::poisson_icdf_based``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `explicit multinomial(double ntrial, SequenceContainerOrView<double> p)`_
+          - Constructor with parameters
+        * - `std::int32_t ntrial() const`_
+          - Method to obtain number of independent trials
+        * - `SequenceContainerOrView<double> p() const`_
+          - Method to obtain a probability parameter of possible outcomes
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            multinomial::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines the transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            multinomial::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines the type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`explicit multinomial(double ntrial, SequenceContainerOrView<double> p)`:
+
+        .. code-block:: cpp
+
+            explicit multinomial::multinomial(double ntrial, SequenceContainerOrView<double> p)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. ``ntrial`` is a number of independent trials, ``p`` is a probability parameter.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`ntrial < 0`, or :math:`p.size() < 1`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t ntrial() const`:
+
+        .. code-block:: cpp
+
+            std::int32_t multinomial::ntrial() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `ntrial`.
+
+    .. container:: section
+
+        .. _`SequenceContainerOrView<double> p() const`:
+
+        .. code-block:: cpp
+
+            SequenceContainerOrView<double> multinomial::p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `p`.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-negbinomial.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-negbinomial.rst
new file mode 100644
index 0000000000..8711da3fc1
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-negbinomial.rst
@@ -0,0 +1,191 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_negative_binomial:
+
+negative_binomial
+=================
+
+Class is used for generation of negative binomially distributed integer types random numbers.
+
+.. _onemath_rng_negative_binomial_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers negative binomially distributed with distribution parameters :math:`a` and :math:`p`, where :math:`p, a \in R; 0 \leq p \leq 1, a > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X = k) = C^k_{a + k - 1}p^a(1 - p)^{k}, k \in \{0, 1, 2, ...\}
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, p}(x) = \left\{ \begin{array}{rcl} \sum^{\lfloor x \rfloor}_{k = 0} C^k_{a + k - 1}p^a(1 - p)^{k}, x \ge 0, x \in R \\ 0, x < 0 \end{array}\right.
+
+
+.. _onemath_rng_negative_binomial_syntax:
+
+class negative_binomial
+-----------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = negative_binomial_method::by_default>
+    class negative_binomial {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        negative_binomial();
+        explicit negative_binomial(double a, double p);
+        double a() const;
+        double p() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+                * ``std::uint32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::negative_binomial_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::negative_binomial_method::by_default``
+                * ``oneapi::math::rng::negative_binomial_method::nbar``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `negative_binomial()`_
+          - Default constructor
+        * - `explicit negative_binomial(double a, double p)`_
+          - Constructor with parameters
+        * - `double a() const`_
+          - Method to obtain the first distribution parameter `a`
+        * - `double p() const`_
+          - Method to obtain the second distribution parameter `p`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            negative_binomial::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            negative_binomial::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`negative_binomial()`:
+
+        .. code-block:: cpp
+
+            negative_binomial::negative_binomial()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.1, `p` = 0.5.
+
+    .. container:: section
+
+        .. _`explicit negative_binomial(double a, double p)`:
+
+        .. code-block:: cpp
+
+            explicit negative_binomial::negative_binomial(double a, double p)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is the first distribution parameter, `p` is the second distribution parameter.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`p \ge 1.0`, or :math:`p \leq 0.0`, or :math:`a \leq 0.0`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`double a() const`:
+
+        .. code-block:: cpp
+
+            double negative_binomial::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - the first distribution parameter.
+
+    .. container:: section
+
+        .. _`double p() const`:
+
+        .. code-block:: cpp
+
+            double negative_binomial::p() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `p` - the second distribution parameter.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-niederreiter.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-niederreiter.rst
new file mode 100644
index 0000000000..114a210b68
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-niederreiter.rst
@@ -0,0 +1,169 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_niederreiter:
+
+niederreiter
+============
+
+The niederreiter generator is a 32-bit Gray code-based quasi-random number generator.
+
+.. _onemath_rng_niederreiter_description:
+
+.. rubric:: Description
+
+According to results of Bratley, Fox and Niederreiter :ref:`[Bratley92] <onemath_rng_bibliography>` Niederreiter sequences have the best known theoretical asymptotic properties. The default dimension of quasi-random vectors can vary from 1 to 318 inclusive. It is also allowed to register user-defined parameters (irreducible polynomials).
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+
+    :math:`x_n=x_{n_1} \oplus v_c`
+
+    :math:`u_n=x_n / 2 ^ {32}`
+
+    The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
+
+.. _onemath_rng_niederreiter_description_syntax:
+
+class niederreiter
+------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class niederreiter {
+    public:
+        static constexpr std::uint32_t default_dimensions_number = 1;
+
+        niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number);
+
+        niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials);
+
+        niederreiter(const niederreiter& other);
+
+        niederreiter(niederreiter&& other);
+
+        niederreiter& operator=(const niederreiter& other);
+
+        niederreiter& operator=(niederreiter&& other);
+
+        ~niederreiter();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`_
+          - Constructor with specified number of dimensions. The value should be :math:`1..318`.
+        * - `niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)`_
+          - Constructor for extended use-case, when it's needed to use the number of dimensions greater than 318 or obtain another sequence.
+        * - `niederreiter(const niederreiter& other)`_
+          - Copy constructor
+        * - `niederreiter(niederreiter&& other)`_
+          - Move constructor
+        * - `niederreiter& operator=(const niederreiter& other)`_
+          - Copy assignment operator
+        * - `niederreiter& operator=(niederreiter&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`:
+
+    .. code-block:: cpp
+    
+        niederreiter::niederreiter(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        dimensions
+            Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 318`, assume :math:`dimen = 1`.
+
+    .. _`niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)`:
+
+    .. code-block:: cpp
+    
+        niederreiter::niederreiter(sycl::queue queue, std::vector<std::uint32_t>& irred_polynomials)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        irred_polynomials
+            If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own irreducible polynomials. The number of dimensions corresponds to the length of the vector.
+
+    .. _`niederreiter(const niederreiter& other)`:
+
+    .. code-block:: cpp
+    
+        niederreiter::niederreiter(const niederreiter& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`niederreiter(niederreiter&& other)`:
+
+    .. code-block:: cpp
+
+        niederreiter::niederreiter(niederreiter&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`niederreiter& operator=(const niederreiter& other)`:
+
+    .. code-block:: cpp
+
+        niederreiter::niederreiter& operator=(const niederreiter& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``niederreiter`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`niederreiter& operator=(niederreiter&& other)`:
+
+    .. code-block:: cpp
+
+        niederreiter::niederreiter& operator=(niederreiter&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``niederreiter`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-nondeterministic.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-nondeterministic.rst
new file mode 100644
index 0000000000..886c09a519
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-nondeterministic.rst
@@ -0,0 +1,134 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_nondeterministic:
+
+nondeterministic
+================
+
+Non-deterministic random number generator.
+
+.. _onemath_rng_nondeterministic_description:
+
+.. rubric:: Description
+
+Implementation defined generator with non-deterministic source of randomness (for example, a hardware device).
+
+.. _onemath_rng_nondeterministic_description_syntax:
+
+class nondeterministic
+----------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class nondeterministic {
+    public:
+        nondeterministic(sycl::queue queue);
+
+        nondeterministic(const nondeterministic& other);
+
+        nondeterministic(nondeterministic&& other);
+
+        nondeterministic& operator=(const nondeterministic& other);
+
+        nondeterministic& operator=(nondeterministic&& other);
+
+        ~nondeterministic();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `nondeterministic(sycl::queue queue)`_
+          - Constructor for the particular device
+        * - `nondeterministic(const nondeterministic& other)`_
+          - Copy constructor
+        * - `nondeterministic(nondeterministic&& other)`_
+          - Move constructor
+        * - `nondeterministic& operator=(const nondeterministic& other)`_
+          - Copy assignment operator
+        * - `nondeterministic& operator=(nondeterministic&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`nondeterministic(sycl::queue queue)`:
+
+    .. code-block:: cpp
+    
+        nondeterministic::nondeterministic(sycl::queue queue)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+
+    .. _`nondeterministic(const nondeterministic& other)`:
+
+    .. code-block:: cpp
+    
+        nondeterministic::nondeterministic(const nondeterministic& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`nondeterministic(nondeterministic&& other)`:
+
+    .. code-block:: cpp
+
+        nondeterministic::nondeterministic(nondeterministic&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`nondeterministic& operator=(const nondeterministic& other)`:
+
+    .. code-block:: cpp
+
+        nondeterministic::nondeterministic& operator=(const nondeterministic& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``nondeterministic`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`nondeterministic& operator=(nondeterministic&& other)`:
+
+    .. code-block:: cpp
+
+        nondeterministic::nondeterministic& operator=(nondeterministic&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``nondeterministic`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-philox4x32x10.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-philox4x32x10.rst
new file mode 100644
index 0000000000..c2b5d4d0a4
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-philox4x32x10.rst
@@ -0,0 +1,196 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_philox4x32x10:
+
+philox4x32x10
+=============
+
+The Philox4x32x10 counter-based pseudorandom number generator.
+
+.. _onemath_rng_philox4x32x10_description:
+
+.. rubric:: Description
+
+The Philox4x32x10 engine is a keyed family of generator of counter-based BRNG. The state consists of 128-bit integer counter :math:`c` and two 32-bits keys :math:`k_0` and :math:`k_1`.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    The generator has 32-bit integer output obtained in the following way [:ref:`Salmon11 <onemath_rng_bibliography>`]:
+
+    1. :math:`c_n=c_{n-1} + 1`
+    2. :math:`\omega_n = f(c_n)`, where :math:`f` is a function that takes 128-bit argument and returns a 128-bit number. The returned number is obtained as follows:
+        2.1. The argument :math:`c` is interpreted as four 32-bit numbers :math:`c = \overline{L_1 R_1 L_0 R_0}`, where :math:`\overline{A B C D} = A \cdot  2^{96} + B \cdot  2^{64} + C \cdot  2^{32} + D`, put :math:`k_0^0 =k_0, k_1^0=k_1`.
+        
+        2.2. The following recurrence is calculated:
+
+        :math:`L_1^{i+1} =mullo(R_1^i, 0xD2511F53)`
+
+        :math:`R_1^{i+1} =mulhi(R_0^i, 0xCD9E8D57) \oplus k_0^i \oplus L_0^i`
+
+        :math:`L_0^{i+1} =mullo(R_0^i, 0xCD9E8D57)`
+
+        :math:`R_0^{i+1} =mulhi(R_1^i, 0xD2511F53) \oplus k_1^i \oplus L_1^i`
+
+        :math:`k_0^{i+1} =k_0^i + 0xBB67AE85`
+
+        :math:`k_1^{i+1} =k_1^i + 0x9E3779B9`, where :math:`mulhi(a, b)` and :math:`mullo(a, b)` are high and low parts of the :math:`a \cdot b` product respectively.
+
+        2.3. Put :math:`f(c) = \overline{L_1^N R_1^N L_0^N R_0^N}`, where :math:`N = 10`
+
+    3. Integer output: :math:`r_{4n + k} = \omega_n(k)`, where :math:`\omega_n(k)` is the k-th 32-bit integer in quadruple :math:`\omega_n, k = 0, 1, 2, 3`
+    4. Real output: :math:`u_n=(int)r_n / 2^{32} + 1/2`
+
+.. _onemath_rng_philox4x32x10_description_syntax:
+
+class philox4x32x10
+-------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class philox4x32x10 {
+    public:
+    static constexpr std::uint64_t default_seed = 0;
+
+    philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed);
+
+    philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed);
+
+    philox4x32x10(const philox4x32x10& other);
+
+    philox4x32x10(philox4x32x10&& other);
+
+    philox4x32x10& operator=(const philox4x32x10& other);
+
+    philox4x32x10& operator=(philox4x32x10&& other);
+
+    ~philox4x32x10();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `philox4x32x10(const philox4x32x10& other)`_
+          - Copy constructor
+        * - `philox4x32x10(philox4x32x10&& other)`_
+          - Move constructor
+        * - `philox4x32x10& operator=(const philox4x32x10& other)`_
+          - Copy assignment operator
+        * - `philox4x32x10& operator=(philox4x32x10&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10(sycl::queue queue, std::uint64_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`k = seed, c = 0`, where :math:`k` is a 64-bit key, :math:`c` is a 128-bit counter.
+
+    .. _`philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10(sycl::queue queue, std::initializer_list<std::uint64_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume
+            if :math:`n = 0: k = 0, c = 0`
+
+            if :math:`n = 1: k = seed[0], c = 0`
+
+            if :math:`n = 2: k = seed[0], c = seed[1]`
+
+            if :math:`n = 3: k = seed[0], c = seed[1] + seed[2] \cdot 2^{64}`
+
+            for :math:`n > 3` following arguments are ignored
+
+    .. _`philox4x32x10(const philox4x32x10& other)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10(const philox4x32x10& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``philox4x32x10`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+  
+    .. _`philox4x32x10(philox4x32x10&& other)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10(philox4x32x10&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``philox4x32x10`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`philox4x32x10& operator=(const philox4x32x10& other)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10& operator=(const philox4x32x10& other)
+  
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+          Valid ``philox4x32x10`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`philox4x32x10& operator=(philox4x32x10&& other)`:
+
+    .. code-block:: cpp
+
+      philox4x32x10::philox4x32x10& operator=(philox4x32x10&& other)
+  
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+          Valid ``philox4x32x10`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson.rst
new file mode 100644
index 0000000000..79d881c615
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson.rst
@@ -0,0 +1,173 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_poisson:
+
+poisson
+=======
+
+Class is used for generation of Poisson distributed integer types random numbers.
+
+.. _onemath_rng_poisson_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Poisson distributed with distribution parameter :math:`\lambda`, where :math:`\lambda \in R; \lambda > 0;`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X = k) = \frac{\lambda^ke^{-\lambda}}{k!}.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{\lambda}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda^ke^{-\lambda}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
+
+.. _onemath_rng_poisson_syntax:
+
+class poisson
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = poisson_method::by_default>
+    class poisson {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        poisson();
+        explicit poisson(double lambda);
+        double lambda() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::poisson_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::poisson_method::by_default``
+                * ``oneapi::math::rng::poisson_method::ptpe``
+                * ``oneapi::math::rng::poisson_method::gaussian_icdf_based``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `poisson()`_
+          - Default constructor
+        * - `explicit poisson(double lambda)`_
+          - Constructor with parameters
+        * - `double lambda() const`_
+          - Method to obtain distribution parameter
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            poisson::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            poisson::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`poisson()`:
+
+        .. code-block:: cpp
+
+            poisson::poisson()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `lambda` = 0.5.
+
+    .. container:: section
+
+        .. _`explicit poisson(double lambda)`:
+
+        .. code-block:: cpp
+
+            explicit poisson::poisson(double lambda)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `lambda` is a distribution parameter.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`lambda \leq 0.0`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`double lambda() const`:
+
+        .. code-block:: cpp
+
+            double poisson::lambda() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `lambda`.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson_v.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson_v.rst
new file mode 100644
index 0000000000..d9a93424e7
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-poisson_v.rst
@@ -0,0 +1,159 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_poisson_v:
+
+poisson_v
+=========
+
+Class is used for generation of Poisson distributed integer types random numbers with varying mean.
+
+.. _onemath_rng_poisson_v_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide
+n random numbers Poisson distributed, with distribution parameter :math:`\lambda_i`, where :math:`\lambda_i \in R; \lambda_i > 0; i = 1, ... , n`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X_i = k) = \frac{\lambda_i^ke^{-\lambda_i}}{k!}, k \in \{0, 1, 2, ... \}.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{\lambda_i}(x) = \left\{ \begin{array}{rcl} \sum_{k = 0}^{\lfloor x \rfloor} \frac{\lambda_i^ke^{-\lambda_i}}{k!}, x \ge 0 \\ 0, x < 0 \end{array}\right.
+
+.. _onemath_rng_poisson_v_syntax:
+
+class poisson_v
+---------------
+
+Let ``SequenceContainerOrView`` be a type that can be one of C++ Sequence containers or C++ Views (``span``, ``mdspan``).
+It's implementation defined which type ``SequenceContainerOrView`` represents.
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename IntType = std::int32_t, typename Method = poisson_v_method::by_default>
+    class poisson_v {
+    public:
+        using method_type = Method;
+        using result_type = IntType;
+        explicit poisson_v(SequenceContainerOrView<double> lambda);
+        SequenceContainerOrView<double> lambda() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename IntType
+            Type of the produced values. Supported types:
+                * ``std::int32_t``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::poisson_v_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::poisson_v_method::by_default``
+                * ``oneapi::math::rng::poisson_v_method::gaussian_icdf_based``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `explicit poisson_v(SequenceContainerOrView<double> lambda)`_
+          - Constructor with parameters
+        * - `SequenceContainerOrView<double> lambda() const`_
+          - Method to obtain distribution parameter
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            poisson_v::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            poisson_v::result_type = IntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`explicit poisson_v(SequenceContainerOrView<double> lambda)`:
+
+        .. code-block:: cpp
+
+            explicit poisson_v::poisson_v(SequenceContainerOrView<double> lambda)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. ``lambda`` is a distribution parameter.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`lambda.size() \leq 1`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`SequenceContainerOrView<double> lambda() const`:
+
+        .. code-block:: cpp
+
+            SequenceContainerOrView<double> poisson_v::lambda() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter ``lambda``.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-r250.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-r250.rst
new file mode 100644
index 0000000000..948a4c695d
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-r250.rst
@@ -0,0 +1,169 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_r250:
+
+r250
+====
+
+The 32-bit generalized feedback shift register pseudorandom number generator GFSR(250,103) :ref:`[Kirkpatrick81] <onemath_rng_bibliography>`.
+
+.. _onemath_rng_r250_description:
+
+.. rubric:: Description
+
+Feedback shift register generators possess ample theoretical foundation and were initially intended for cryptographic and communication applications. The stream state is the array of 250 32-bit integers.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+
+    :math:`x_n=x_{n-103} \oplus x_{n-250}`
+
+    :math:`u_n=x_n / 2 ^ {32}`
+
+
+.. _onemath_rng_r250_description_syntax:
+
+class r250
+----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class r250 {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        r250(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        r250(sycl::queue queue, std::vector<std::uint32_t> seed);
+
+        r250(const r250& other);
+
+        r250(r250&& other);
+
+        r250& operator=(const r250& other);
+
+        r250& operator=(r250&& other);
+
+        ~r250();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `r250(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `r250(sycl::queue queue, std::vector<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `r250(const r250& other)`_
+          - Copy constructor
+        * - `r250(r250&& other)`_
+          - Move constructor
+        * - `r250& operator=(const r250& other)`_
+          - Copy assignment operator
+        * - `r250& operator=(r250&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`r250(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+    
+        r250::r250(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid sycl::queue object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume :math:`x_{-250} = seed`. If :math:`seed = 0`, assume :math:`seed = 1`. Other values in state are initialized according to recurrent correlation :math:`x_{n+1} = 69069x_{n}(mod \ 2 ^ {32})`. Then the values :math:`x_{7k-247}, k = 0, 1, ..., 31` are interpreted as a binary matrix of size 32 x 32 and diagonal bits are set to 0, the under-diagonal bits to 0.
+
+    .. _`r250(sycl::queue queue, std::vector<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+    
+        r250::r250(sycl::queue queue, std::vector<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state
+            if :math:`n \geqslant 0: x_{k-250} = seed[k], k = 0, 1, ..., 249`
+
+    .. _`r250(const r250& other)`:
+
+    .. code-block:: cpp
+    
+        r250::r250(const r250& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``r250`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`r250(r250&& other)`:
+
+    .. code-block:: cpp
+
+        r250::r250(r250&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``r250`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`r250& operator=(const r250& other)`:
+
+    .. code-block:: cpp
+
+        r250::r250& operator=(const r250& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``r250`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`r250& operator=(r250&& other)`:
+
+    .. code-block:: cpp
+
+        r250::r250& operator=(r250&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``r250`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-rayleigh.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-rayleigh.rst
new file mode 100644
index 0000000000..eb608e1d33
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-rayleigh.rst
@@ -0,0 +1,193 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_rayleigh:
+
+rayleigh
+========
+
+Class is used for generation of Rayleigh distributed real types random numbers.
+
+.. _onemath_rng_rayleigh_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Rayleigh distributed with displacement :math:`a`, and scalefactor :math:`(b, \beta)`, where :math:`a, \beta \in R; \beta > 0`.
+
+The Rayleigh distribution is a special case of the :ref:`onemath_rng_weibull` distribution, where the shape parameter `\alpha` = 2 .
+
+The probability distribution is given by:
+
+.. math::
+
+     f_{a, \beta}(x) = \left\{ \begin{array}{rcl} \frac{2(x - a)}{\beta^2}exp(-\frac{(x - a)^2)}{\beta^2}), x \ge a \\ 0, x < a \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp(-\frac{(x - a)^2)}{\beta^2}), x \ge a \\ 0, x < a \end{array}\right.
+
+.. _onemath_rng_rayleigh_syntax:
+
+class rayleigh
+--------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = rayleigh_method::by_default>
+    class rayleigh {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        rayleigh();
+        explicit rayleigh(RealType a, RealType b);
+        RealType a() const;
+        RealType b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::rayleigh_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::rayleigh_method::by_default``
+                * ``oneapi::math::rng::rayleigh_method::icdf``
+                * ``oneapi::math::rng::rayleigh_method::icdf_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `rayleigh()`_
+          - Default constructor
+        * - `explicit rayleigh(RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType b() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            rayleigh::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            rayleigh::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`rayleigh()`:
+
+        .. code-block:: cpp
+
+            rayleigh::rayleigh()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, and `b` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit rayleigh(RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit rayleigh::rayleigh(RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a displacement value, `b` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`b \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType rayleigh::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType rayleigh::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sfmt19937.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sfmt19937.rst
new file mode 100644
index 0000000000..770d82d037
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sfmt19937.rst
@@ -0,0 +1,179 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_sfmt19937:
+
+sfmt19937
+=========
+
+The SIMD-oriented Mersenne Twister pseudorandom number generator.
+
+.. _onemath_rng_sfmt19937_description:
+
+.. rubric:: Description
+
+SIMD-oriented Fast Mersenne Twister pseudorandom number generator SFMT19937 [:ref:`Saito08 <onemath_rng_bibliography>`] with a period length equal to :math:`2 ^ {19937}-1` of the produced sequence. The state of the engine contains the array of 156 128-bit integers.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    :math:`w_n = w_0 A \oplus w_M B \oplus w_{n-2} C \oplus w_{n-1} D`
+
+    Where :math:`w_0, w_M, w_{n-2}, ...` are the 128-bit integers, and :math:`wA, wB, wC, wD` operations are defined as follows:
+
+    :math:`wA = (w << 8) \oplus w`, left shift of 128-bit integer :math:`w` by :math:`a` followed by exclusive-or operation
+
+    :math:`wB = (w >> 8) \& mask`, right shift of each 32-bit integer in quadruple :math:`w` by and-operator with quadruple of 32-bit masks :math:`mask = (0xBFFFFFF6, 0xDFFAFFFF, 0xDDFECB7F, 0xDFFFFFEF)`
+
+    :math:`wC = (w >> 8) \oplus w`, right shift of 128-bit integer :math:`w`
+
+    :math:`wD = (w << 8)`, left shift of each 32-bit integer in quadruple :math:`w`
+
+    Integer output: :math:`r_{4n+k} = w_{n}(k)`, where :math:`w_{n}(k)` is the k-th 32-bit integer in quadruple :math:`w_{n}, k = 0, 1, 2, 3`
+
+    :math:`u_n = (int) r_n / 2^{32} + 1/2`
+
+
+.. _onemath_rng_sfmt19937_description_syntax:
+
+class sfmt19937
+---------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class sfmt19937 {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
+
+        sfmt19937(const sfmt19937& other);
+
+        sfmt19937(sfmt19937&& other);
+
+        sfmt19937& operator=(const sfmt19937& other);
+
+        sfmt19937& operator=(sfmt19937&& other);
+
+        ~sfmt19937();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine
+        * - `sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine
+        * - `sfmt19937(const sfmt19937& other)`_
+          - Copy constructor
+        * - `sfmt19937(sfmt19937&& other)`_
+          - Move constructor
+        * - `sfmt19937& operator=(const sfmt19937& other)`_
+          - Copy assignment operator
+        * - `sfmt19937& operator=(sfmt19937&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+    
+        sfmt19937::sfmt19937(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
+
+    .. _`sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+    
+        sfmt19937::sfmt19937(sycl::queue queue, std::initializer_list<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. The initialization algorithm described in [:ref:`Saito08 <onemath_rng_bibliography>`].
+
+    .. _`sfmt19937(const sfmt19937& other)`:
+
+    .. code-block:: cpp
+    
+        sfmt19937::sfmt19937(const sfmt19937& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`sfmt19937(sfmt19937&& other)`:
+
+    .. code-block:: cpp
+
+        sfmt19937::sfmt19937(sfmt19937&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`sfmt19937& operator=(const sfmt19937& other)`:
+
+    .. code-block:: cpp
+
+        sfmt19937::sfmt19937& operator=(const sfmt19937& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sfmt19937`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`sfmt19937& operator=(sfmt19937&& other)`:
+
+    .. code-block:: cpp
+
+        sfmt19937::sfmt19937& operator=(sfmt19937&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sfmt19937`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-skip_ahead.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-skip_ahead.rst
new file mode 100644
index 0000000000..dc6c616a7c
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-skip_ahead.rst
@@ -0,0 +1,121 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_skip_ahead:
+
+skip_ahead
+==========
+
+Proceed state of engine by the skip-ahead method.
+
+.. _onemath_rng_skip_ahead_description:
+
+.. rubric:: Description and Assumptions
+
+oneapi::math::rng::skip_ahead function changes the current state of the engine so that with the further call of the generator the output subsequence begins with the specified offset see `Figure "Block-Splitting Method" <#rng_block_splitting>`__.
+
+.. container:: figtop
+    :name: rng_block_splitting
+
+    Block-Splitting Method
+
+    |image0|
+
+.. _onemath_rng_skip_ahead_common:
+
+skip_ahead
+----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename EngineType>
+    void skip_ahead(EngineType& engine, std::uint64_t num_to_skip);
+    }
+
+.. container:: section
+
+    .. rubric:: Template Parameters
+
+    EngineType
+        Type of engine. Note: may not be supported by all available engine classes.
+
+.. container:: section
+
+    .. rubric:: Input Parameters
+
+    engine
+        Engine which state would be skipped.
+
+    num_to_skip
+        Number of elements to skip in the engine's sequence.
+
+.. rubric:: Example
+
+.. code-block:: cpp
+
+    // Creating 3 identical engines
+    oneapi::math::rng::mcg31m1 engine_1(queue, seed);
+    oneapi::math::rng::mcg31m1 engine_2(engine_1);
+    oneapi::math::rng::mcg31m1 engine_3(engine_2);
+
+    // Skipping ahead by 7 elements the 2nd engine
+    oneapi::math::rng::skip_ahead(engine_2, 7);
+
+    // Skipping ahead by 14 elements the 3rd engine
+    oneapi::math::rng::skip_ahead(engine_3, 14);
+
+
+.. _onemath_rng_skip_ahead_ex:
+
+skip_ahead (Interface with a partitioned number of skipped elements)
+--------------------------------------------------------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename EngineType>
+    void oneapi::math::rng::skip_ahead(EngineType& engine, std::initializer_list<std::uint64_t> num_to_skip);
+    }
+
+.. container:: section
+
+    .. rubric:: Template Parameters
+
+    EngineType
+        Type of engine. Note: may not be supported by all available engine classes.
+
+.. container:: section
+
+    .. rubric:: Input Parameters
+
+    engine
+        Engine which state would be skipped.
+
+    num_to_skip
+        Partitioned number of elements to skip in the engine's sequence. The total number of skipped elements would be: :math:`num\_to\_skip[0] + num\_to\_skip[1] \cdot 2^{64} + ... + num\_to\_skip[1] \cdot 2^{64 (n - 1)}`, where n is a number of elements in num_to_skip list.
+
+.. rubric:: Example with Partitioned Numer of Elements
+
+.. code-block:: cpp
+
+    // Creating the first engine
+    oneapi::math::rng::mrg32k3a engine_1(queue, seed);
+
+    // To skip 2^64 elements in the random stream number of skipped elements should be
+    // represented as num_to_skip = 2^64 = 0 + 1 * 2^64
+    std::initializer_list<std::uint64_t> num_to_skip = {0, 1};
+
+    // Creating the 2nd engine based on 1st. Skipping by 2^64
+    oneapi::math::rng::mrg32k3a engine_2(engine_1);
+    oneapi::math::rng::skip_ahead(engine_2, num_to_skip);
+
+
+**Parent topic:** :ref:`onemath_rng_service_routines`
+
+.. |image0| image:: ../../equations/rng-skip-ahead.png
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sobol.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sobol.rst
new file mode 100644
index 0000000000..4fb71cdf70
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-sobol.rst
@@ -0,0 +1,169 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_sobol:
+
+sobol
+=====
+
+The sobol is a 32-bit Gray code-based quasi-random number generator.
+
+.. _onemath_rng_sobol_description:
+
+.. rubric:: Description
+
+Bratley and Fox :ref:`[Bratley88] <onemath_rng_bibliography>` provide an implementation of the SOBOL quasi-random number generator. The default dimensions of quasi-random vectors can vary from 1 to 40 inclusive. It is also allowed to register user-defined parameters (direction numbers).
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+
+    :math:`x_n=x_{n_1} \oplus v_c`
+
+    :math:`u_n=x_n / 2 ^ {32}`
+
+    The value :math:`c` is the right-most zero bit in :math:`n-1`; :math:`x_n` is s-dimensional vector of 32-bit values. The s-dimensional vectors (calculated during engine initialization) :math:`v_i, i = 1, 32` are called direction numbers. The vector :math:`u_n` is the generator output normalized to the unit hypercube :math:`(0, 1) ^ s`.
+
+.. _onemath_rng_sobol_description_syntax:
+
+class sobol
+-----------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class sobol {
+    public:
+        static constexpr std::uint32_t default_dimensions_number = 1;
+
+        sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number);
+
+        sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers);
+
+        sobol(const sobol& other);
+
+        sobol(sobol&& other);
+
+        sobol& operator=(const sobol& other);
+
+        sobol& operator=(sobol&& other);
+
+        ~sobol();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`_
+          - Constructor with specified number of dimensions. The value should be :math:`1..40`.
+        * - `sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)`_
+          - Constructor for extended use-case, when it's needed to use the number of dimensions greater than 40 or obtain another sequence.
+        * - `sobol(const sobol& other)`_
+          - Copy constructor
+        * - `sobol(sobol&& other)`_
+          - Move constructor
+        * - `sobol& operator=(const sobol& other)`_
+          - Copy assignment operator
+        * - `sobol& operator=(sobol&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)`:
+
+    .. code-block:: cpp
+    
+        sobol::sobol(sycl::queue queue, std::uint32_t dimensions = default_dimensions_number)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        dimensions
+            Number of dimensions. If :math:`dimen < 1` or :math:`dimen > 40`, assume :math:`dimen = 1`.
+
+    .. _`sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)`:
+
+    .. code-block:: cpp
+    
+        sobol::sobol(sycl::queue queue, std::vector<std::uint32_t>& direction_numbers)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        direction_numbers
+            If you want to generate quasi-random vectors of greater dimension or obtain another sequence, you can register a set of your own direction_numbers. The number of dimensions corresponds to direction_numbers.size() / 32.
+
+    .. _`sobol(const sobol& other)`:
+
+    .. code-block:: cpp
+    
+        sobol::sobol(const sobol& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sobol`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`sobol(sobol&& other)`:
+
+    .. code-block:: cpp
+
+        sobol::sobol(sobol&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sobol`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`sobol& operator=(const sobol& other)`:
+
+    .. code-block:: cpp
+
+        sobol::sobol& operator=(const sobol& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sobol`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`sobol& operator=(sobol&& other)`:
+
+    .. code-block:: cpp
+
+        sobol::sobol& operator=(sobol&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``sobol`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-continuous.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-continuous.rst
new file mode 100644
index 0000000000..2feb34f87d
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-continuous.rst
@@ -0,0 +1,193 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_uniform_continuous:
+
+uniform (continuous)
+====================
+
+Class is used for generation of uniformly distributed real types random numbers.
+
+.. _onemath_rng_uniform_continuous_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+interval, respectively, and :math:`a, b \in R; a < b`
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, b}(x) = \left\{ \begin{array}{rcl} \frac{1}{b-a}, x \in [a, b) \\ 0, x \notin [a, b) \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{x - a}{b - a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
+
+
+.. _onemath_rng_uniform_continuous_syntax:
+
+class uniform
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = uniform_method::by_default>
+    class uniform {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        uniform();
+        explicit uniform(RealType a, RealType b);
+        RealType a() const;
+        RealType b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::uniform_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::uniform_method::by_default``
+                * ``oneapi::math::rng::uniform_method::standard``
+                * ``oneapi::math::rng::uniform_method::accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `uniform()`_
+          - Default constructor
+        * - `explicit uniform(RealType a, RealType b)`_
+          - Constructor with parameters
+        * - `RealType a() const`_
+          - Method to obtain left bound `a`
+        * - `RealType b() const`_
+          - Method to obtain right bound `b`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            uniform::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            uniform::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`uniform()`:
+
+        .. code-block:: cpp
+
+            uniform::uniform()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0.0, `b` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit uniform(RealType a, RealType b)`:
+
+        .. code-block:: cpp
+
+            explicit uniform::uniform(RealType a, RealType b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a left bound, `b` is a right bound, assume :math:`a < b`.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`a \ge b`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType uniform::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - left bound.
+
+    .. container:: section
+
+        .. _`RealType b() const`:
+
+        .. code-block:: cpp
+
+            RealType uniform::b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - right bound.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-discrete.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-discrete.rst
new file mode 100644
index 0000000000..9babc632de
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform-discrete.rst
@@ -0,0 +1,185 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_uniform_discrete:
+
+uniform (discrete)
+==================
+
+Class is used for generation of uniformly distributed integer types random numbers.
+
+.. _onemath_rng_uniform_discrete_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers uniformly distributed over the interval :math:`[a, b)`, where :math:`a`, :math:`b` are the left and right bounds of the
+interval, respectively, and :math:`a, b \in R; a < b`.
+
+The probability distribution is given by:
+
+.. math::
+
+    P(X = k) = \frac{1}{b - a}, k \in \{a, a + 1, ... , b - 1\}
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, b}(x) = \left\{ \begin{array}{rcl} 0, x < a \\ \frac{\lfloor x - a + 1 \rfloor}{b-a}, a \leq x < b, x \in R \\ 1, x \ge b \end{array}\right.
+
+
+.. _onemath_rng_uniform_discrete_syntax:
+
+class uniform
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename Method = uniform_method::by_default>
+    class uniform<std::int32_t, Method> {
+    public:
+        using method_type = Method;
+        using result_type = std::int32_t;
+        uniform();
+        explicit uniform(std::int32_t a, std::int32_t b);
+        std::int32_t a() const;
+        std::int32_t b() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::uniform_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::uniform_method::by_default``
+                * ``oneapi::math::rng::uniform_method::standard``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `uniform()`_
+          - Default constructor
+        * - `explicit uniform(std::int32_t a, std::int32_t b)`_
+          - Constructor with parameters
+        * - `std::int32_t a() const`_
+          - Method to obtain left bound `a`
+        * - `std::int32_t b() const`_
+          - Method to obtain right bound `b`
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            result_type = std::int32_t
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`uniform()`:
+
+        .. code-block:: cpp
+
+            uniform()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `a` = 0, `b` = std::numeric_limits<std::int32_t>::max().
+
+    .. container:: section
+
+        .. _`explicit uniform(std::int32_t a, std::int32_t b)`:
+
+        .. code-block:: cpp
+
+            uniform(std::int32_t a, std::int32_t b)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `a` is a left bound, `b` is a right bound, assume :math:`a < b`.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`a \ge b`
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`std::int32_t a() const`:
+
+        .. code-block:: cpp
+
+            a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - left bound.
+
+    .. container:: section
+
+        .. _`std::int32_t b() const`:
+
+        .. code-block:: cpp
+
+            b() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `b` - right bound.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform_bits.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform_bits.rst
new file mode 100644
index 0000000000..748c16a318
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-uniform_bits.rst
@@ -0,0 +1,60 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_uniform_bits:
+
+uniform_bits
+============
+
+Class is used for generation of uniformly distributed bits in 32/64-bit chunks.
+
+.. _onemath_rng_uniform_bits_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide uniformly distributed bits in 32/64-bit chunks. It is designed to ensure each bit in the 32/64-bit chunk is uniformly distributed. Can be not supported by the specific engine.
+
+class uniform_bits
+------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename UIntType = std::uint32_t>
+    class uniform_bits {
+    public:
+        using result_type = UIntType;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename UIntType
+            Type of the produced values. Supported types:
+                * ``std::uint32_t``
+                * ``std::uint64_t``
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            uniform_bits::result_type = UIntType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
index 571d120c5d..4a4ad5a322 100644
--- a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-usage-model.rst
@@ -5,7 +5,7 @@
 .. _onemath_rng_usage_model:
 
 oneMath RNG Host Usage Model
-===========================
+============================
 
 
 .. rubric:: Description
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-weibull.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-weibull.rst
new file mode 100644
index 0000000000..1ae31a8879
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-weibull.rst
@@ -0,0 +1,208 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_weibull:
+
+weibull
+=======
+
+Class is used for generation of Weibull distributed real types random numbers.
+
+.. _onemath_rng_weibull_description:
+
+.. rubric:: Description
+
+The class object is used in the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` function to provide random numbers Weibull distributed with displacement :math:`a`, scalefactor :math:`\beta`, and shape :math:`\alpha`, where :math:`a, \beta, \alpha \in R; \alpha > 0; \beta > 0`.
+
+The probability distribution is given by:
+
+.. math::
+
+    f_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} \frac{\alpha}{\beta^\alpha}(x - a)^{\alpha - 1}exp((-\frac{x - a}{\beta})^{\alpha}), x \ge a \\ 0, x < a \end{array}\right.
+
+The cumulative distribution function is as follows:
+
+.. math::
+
+    F_{a, \alpha, \beta}(x) = \left\{ \begin{array}{rcl} 1 - exp((-\frac{x - a}{\beta})^{\alpha}), x \ge a \\ 0, x < a \end{array}\right.
+
+.. _onemath_rng_weibull_syntax:
+
+class weibull
+-------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    template<typename RealType = float, typename Method = weibull_method::by_default>
+    class weibull {
+    public:
+        using method_type = Method;
+        using result_type = RealType;
+        weibull();
+        explicit weibull(RealType alpha, RealType a, RealType b);
+        RealType alpha() const;
+        RealType a() const;
+        RealType beta() const;
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Template parameters
+
+    .. container:: section
+
+        typename RealType
+            Type of the produced values. Supported types:
+                * ``float``
+                * ``double``
+
+    .. container:: section
+
+        typename Method = oneapi::math::rng::weibull_method::by_default
+            Transformation method, which will be used for generation. Supported types:
+
+                * ``oneapi::math::rng::weibull_method::by_default``
+                * ``oneapi::math::rng::weibull_method::icdf``
+                * ``oneapi::math::rng::weibull_method::icdf_accurate``
+
+            See description of the methods in :ref:`Distributions methods template parameter<onemath_rng_distributions_template_parameter_onemath_rng_method_values>`.
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `weibull()`_
+          - Default constructor
+        * - `explicit weibull(RealType alpha, RealType a, RealType beta)`_
+          - Constructor with parameters
+        * - `RealType alpha() const`_
+          - Method to obtain shape value
+        * - `RealType a() const`_
+          - Method to obtain displacement value
+        * - `RealType beta() const`_
+          - Method to obtain scalefactor value
+
+.. container:: section
+
+    .. rubric:: Member types
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            weibull::method_type = Method
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines transformation method for generation.
+
+    .. container:: section
+
+        .. code-block:: cpp
+
+            weibull::result_type = RealType
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            The type which defines type of generated random numbers.
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. container:: section
+
+        .. _`weibull()`:
+
+        .. code-block:: cpp
+
+            weibull::weibull()
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Default constructor for distribution, parameters set as `alpha` = 1.0, `a` = 0.0, and `b` = 1.0.
+
+    .. container:: section
+
+        .. _`explicit weibull(RealType alpha, RealType a, RealType beta)`:
+
+        .. code-block:: cpp
+
+            explicit weibull::weibull(RealType alpha, RealType a, RealType beta)
+
+        .. container:: section
+
+            .. rubric:: Description
+
+            Constructor with parameters. `alpha` is a shape value, `a` is a displacement value, `beta` is a scalefactor value.
+
+        .. container:: section
+
+            .. rubric:: Throws
+
+            oneapi::math::invalid_argument
+                Exception is thrown when :math:`alpha \leq` static_cast<RealType>(0.0), or :math:`beta \leq` static_cast<RealType>(0.0)
+
+.. container:: section
+
+    .. rubric:: Characteristics
+
+    .. container:: section
+
+        .. _`RealType alpha() const`:
+
+        .. code-block:: cpp
+
+            RealType weibull::alpha() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `alpha` - shape value.
+
+    .. container:: section
+
+        .. _`RealType a() const`:
+
+        .. code-block:: cpp
+
+            RealType weibull::a() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `a` - displacement value.
+
+    .. container:: section
+
+        .. _`RealType beta() const`:
+
+        .. code-block:: cpp
+
+            RealType weibull::beta() const
+
+        .. container:: section
+
+            .. rubric:: Return Value
+
+            Returns the distribution parameter `beta` - scalefactor value.
+
+**Parent topic:** :ref:`onemath_rng_distributions`
diff --git a/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-wichmann_hill.rst b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-wichmann_hill.rst
new file mode 100644
index 0000000000..cc44cf4c47
--- /dev/null
+++ b/source/elements/oneMath/source/domains/rng/host_api/onemath-rng-wichmann_hill.rst
@@ -0,0 +1,251 @@
+.. SPDX-FileCopyrightText: 2019-2020 Intel Corporation
+..
+.. SPDX-License-Identifier: CC-BY-4.0
+
+.. _onemath_rng_wichmann_hill:
+
+wichmann_hill
+=============
+
+The wichmann_hill engine is the set of 273 Wichmann-Hill's combined multiplicative congruential generators from NAG Numerical Libraries :ref:`[NAG] <onemath_rng_bibliography>`.
+
+.. _onemath_rng_wichmann_hill_description:
+
+.. rubric:: Description
+
+The set of 372 different basic pseudorandom number generators wichmann_hill is the second basic generator in the NAG libraries.
+
+.. container:: section
+
+    .. rubric:: Generation algorithm
+
+    :math:`x_n=a_{1, j} x_{n-1} (mod \ m_{1, j})`
+
+    :math:`y_n = a_{2, j} y_{n-1} (mod \ m_{2, j})`
+
+    :math:`z_n = a_{3, j} z_{n-1} (mod \ m_{3, j})`
+
+    :math:`w_n = a_{4, j} w_{n-1} (mod \ m_{4, j})`
+
+    :math:`u_n = (x_n / m_{1, j} + y_n / m_{2, j} + z_n / m_{3, j} + w_n / m_{4, j}) mod \ 1`
+
+    The constants :math:`a_{i, j}` range from 112 to 127, the constants :math:`m_{i, j}` are prime numbers ranging from 16718909 to 16776917, close to :math:`2 ^ {24}`.
+
+
+.. _onemath_rng_wichmann_hill_description_syntax:
+
+class wichmann_hill
+-------------------
+
+.. rubric:: Syntax
+
+.. code-block:: cpp
+
+    namespace oneapi::math::rng {
+    class wichmann_hill {
+    public:
+        static constexpr std::uint32_t default_seed = 1;
+
+        wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed);
+
+        wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx);
+
+        wichmann_hill(sycl::queue queue, std::initializer_list<std::uint32_t> seed);
+
+        wichmann_hill(sycl::queue queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx);
+
+        wichmann_hill(const wichmann_hill& other);
+
+        wichmann_hill(wichmann_hill&& other);
+
+        wichmann_hill& operator=(const wichmann_hill& other);
+
+        wichmann_hill& operator=(wichmann_hill&& other);
+
+        ~wichmann_hill();
+    };
+    }
+
+.. container:: section
+
+    .. rubric:: Class Members
+
+    .. list-table::
+        :header-rows: 1
+
+        * - Routine
+          - Description
+        * - `wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)`_
+          - Constructor for common seed initialization of the engine (for this case multiple generators of the set would be used)
+        * - `wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`_
+          - Constructor for common seed initialization of the engine (for this case single generator of the set would be used)
+        * - `wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)`_
+          - Constructor for extended seed initialization of the engine (for this case multiple generators of the set would be used)
+        * - `wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`_
+          - Constructor for extended seed initialization of the engine (for this case single generator of the set would be used)
+        * - `wichmann_hill(const wichmann_hill& other)`_
+          - Copy constructor
+        * - `wichmann_hill(wichmann_hill&& other)`_
+          - Move constructor
+        * - `wichmann_hill& operator=(const wichmann_hill& other)`_
+          - Copy assignment operator
+        * - `wichmann_hill& operator=(wichmann_hill&& other)`_
+          - Move assignment operator
+
+.. container:: section
+
+    .. rubric:: Constructors
+
+    .. _`wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(sycl::queue queue, std::uint32_t seed = default_seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+    .. _`wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(sycl::queue queue, std::uint32_t seed, std::uint32_t engine_idx)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state. Assume :math:`x_0=seed \ mod \ m_1, y_0 = z_0 = w_0 = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+        engine_idx
+            The index of the set 1, ..., 273.
+
+    .. container:: section
+
+        .. rubric:: Throws
+
+        oneapi::math::invalid_argument
+            Exception is thrown when :math:`idx > 273`
+
+    .. _`wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume:
+            if :math:`n = 0: x_{0} = y_{0} = z_{0} = w_{0} = 1`
+
+            if :math:`n = 1: x_{0} = seed[0] \ mod \ m_1, y_{0} = z_{0} = w_{0} = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+            if :math:`n = 2: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = w_{0} = 1`.
+
+            if :math:`n = 3: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = seed[2] \ mod \ m_3, w_{0} = 1`.
+
+            if :math:`n \geqslant 4: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2`
+
+                :math:`z_{0} = seed[2] \ mod \ m_3, w_{0} = seed[3] \ mod \ m_4`.
+
+
+    .. _`wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(sycl::queue& queue, std::initializer_list<std::uint32_t> seed, std::uint32_t engine_idx)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        queue
+            Valid ``sycl::queue`` object, calls of the :ref:`oneapi::math::rng::generate()<onemath_rng_generate>` routine submits kernels in this queue to obtain random numbers from a given engine.
+
+        seed
+            The initial conditions of the generator state, assume:
+            if :math:`n = 0: x_{0} = y_{0} = z_{0} = w_{0} = 1`
+
+            if :math:`n = 1: x_{0} = seed[0] \ mod \ m_1, y_{0} = z_{0} = w_{0} = 1`. If :math:`x_0 = 0`, assume :math:`x_0 = 1`.
+
+            if :math:`n = 2: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = w_{0} = 1`.
+
+            if :math:`n = 3: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2, z_{0} = seed[2] \ mod \ m_3, w_{0} = 1`.
+
+            if :math:`n \geqslant 4: x_{0} = seed[0] \ mod \ m_1, y_{0} = seed[1] \ mod \ m_2`
+
+                :math:`z_{0} = seed[2] \ mod \ m_3, w_{0} = seed[3] \ mod \ m_4`.
+
+        engine_idx
+            The index of the set 1, ..., 273.
+
+    .. _`wichmann_hill(const wichmann_hill& other)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(const wichmann_hill& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`wichmann_hill(wichmann_hill&& other)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill(wichmann_hill&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is moved to the current engine.
+
+    .. _`wichmann_hill& operator=(const wichmann_hill& other)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill& operator=(const wichmann_hill& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``wichmann_hill`` object. The ``queue`` and state of the other engine is copied and applied to the current engine.
+
+    .. _`wichmann_hill& operator=(wichmann_hill&& other)`:
+
+    .. code-block:: cpp
+
+        wichmann_hill::wichmann_hill& operator=(wichmann_hill&& other)
+
+    .. container:: section
+
+        .. rubric:: Input Parameters
+
+        other
+            Valid ``wichmann_hill`` r-value object. The ``queue`` and state of the other engine is moved to the current engine.
+
+**Parent topic:** :ref:`onemath_rng_engines_basic_random_number_generators`
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
index c9575adf40..3414fbbdad 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_raw_moment.rst
@@ -28,7 +28,7 @@ The oneapi::math::stats::raw_moment function is used to compute array of raw mom
 .. _onemath_stats_raw_moment_buffer:
 
 oneapi::math::stats::raw_moment (buffer version)
------------------------------------------------
+------------------------------------------------
 
 .. rubric:: Syntax
 
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
index a8b1d70571..487f2af9e3 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_usage_model.rst
@@ -5,7 +5,7 @@
 .. _onemath_stats_usage_model:
 
 oneMath Summary Statistics Usage Model
-=====================================
+======================================
 
 
 .. rubric:: Description
diff --git a/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
index 21271231fd..eb424e0a6e 100755
--- a/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
+++ b/source/elements/oneMath/source/domains/stats/onemath_stats_variation_user_mean.rst
@@ -28,7 +28,7 @@ The oneapi::math::stats::variation function is used to compute an array of varia
 .. _onemath_stats_variation_user_mean_buffer:
 
 oneapi::math::stats::variation (buffer version)
-----------------------------------------------
+-----------------------------------------------
 
 .. rubric:: Syntax
 
diff --git a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
index a7650d8dbd..70deb10172 100644
--- a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
@@ -16,7 +16,7 @@ Exceptions
     +----------------------------------+------------------------------------+
     |  exception                       |   when thrown                      |
     +----------------------------------+------------------------------------+
-    | oneapi::math::invalid_argument    | buffer API:                        |
+    | oneapi::math::invalid_argument    | buffer API:                       |
     |                                  |  n < 0;                            |
     |                                  |                                    |
     |                                  |  y.get_count() < n;                |
@@ -29,13 +29,13 @@ Exceptions
     |                                  |                                    |
     |                                  |  any pointer argument is nullptr   |
     +----------------------------------+------------------------------------+
-    | oneapi::math::host_bad_alloc      | USM API:                           |
+    | oneapi::math::host_bad_alloc      | USM API:                          |
     |                                  |  when internal copying to and      |
     |                                  |  from  host memory is used         |
     |                                  |  and corresponding allocation      |
     |                                  |  fails                             |
     +----------------------------------+------------------------------------+
-    | oneapi::math::device_bad_alloc    | USM API:                           |
+    | oneapi::math::device_bad_alloc    | USM API:                          |
     |                                  |  when internal copying to and      |
     |                                  |  from device memory is used        |
     |                                  |  and corresponding allocation      |
diff --git a/source/elements/oneMath/source/index.rst b/source/elements/oneMath/source/index.rst
index 471720b0a4..62517ce145 100644
--- a/source/elements/oneMath/source/index.rst
+++ b/source/elements/oneMath/source/index.rst
@@ -4,9 +4,9 @@
 
 .. _oneMath-section:
 
-======
+=======
 oneMath
-======
+=======
 
 The |onemath_full_name| (oneMath) defines a set of fundamental mathematical routines for use in high-performance computing and other applications. As part of oneAPI, oneMath is designed to allow execution on a wide variety of computational devices: CPUs, GPUs, FPGAs, and other accelerators. The functionality is subdivided into several domains: dense linear algebra, sparse linear algebra, discrete Fourier transforms, random number generators and vector math.
 

From c3fee8ee09906c0b9c47ac525cd9c09bc337fa04 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Wed, 16 Oct 2024 12:31:20 +0200
Subject: [PATCH 05/14] Update onemkl to onemath after rebasing

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../source/domains/dft/compute_backward.rst   |  18 +--
 .../source/domains/dft/compute_forward.rst    |  18 +--
 .../dft/config_params/data_layouts.rst        |  24 ++--
 .../dft/config_params/storage_formats.rst     |   6 +-
 .../dft/config_params/workspace_placement.rst |  10 +-
 .../oneMath/source/domains/dft/descriptor.rst | 118 +++++++++---------
 .../oneMath/source/domains/dft/dft.rst        |  48 +++----
 .../domains/dft/enums_and_config_params.rst   |  62 ++++-----
 8 files changed, 152 insertions(+), 152 deletions(-)

diff --git a/source/elements/oneMath/source/domains/dft/compute_backward.rst b/source/elements/oneMath/source/domains/dft/compute_backward.rst
index d5e7ae678c..b84be05352 100644
--- a/source/elements/oneMath/source/domains/dft/compute_backward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_backward.rst
@@ -7,11 +7,11 @@
 The ``compute_backward`` function templates
 ===========================================
 
-The ``oneapi::mkl::dft::compute_backward`` function templates enable the
+The ``oneapi::math::dft::compute_backward`` function templates enable the
 computation of backward DFT(s), as defined by a (committed)
-``oneapi::mkl::dft::descriptor`` object, on user-provided data. These function
-templates are declared in the ``oneapi::mkl::dft`` namespace; the usage of
-prepended namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
+``oneapi::math::dft::descriptor`` object, on user-provided data. These function
+templates are declared in the ``oneapi::math::dft`` namespace; the usage of
+prepended namespace specifiers ``oneapi::math::dft`` is omitted below for conciseness.
 
 .. _onemath_dft_compute_backward_description:
 
@@ -34,7 +34,7 @@ progress of the enqueued DFT calculations.
    The ``compute_backward`` functions may need to access the internals and
    private/protected members of (some) ``descriptor`` classes.  This could be
    done, for instance, by labeling them as friend functions to the
-   ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
+   ``descriptor`` :ref:`class template<onemath_dft_descriptor>`.
 
 .. onemath_dft_compute_backward_buffer:
 
@@ -198,11 +198,11 @@ progress of the enqueued DFT calculations.
    .. rubric:: Throws
 
    The ``compute_backward`` functions shall throw the following
-   :ref:`exception<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exception<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If ``desc`` is invalid. For instance, if its configuration value
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``.
@@ -374,11 +374,11 @@ progress of the enqueued DFT calculations.
    .. rubric:: Throws
 
    The ``compute_backward`` functions shall throw the following
-   :ref:`exception<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exception<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If ``desc`` is invalid. For instance, if its configuration value
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``. It will also be thrown if any required
diff --git a/source/elements/oneMath/source/domains/dft/compute_forward.rst b/source/elements/oneMath/source/domains/dft/compute_forward.rst
index bdae5bdb3c..6923b5e57c 100644
--- a/source/elements/oneMath/source/domains/dft/compute_forward.rst
+++ b/source/elements/oneMath/source/domains/dft/compute_forward.rst
@@ -7,11 +7,11 @@
 The ``compute_forward`` function templates
 ==========================================
 
-The ``oneapi::mkl::dft::compute_forward`` function templates enable the
+The ``oneapi::math::dft::compute_forward`` function templates enable the
 computation of forward DFT(s), as defined by a (committed)
-``oneapi::mkl::dft::descriptor`` object, on user-provided data. These function
-templates are declared in the ``oneapi::mkl::dft`` namespace; the usage of
-prepended namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
+``oneapi::math::dft::descriptor`` object, on user-provided data. These function
+templates are declared in the ``oneapi::math::dft`` namespace; the usage of
+prepended namespace specifiers ``oneapi::math::dft`` is omitted below for conciseness.
 
 .. _onemath_dft_compute_forward_description:
 
@@ -34,7 +34,7 @@ progress of the enqueued DFT calculations.
    The ``compute_forward`` functions may need to access the internals and
    private/protected members of (some) ``descriptor`` classes.  This could be
    done, for instance, by labeling them as friend functions to the
-   ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
+   ``descriptor`` :ref:`class template<onemath_dft_descriptor>`.
 
 .. onemath_dft_compute_forward_buffer:
 
@@ -199,11 +199,11 @@ progress of the enqueued DFT calculations.
    .. rubric:: Throws
 
    The ``compute_forward`` functions shall throw the following
-   :ref:`exception<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exception<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If ``desc`` is invalid. For instance, if its configuration value
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``.
@@ -375,11 +375,11 @@ progress of the enqueued DFT calculations.
    .. rubric:: Throws
 
    The ``compute_forward`` functions shall throw the following
-   :ref:`exception<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exception<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If ``desc`` is invalid. For instance, if its configuration value
       associated with configuration parameter ``config_param::COMMIT_STATUS`` is
       not ``config_param::COMMITTED``. It will also be thrown if any required
diff --git a/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst b/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
index 796366ae06..01b5ca8652 100644
--- a/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/data_layouts.rst
@@ -7,7 +7,7 @@
 Configuration of data layouts
 -----------------------------
 
-The usage of prepended namespace specifiers ``oneapi::mkl::dft`` is
+The usage of prepended namespace specifiers ``oneapi::math::dft`` is
 omitted below for conciseness.
 
 The DFT interface provides the configuration parameters
@@ -24,7 +24,7 @@ Using the notations from the :ref:`introduction<onemath_dft_definitions>` and th
 superscript :math:`\text{fwd}` (resp. :math:`\text{bwd}`) for data sequences
 belonging to forward (resp. backward) domain, for any :math:`m` and multi-index
 :math:`\left(k_1, k_2, \ldots, k_d\right)` within :ref:`valid
-range<onemkl_dft_elementary_range_of_indices>`, the corresponding entry
+range<onemath_dft_elementary_range_of_indices>`, the corresponding entry
 :math:`\left(\cdot\right)^{m}_{k_{1}, k_{2}, \dots, k_d }` – or the real or
 imaginary part thereof – of the relevant data sequence is located at index
 
@@ -69,7 +69,7 @@ re-interpret the base data type of that data container into an
 implicitly-assumed elementary data type.
 That implicitly-assumed data type depends on the object type, *i.e.*, on the
 specialization values used for the template parameters when instantiating the
-``descriptor`` :ref:`class template<onemkl_dft_descriptor>`, and, in case of
+``descriptor`` :ref:`class template<onemath_dft_descriptor>`, and, in case of
 complex descriptors, on the configuration value set for its configuration parameter
 ``config_param::COMPLEX_STORAGE``. The table below lists the implicitly-assumed
 data type in either domain (last 2 columns) based on the object type and
@@ -225,10 +225,10 @@ relevant data sequence entries are accessed as elements of data containers
 (``sycl::buffer`` objects or device-accessible USM allocations) provided to the
 compute function, the base data type of which is (possibly implicitly re-interpreted)
 as documented in the above
-:ref:`table<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`. If
+:ref:`table<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`. If
 using input and output strides, for any :math:`m` and multi-index
 :math:`\left(k_1, k_2, \ldots, k_d\right)` within :ref:`valid
-range<onemkl_dft_elementary_range_of_indices>`, the index to be used when
+range<onemath_dft_elementary_range_of_indices>`, the index to be used when
 accessing a data sequence entry – or part thereof – in forward domain is
 
 .. math::
@@ -248,21 +248,21 @@ As a consequence, configuring ``descriptor`` objects using these deprecated
 configuration parameters makes their configuration direction-dependent when
 different stride values are used in forward and backward domains. Since the
 intended compute direction is unknown to the object when
-:ref:`committing<onemkl_dft_descriptor_commit>` it, every direction that results
-in a :ref:`consistent data layout<onemkl_dft_data_layout_requirements>` in
+:ref:`committing<onemath_dft_descriptor_commit>` it, every direction that results
+in a :ref:`consistent data layout<onemath_dft_data_layout_requirements>` in
 forward and backward domains must be supported by successfully-committed
 ``descriptor`` objects.
 
 .. note::
     For ``descriptor`` objects with strides configured via these deprecated
     configuration parameters, the
-    :ref:`consistency requirements<onemkl_dft_data_layout_requirements>` may be
+    :ref:`consistency requirements<onemath_dft_data_layout_requirements>` may be
     satisfied for only one of the two compute directions, *i.e.*, for only one
     of the forward or backward DFT(s). Such a configuration should not cause an
     exception to be thrown by the descriptor's ``commit``
-    :ref:`member function<onemkl_dft_descriptor_commit>` but the behavior of
-    oneMKL is undefined if using that object for the compute direction that does
-    not align with the :ref:`consistency requirements<onemkl_dft_data_layout_requirements>`.
+    :ref:`member function<onemath_dft_descriptor_commit>` but the behavior of
+    oneMath is undefined if using that object for the compute direction that does
+    not align with the :ref:`consistency requirements<onemath_dft_data_layout_requirements>`.
 
 .. note::
     Setting either of ``config_param::INPUT_STRIDES`` or
@@ -285,7 +285,7 @@ the reverse direction as shown below.
 
 .. code-block:: cpp
 
-   namespace dft = oneapi::mkl::dft;
+   namespace dft = oneapi::math::dft;
    // ...
    desc.set_value(dft::config_param::INPUT_STRIDES,  fwd_domain_strides);
    desc.set_value(dft::config_param::OUTPUT_STRIDES, bwd_domain_strides);
diff --git a/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
index 897dd2e52b..17d2fc657b 100644
--- a/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/storage_formats.rst
@@ -7,7 +7,7 @@
 Data storage
 ============
 
-The usage of prepended namespace specifiers ``oneapi::mkl::dft`` is
+The usage of prepended namespace specifiers ``oneapi::math::dft`` is
 omitted below for conciseness.
 
 The data storage convention observed by a ``descriptor`` object depends on
@@ -47,7 +47,7 @@ allocation or ``sycl::buffer`` object). Any relevant entry
 :math:`\left(\cdot\right)^{m}_{k_1, k_2,\dots ,k_d}` is accessed/stored from/in
 a data container provided at compute time at the index value expressed in eq.
 :eq:`eq_idx_data_layout` (see the page dedicated to the
-:ref:`configuration of data layout<onemkl_dft_config_data_layouts>`)
+:ref:`configuration of data layout<onemath_dft_config_data_layouts>`)
 of that data container, whose elementary data type is (possibly implicitly
 re-interpreted as) ``std::complex<float>`` (resp. ``std::complex<double>``) for
 single-precision (resp. double-precision) descriptors.
@@ -100,7 +100,7 @@ the real and imaginary parts of the relevant entries separately. The real and
 imaginary parts of any relevant complex entry
 :math:`\left(\cdot\right)^{m}_{k_1, k_2,\dots ,k_d}` are both stored at the
 index value expressed in eq. :eq:`eq_idx_data_layout` (see the page dedicated to
-the :ref:`configuration of data layout<onemkl_dft_config_data_layouts>`) of
+the :ref:`configuration of data layout<onemath_dft_config_data_layouts>`) of
 their respective data containers, whose elementary data type is (possibly
 implicitly re-interpreted as) ``float`` (resp. ``double``) for single-precision
 (resp. double-precision) descriptors.
diff --git a/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst b/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
index 517779cb8e..55ffcf94fb 100644
--- a/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
+++ b/source/elements/oneMath/source/domains/dft/config_params/workspace_placement.rst
@@ -7,7 +7,7 @@
 Workspace placement
 -------------------
 
-The usage of prepended namespace specifiers ``oneapi::mkl::dft`` is
+The usage of prepended namespace specifiers ``oneapi::math::dft`` is
 omitted below for conciseness.
 
 DFT implementations often require temporary storage for intermediate data whilst computing DFTs.
@@ -25,7 +25,7 @@ For some backends and configurations, externally-managed workspaces may reduce
 performance.
 
 A typical workflow for using externally-managed workspaces is given
-:ref:`below<onemkl_dft_typical_usage_of_workspace_external>`.
+:ref:`below<onemath_dft_typical_usage_of_workspace_external>`.
 
 Automatically- and externally-managed workspaces
 ++++++++++++++++++++++++++++++++++++++++++++++++
@@ -55,8 +55,8 @@ When a descriptor is committed with ``config_value::WORKSPACE_EXTERNAL`` set
 for ``config_param::WORKSPACE_PLACEMENT``, the user must provide an external 
 workspace before calling any compute function.
 More details can be found in the section dedicated to the ``set_workspace``
-:ref:`member function<onemkl_dft_descriptor_set_workspace>` and in the typical
-usage illustrated :ref:`below<onemkl_dft_typical_usage_of_workspace_external>`.
+:ref:`member function<onemath_dft_descriptor_set_workspace>` and in the typical
+usage illustrated :ref:`below<onemath_dft_typical_usage_of_workspace_external>`.
 
 .. _onemath_dft_typical_usage_of_workspace_external:
 
@@ -77,7 +77,7 @@ This is shown in the following example code:
 
 .. code-block:: cpp
 
-   namespace dft = oneapi::mkl::dft;
+   namespace dft = oneapi::math::dft;
    // Create a descriptor
    dft::descriptor<dft::precision::SINGLE, dom> desc(n);
    // 1. Set the workspace placement to WORKSPACE_EXTERNAL
diff --git a/source/elements/oneMath/source/domains/dft/descriptor.rst b/source/elements/oneMath/source/domains/dft/descriptor.rst
index 1eff4318af..0bff502f9a 100644
--- a/source/elements/oneMath/source/domains/dft/descriptor.rst
+++ b/source/elements/oneMath/source/domains/dft/descriptor.rst
@@ -7,16 +7,16 @@
 The ``descriptor`` class template
 =================================
 
-Instances of any ``oneapi::mkl::dft::descriptor`` class define DFT(s) to be
-computed. The usage of prepended namespace specifiers ``oneapi::mkl::dft`` is
+Instances of any ``oneapi::math::dft::descriptor`` class define DFT(s) to be
+computed. The usage of prepended namespace specifiers ``oneapi::math::dft`` is
 omitted below for conciseness.
 
 Description
 +++++++++++
 
 Any desired DFT is fully defined by an instance of a specialization of the
-``descriptor`` class template, declared in the ``oneapi::mkl::dft`` namespace.
-The :ref:`scoped enumeration types<onemkl_dft_enums>` ``precision``, ``domain``,
+``descriptor`` class template, declared in the ``oneapi::math::dft`` namespace.
+The :ref:`scoped enumeration types<onemath_dft_enums>` ``precision``, ``domain``,
 ``config_param`` and ``config_value`` defined in the same namespace (and the
 corresponding ranges of values) are relevant to the definition and
 configurations of such objects. Users can set several (resp. query all)
@@ -29,7 +29,7 @@ device encapsulated by the ``sycl::queue`` object required by that function.
 
 The desired forward (resp. backward) DFT calculations may then be computed by
 passing such a committed ``descriptor`` object to a ``compute_forward`` (resp.
-``compute_backward``) function (defined in the ``oneapi::mkl::dft`` namespace as
+``compute_backward``) function (defined in the ``oneapi::math::dft`` namespace as
 well), along with the relevant data containers (``sycl::buffer`` object(s) or
 pointer(s) to a device-accessible USM allocations) for the  desired DFT(s). This
 function makes the ``descriptor`` object enqueue the operations relevant for the
@@ -136,29 +136,29 @@ desired calculations to the ``sycl::queue`` object it was given when committing
 
    * -     Routines
      -     Description
-   * -     :ref:`constructors<onemkl_dft_descriptor_constructors>`
+   * -     :ref:`constructors<onemath_dft_descriptor_constructors>`
      -     Create a ``descriptor`` object. The parameterized constructors
            enable the (one-time) definition of the length(s)
            :math:`\lbrace n_1, \ldots, n_d\rbrace` (the dimension :math:`d` is
            deduced accordingly). The parameterized constructors default-initialize
            the object; copy and move constructors do not.
-   * -     :ref:`assignment operators<onemkl_dft_descriptor_assignment_operators>`
+   * -     :ref:`assignment operators<onemath_dft_descriptor_assignment_operators>`
      -     Perform a deep copy of or moves the argument.
-   * -     ``set_value`` :ref:`member functions<onemkl_dft_descriptor_set_value>`
+   * -     ``set_value`` :ref:`member functions<onemath_dft_descriptor_set_value>`
      -     Set a configuration value for a specific configuration parameter.
-   * -     ``get_value`` :ref:`member functions<onemkl_dft_descriptor_get_value>`
+   * -     ``get_value`` :ref:`member functions<onemath_dft_descriptor_get_value>`
      -     Query the configuration value associated with a particular
            configuration parameter.
-   * -     ``set_workspace`` :ref:`member function<onemkl_dft_descriptor_set_workspace>`
+   * -     ``set_workspace`` :ref:`member function<onemath_dft_descriptor_set_workspace>`
      -     Equips the ``descriptor`` object with an external workspace.
-   * -     ``commit`` :ref:`member function<onemkl_dft_descriptor_commit>`
+   * -     ``commit`` :ref:`member function<onemath_dft_descriptor_commit>`
      -     Commits the ``descriptor`` object to enqueue the operations relevant
            to the DFT(s) it determines to a given, user-provided ``sycl::queue``
            object; completes all initialization work relevant to and required by
            the chosen, device-compliant implementation for the particular DFT,
            as defined by the ``descriptor`` object.
 
-.. _onemkl_dft_descriptor_constructors:
+.. _onemath_dft_descriptor_constructors:
 
 Constructors
 ++++++++++++
@@ -168,7 +168,7 @@ all the relevant default configuration settings (which may depend on the
 specialization values for ``prec`` and ``dom``). The constructors do not perform
 any significant initialization work as changes in the object's configuration(s)
 may be operated thereafter (via its ``set_value``
-:ref:`member functions<onemkl_dft_descriptor_set_value>`) and modify
+:ref:`member functions<onemath_dft_descriptor_set_value>`) and modify
 significantly the nature of that work.
 
 The copy constructor performs a deep copy of ``descriptor`` objects.
@@ -244,15 +244,15 @@ without copying them.
    .. rubric:: Throws
 
    The constructors shall throw the following
-   :ref:`exceptions<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exceptions<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::host_bad_alloc()``
+   ``oneapi::math::host_bad_alloc()``
       If any memory allocations on host have failed, for instance due to
       insufficient memory.
 
-   ``oneapi::mkl::unimplemented()``
+   ``oneapi::math::unimplemented()``
       If the dimension :math:`d`, *i.e.*, the size of ``lengths``, is larger
       than what is supported by the library implementation.
    
@@ -260,7 +260,7 @@ without copying them.
 **Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
 
-.. _onemkl_dft_descriptor_assignment_operators:
+.. _onemath_dft_descriptor_assignment_operators:
 
 Assignment operators
 ++++++++++++++++++++
@@ -302,11 +302,11 @@ The copy assignment operator results in a deep copy.
    .. rubric:: Throws
 
    The assignment operators shall throw the following
-   :ref:`exception<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exception<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::host_bad_alloc()``
+   ``oneapi::math::host_bad_alloc()``
       If any memory allocations on host have failed, for instance due to
       insufficient memory.
 
@@ -322,14 +322,14 @@ configuration value corresponding to a (read-write) configuration parameter for
 the DFT(s) that it defines. These functions are to be used as many times as
 required for all the necessary configuration parameters to be set prior to
 committing the object (by calling its ``commit``
-:ref:`member function<onemkl_dft_descriptor_commit>`).
+:ref:`member function<onemath_dft_descriptor_commit>`).
 
 All these functions require and expect exactly **two** arguments: they set the
 given configuration value (second argument) for a desired configuration
 parameter (first argument), represented by ``param`` of type ``config_param``.
 The expected type of the associated configuration value (second argument)
 depends on ``param`` and is specified in the
-:ref:`section<onemkl_dft_enum_config_param>` dedicated to the ``config_param``
+:ref:`section<onemath_dft_enum_config_param>` dedicated to the ``config_param``
 type and its enumerators (unless a deprecated version is used). The expected
 type of configuration value determines which of the ``set_value`` overloads is
 to be used for a specific value of ``param``.
@@ -354,7 +354,7 @@ This version of ``set_value`` supports the following values of ``param``:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, real_scalar_t value);
@@ -370,7 +370,7 @@ This version of ``set_value`` supports the following values of ``param``:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, const std::vector<std::int64_t>& value);
@@ -385,13 +385,13 @@ This version of ``set_value`` supports the following values of ``param``:
 
 ``value`` must be a vector of :math:`\left(d+1\right)` ``std::int64_t`` elements.
 More information about setting strides may be found in the page dedicated to
-the :ref:`configuration of data layouts<onemkl_dft_config_data_layouts>`.
+the :ref:`configuration of data layouts<onemath_dft_config_data_layouts>`.
 
 .. rubric:: Syntax for parameters associated with non-numeric values
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, config_value value);
@@ -407,7 +407,7 @@ This version of ``set_value`` supports the following values of ``param``:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, const std::int64_t* value);
@@ -432,7 +432,7 @@ recommended by the compile-time deprecation warning.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::set_value(config_param param, ...);
@@ -442,7 +442,7 @@ recommended by the compile-time deprecation warning.
 This version supports all values of ``param`` corresponding to a writable
 configuration parameter. The variadic argument list must contain a unique
 element. When reading the latter (after default argument promotions of variadic
-arguments, if applicable), oneMKL *assumes* that it is
+arguments, if applicable), oneMath *assumes* that it is
 
 - an ``std::int64_t`` value if ``param`` is any of ``config_param::NUMBER_OF_TRANSFORMS``, ``config_param::FWD_DISTANCE``, or ``config_param::BWD_DISTANCE``;
 - a ``double`` value if ``param`` is any of ``FORWARD_SCALE``, ``BACKWARD_SCALE``;
@@ -467,27 +467,27 @@ to inform about the recommended alternative.
    ``...``
       The value to be set for the targeted configuration parameter, passed as
       a variadic argument list of **one** element. This usage is deprecated.
-      Note the type assumed by oneMKL when reading that value (specified above).
+      Note the type assumed by oneMath when reading that value (specified above).
 
 .. container:: section
 
    .. rubric:: Throws
 
    The ``set_value`` member functions shall throw the following
-   :ref:`exceptions<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exceptions<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
 
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       - If the provided ``param`` corresponds to a read-only configuration parameter;
       - If the overloaded version being used does not support ``param``;
       - If the provided ``param`` and/or configuration value are/is not valid.
 
-   ``oneapi::mkl::unimplemented()``
+   ``oneapi::math::unimplemented()``
       If the provided ``param`` and configuration value are valid, but not
       supported by the library implementation.
 
-**Descriptor class member table:** :ref:`onemkl_dft_descriptor_member_table`
+**Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
 
 
 .. _onemath_dft_descriptor_get_value:
@@ -504,7 +504,7 @@ configuration value (into the element pointed by the second argument)
 corresponding to the queried configuration parameter (first argument) ``param``
 of type ``config_param``. The second argument is a valid *pointer* to a
 configuration value whose type corresponds to ``param``, as specified in the
-:ref:`section<onemkl_dft_enum_config_param>` dedicated to the ``config_param``
+:ref:`section<onemath_dft_enum_config_param>` dedicated to the ``config_param``
 type and its enumerators (unless a deprecated version is used). The expected
 type of configuration value determines which of the ``get_value`` overloads is
 to be used for a specific value of ``param``.
@@ -532,7 +532,7 @@ This version of ``get_value`` supports only ``config_param::FORWARD_DOMAIN`` for
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, precision* value_ptr) const;
@@ -545,7 +545,7 @@ This version of ``get_value`` supports only ``config_param::PRECISION`` for
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, std::int64_t* value_ptr) const;
@@ -558,11 +558,11 @@ This version of ``get_value`` supports the following values of ``param``:
 - ``config_param::BWD_DISTANCE``;
 - ``config_param::DIMENSION``;
 - ``config_param::WORKSPACE_EXTERNAL_BYTES`` (requires the calling object to be committed);
-- ``config_param::LENGTHS`` (deprecated usage if :math:`d > 1`, :math:`d` contiguous ``std::int64_t`` written by oneMKL)
-- ``config_param::INPUT_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMKL);
-- ``config_param::OUTPUT_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMKL);
-- ``config_param::FWD_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMKL);
-- ``config_param::BWD_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMKL);
+- ``config_param::LENGTHS`` (deprecated usage if :math:`d > 1`, :math:`d` contiguous ``std::int64_t`` written by oneMath)
+- ``config_param::INPUT_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMath);
+- ``config_param::OUTPUT_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMath);
+- ``config_param::FWD_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMath);
+- ``config_param::BWD_STRIDES`` (deprecated usage, :math:`\left(d+1\right)` contiguous ``std::int64_t`` written by oneMath);
 
 Using this version for querying configuration values encapsulating more than one
 ``std::int64_t`` values is deprecated. A runtime deprecation warning may be
@@ -572,7 +572,7 @@ emitted to inform about the recommended alternative in such cases.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, real_scalar_t* value_ptr) const;
@@ -590,7 +590,7 @@ single-precision (resp. double-precision) descriptors.
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, std::vector<std::int64_t>* value_ptr) const;
@@ -613,7 +613,7 @@ This version of ``get_value`` supports the following values of ``param``:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, config_value* value_ptr) const;
@@ -630,7 +630,7 @@ This version of ``get_value`` supports the following values of ``param``:
 
 .. code-block:: cpp
 
-   namespace oneapi::mkl::dft {
+   namespace oneapi::math::dft {
 
       template <precision prec, domain dom>
       void descriptor<prec,dom>::get_value(config_param param, ...) const;
@@ -639,7 +639,7 @@ This version of ``get_value`` supports the following values of ``param``:
 
 This version supports all values of ``param``. The variadic argument list must
 contain a unique element. When reading the latter (after default argument
-promotions of variadic arguments, if applicable), oneMKL assumes that it is of
+promotions of variadic arguments, if applicable), oneMath assumes that it is of
 type
 
 - ``domain*`` if ``param`` is ``config_param::FORWARD_DOMAIN``;
@@ -667,13 +667,13 @@ to inform about the recommended alternative.
 
    ``value_ptr``
       A valid *pointer* to a configuration value (or configuration values) in
-      which oneMKL is allowed to write (return) the queried value(s). The type
+      which oneMath is allowed to write (return) the queried value(s). The type
       of this input argument depends on ``param`` as specified above.
 
    ``...``
       A valid *pointer* to a configuration value (or configuration values),
       passed as a variadic argument list of **one** element. This usage is
-      deprecated. Note the type assumed by oneMKL when accessing that pointer
+      deprecated. Note the type assumed by oneMath when accessing that pointer
       (specified above)
 
 .. container:: section
@@ -681,20 +681,20 @@ to inform about the recommended alternative.
    .. rubric:: Throws
 
    The ``get_value`` member functions shall throw the following
-   :ref:`exceptions<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exceptions<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
    
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       - If the overloaded version being used does not support ``param``;
       - If ``value_ptr`` is ``nullptr``;
       - If ``value_ptr->size()`` is not as expected when querying a vector-valued parameter.
 
-   ``oneapi::mkl::uninitialized``
+   ``oneapi::math::uninitialized``
       If ``param`` is ``config_param::WORKSPACE_EXTERNAL_BYTES`` and the
       calling object is not committed.
 
-   ``oneapi::mkl::unimplemented()``
+   ``oneapi::math::unimplemented()``
       If the queried ``param`` is valid, but not supported by the library
       implementation.
 
@@ -774,18 +774,18 @@ be used in compute calls. However, the aforementioned restrictions will still ap
    .. rubric:: Throws
 
    The ``set_workspace`` member function shall throw the following
-   :ref:`exceptions<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exceptions<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here:
    
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If the provided buffer ``workspaceBuf`` is not sufficiently large or is a
       sub-buffer, or if the provided USM allocation ``workspaceUSM`` is
       ``nullptr`` when an external workspace of size greater than zero is
       required, or if the provided USM allocation ``workspaceUSM`` is not
       accessible by the device.
 
-   ``oneapi::mkl::uninitialized()``
+   ``oneapi::math::uninitialized()``
       If ``set_workspace`` is called before the descriptor is committed.
 
 
@@ -835,20 +835,20 @@ called again.
    .. rubric:: Throws
 
    The ``commit`` member function shall throw the following
-   :ref:`exceptions<onemkl_common_exceptions>` if the associated condition is
+   :ref:`exceptions<onemath_common_exceptions>` if the associated condition is
    detected. An implementation may throw additional implementation-specific
    exception(s) in case of error conditions not covered here (if the
    ``descriptor`` object's configuration was found to be inconsistent, for
    instance):
    
-   ``oneapi::mkl::invalid_argument()``
+   ``oneapi::math::invalid_argument()``
       If ``queue`` is found to be invalid in any way.
 
-   ``oneapi::mkl::host_bad_alloc()``
+   ``oneapi::math::host_bad_alloc()``
       If any host side only memory allocations fail, for instance due to lack of
       memory.
 
-   ``oneapi::mkl::device_bad_alloc()``
+   ``oneapi::math::device_bad_alloc()``
       If any device or shared memory allocation fail.
  
 **Descriptor class member table:** :ref:`onemath_dft_descriptor_member_table`
diff --git a/source/elements/oneMath/source/domains/dft/dft.rst b/source/elements/oneMath/source/domains/dft/dft.rst
index 92a3358a30..31a8591420 100644
--- a/source/elements/oneMath/source/domains/dft/dft.rst
+++ b/source/elements/oneMath/source/domains/dft/dft.rst
@@ -45,7 +45,7 @@ backward) DFT is referred to as "forward domain". Conversely, the domain of
 output (resp. input) discrete sequences for forward (resp. backward) DFT is
 referred to as "backward domain".
 
-oneMKL supports single-precision (fp32) and double-precision (fp64)
+oneMath supports single-precision (fp32) and double-precision (fp64)
 floating-point arithmetic for the calculation of DFTs, using two kinds of
 forward domains:
 
@@ -62,7 +62,7 @@ The calculation of the same DFT for several, *i.e.*, :math:`M > 1`, data sets of
 the same kind of forward domain, using the same precision is referred to as a
 "batched DFT".
 
-.. _onemkl_dft_elementary_range_of_indices:
+.. _onemath_dft_elementary_range_of_indices:
 
 Elementary range of indices
 +++++++++++++++++++++++++++
@@ -82,12 +82,12 @@ and :math:`\lambda^{*}` represents the conjugate of complex number
 redundant in backward domain: in case of real DFTs, the data sequences in
 backward domain can be fully determined even if one of the :math:`d` indices
 :math:`k_{\ell}` is limited to the range
-:math:`0\leq k_{\ell} \leq \lfloor \frac{n_{\ell}}{2}\rfloor`. In oneMKL, the
+:math:`0\leq k_{\ell} \leq \lfloor \frac{n_{\ell}}{2}\rfloor`. In oneMath, the
 index :math:`k_d`, *i.e.*, the last dimension's index, is restricted as such to
 capture an elementary set of non-redundant entries for data sequences belonging
 to the backward domain of real DFTs.
 
-In other words, oneMKL expects and produces a set of :math:`M`
+In other words, oneMath expects and produces a set of :math:`M`
 :math:`d`-dimensional data sequences
 :math:`\left(\cdot \right)^{m}_{k_1, k_2,\ldots, k_d}` with integer indices 
 :math:`m` and
@@ -132,31 +132,31 @@ Recommended usage
 +++++++++++++++++
 
 The desired DFT to be computed is entirely defined by an object ``desc`` of a
-specialization of the ``oneapi::mkl::dft::descriptor``
-:ref:`class template<onemkl_dft_descriptor>`.
+specialization of the ``oneapi::math::dft::descriptor``
+:ref:`class template<onemath_dft_descriptor>`.
 The desired floating-point format and kind of forward domain are determined by
 ``desc``'s particular class, *i.e.*, by the specialization values of the
-:ref:`template parameters<onemkl_dft_descriptor_template_parameters>` ``prec``
+:ref:`template parameters<onemath_dft_descriptor_template_parameters>` ``prec``
 and ``dom`` of the ``descriptor`` class template, respectively. Once ``desc`` is
 created, the length(s) :math:`\lbrace n_1, n_2, \ldots, n_d\rbrace` (and the
 dimension :math:`d`) cannot be changed, as they are read-only parameters. Other
 configuration details for the DFT under consideration may be specified by
 invoking the appropriate
-:ref:`configuration-setting member function(s)<onemkl_dft_descriptor_set_value>`
+:ref:`configuration-setting member function(s)<onemath_dft_descriptor_set_value>`
 of ``desc`` for every relevant configuration parameter (*e.g.*, the number
 :math:`M` of sequences to consider in case of a batched DFT). Once configured
 as desired, ``desc`` must be initialized for computation by using its
-:ref:`committing member function<onemkl_dft_descriptor_commit>`, which requires
+:ref:`committing member function<onemath_dft_descriptor_commit>`, which requires
 a ``sycl::queue`` object. The successful completion of that operation makes
 ``desc`` ready to compute the desired DFT *as configured*, for the particular
 device and context encapsulated by the latter. ``desc`` may then be used with
 user-provided, device-accessible data, in a
-``oneapi::mkl::dft::compute_forward`` (resp.
-``oneapi::mkl::dft::compute_backward``) function to enqueue operations relevant
+``oneapi::math::dft::compute_forward`` (resp.
+``oneapi::math::dft::compute_backward``) function to enqueue operations relevant
 to the desired forward (resp. backward) DFT calculations.
 
 .. note::
-  Objects of any ``oneapi::mkl::dft::descriptor`` class
+  Objects of any ``oneapi::math::dft::descriptor`` class
 
   - must be successfully committed prior to providing them to any compute
     function;
@@ -164,14 +164,14 @@ to the desired forward (resp. backward) DFT calculations.
     after they were already successfully committed;
   - deliver best performance for DFT calculations when created, configured and
     committed outside applications' hotpath(s) that use them multiple times for
-    identically-configured DFTs. ``oneapi::mkl::dft::compute_forward`` and/or
-    ``oneapi::mkl::dft::compute_backward`` should be the only oneMKL DFT-related
+    identically-configured DFTs. ``oneapi::math::dft::compute_forward`` and/or
+    ``oneapi::math::dft::compute_backward`` should be the only oneMath DFT-related
     routines invoked in programs' hotpaths.
 
 Summary table
 ~~~~~~~~~~~~~
 
-The table below summarizes the identifiers of the ``oneapi::mkl::dft`` namespace
+The table below summarizes the identifiers of the ``oneapi::math::dft`` namespace
 relevant to computing DFTs.
 
 .. _onemath_dft_summary_table:
@@ -186,47 +186,47 @@ relevant to computing DFTs.
          :header-rows: 1
          :widths: 33 64   
 
-         * -     Identifier in ``oneapi::mkl::dft``
+         * -     Identifier in ``oneapi::math::dft``
            -     Description
          * -     ``descriptor``
            -     A template for classes whose instances define a specific DFT to
                  be calculated and its configuration. Template
                  parameters are omitted in this table for conciseness (more
                  details are available in the page dedicated to
-                 :ref:`the descriptor class template<onemkl_dft_descriptor>`).
+                 :ref:`the descriptor class template<onemath_dft_descriptor>`).
          * -     ``domain``, ``precision``, ``config_param`` and ``config_value``
-           -     :ref:`Scoped enumerations<onemkl_dft_enums>` pertaining to the
+           -     :ref:`Scoped enumerations<onemath_dft_enums>` pertaining to the
                  definition of any configuration parameter or its associated
                  value, for any instance of a ``descriptor`` class.
          * -     ``descriptor::set_value``
            -     Member functions to
-                 :ref:`set (writable) configuration parameters<onemkl_dft_descriptor_set_value>`
+                 :ref:`set (writable) configuration parameters<onemath_dft_descriptor_set_value>`
                  for any instance of a ``descriptor`` class.
          * -     ``descriptor::get_value``
            -     Member functions to
-                 :ref:`query configuration parameters<onemkl_dft_descriptor_get_value>`
+                 :ref:`query configuration parameters<onemath_dft_descriptor_get_value>`
                  from any instance of a ``descriptor`` class.
          * -     ``descriptor::commit``
            -     A member function to
-                 :ref:`commit<onemkl_dft_descriptor_commit>` any instance
+                 :ref:`commit<onemath_dft_descriptor_commit>` any instance
                  of a ``descriptor`` class to the DFT calculations it defines,
                  on a given queue.
          * -     ``descriptor::set_workspace``
            -     A member function to equip any instance of a ``descriptor``
                  class with an
-                 :ref:`externally-allocated workspace<onemkl_dft_descriptor_set_workspace>`.
+                 :ref:`externally-allocated workspace<onemath_dft_descriptor_set_workspace>`.
          * -     ``compute_forward``
            -     Function templates for computing a forward DFT, as defined by
                  a (successfully-committed) instance of a ``descriptor`` class
                  (required argument). Template parameters are omitted in this
                  table for conciseness (more details are available in the
-                 :ref:`dedicated page<onemkl_dft_compute_forward>`).
+                 :ref:`dedicated page<onemath_dft_compute_forward>`).
          * -     ``compute_backward``
            -     Function templates for computing a backward DFT, as defined by
                  a (successfully-committed) instance of a ``descriptor`` class
                  (required argument). Template parameters are omitted in this
                  table for conciseness (more details are available in the
-                 :ref:`dedicated page<onemkl_dft_compute_backward>`).
+                 :ref:`dedicated page<onemath_dft_compute_backward>`).
 
 
 **Parent topic:** :ref:`onemath_domains`
diff --git a/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst b/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
index f888282215..7554aa27b9 100644
--- a/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
+++ b/source/elements/oneMath/source/domains/dft/enums_and_config_params.rst
@@ -7,10 +7,10 @@
 DFT-related scoped enumeration types
 ------------------------------------
 
-The following scoped enumeration types, defined in the ``oneapi::mkl::dft``
+The following scoped enumeration types, defined in the ``oneapi::math::dft``
 namespace, are used for constructing and configuring ``descriptor`` objects
 consistently with the DFT(s) they are meant to define. The usage of prepended
-namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
+namespace specifiers ``oneapi::math::dft`` is omitted below for conciseness.
 
 .. list-table::
       :header-rows: 1
@@ -22,16 +22,16 @@ namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
         -   Type for the floating-point format to be used in the desired DFT
             calculations (for arithmetic operations and data representation). A
             template parameter ``prec`` of this type is used for the
-            ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
+            ``descriptor`` :ref:`class template<onemath_dft_descriptor>`.
       * -   ``domain``
         -   Type for the kind of forward domain for the desired DFT calculations.
             A template parameter ``dom`` of this type is used for the
-            ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`.
+            ``descriptor`` :ref:`class template<onemath_dft_descriptor>`.
       * -   ``config_param``
         -   Type for configuration parameters of ``descriptor`` objects.
       * -   ``config_value``
         -   Type for non-numeric configuration values corresponding to some of
-            the :ref:`configuration parameters<onemkl_dft_enum_config_param>`.
+            the :ref:`configuration parameters<onemath_dft_enum_config_param>`.
 
 .. _onemath_dft_enum_precision:
 
@@ -40,7 +40,7 @@ namespace specifiers ``oneapi::mkl::dft`` is omitted below for conciseness.
 
 Values in this scoped enumeration type represent the floating-point format to be
 used for the desired DFT(s). The same format is to be used for the user-provided
-data, the computation being carried out by oneMKL and the delivered results.
+data, the computation being carried out by oneMath and the delivered results.
 
 .. container:: section
  
@@ -48,7 +48,7 @@ data, the computation being carried out by oneMKL and the delivered results.
 
    .. code:: cpp
 
-      namespace oneapi::mkl::dft {
+      namespace oneapi::math::dft {
         enum class precision {
             SINGLE,
             DOUBLE
@@ -74,7 +74,7 @@ data, the computation being carried out by oneMKL and the delivered results.
 ++++++++++
 
 Values in this scoped enumeration type represent the kind of forward domain for
-the desired DFT(s). As explained in the :ref:`introduction<onemkl_dft_definitions>`,
+the desired DFT(s). As explained in the :ref:`introduction<onemath_dft_definitions>`,
 the backward domain type is always complex.
 
 .. container:: section
@@ -83,7 +83,7 @@ the backward domain type is always complex.
 
    .. code:: cpp
 
-      namespace oneapi::mkl::dft {
+      namespace oneapi::math::dft {
         enum class domain {
             REAL,
             COMPLEX
@@ -114,7 +114,7 @@ Values in this scoped enumeration type represent configuration parameters for
 
    .. code:: cpp
 
-      namespace oneapi::mkl::dft {
+      namespace oneapi::math::dft {
         enum class config_param {
             // read-only parameters:
             FORWARD_DOMAIN,
@@ -164,7 +164,7 @@ Values in this scoped enumeration type represent configuration parameters for
         -   Kind of forward domain for the DFT. This parameter is read-only.
         -   | ``domain``
             | [specialization value used for template parameter ``dom`` of the
-               ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`]
+               ``descriptor`` :ref:`class template<onemath_dft_descriptor>`]
       * -   ``DIMENSION``
         -   Dimension :math:`d` of the DFT. This parameter is read-only.
         -   | ``std::int64_t``
@@ -172,7 +172,7 @@ Values in this scoped enumeration type represent configuration parameters for
       * -   ``LENGTHS``
         -   Lengths :math:`\lbrace n_1, \ldots, n_d\rbrace` of the DFT. This
             parameter is read-only and can only be set via the
-            :ref:`parameterized constructors<onemkl_dft_descriptor_constructors>`.
+            :ref:`parameterized constructors<onemath_dft_descriptor_constructors>`.
         -   | ``std::vector<std::int64_t>`` of size :math:`d` or, if :math:`d = 1`, ``std::int64_t``
             | [``std::vector<int64_t>({n_1,...,n_d})``]
       * -   ``PRECISION``
@@ -180,11 +180,11 @@ Values in this scoped enumeration type represent configuration parameters for
             parameter is read-only.
         -   | ``precision``
             | [specialization value used for template parameter ``prec`` of the
-               ``descriptor`` :ref:`class template<onemkl_dft_descriptor>`]
+               ``descriptor`` :ref:`class template<onemath_dft_descriptor>`]
       * -   ``COMMIT_STATUS``
         -   Status flag indicating whether the object is ready for computations
             after a successful call to its ``commit``
-            :ref:`member function<onemkl_dft_descriptor_commit>`. This parameter
+            :ref:`member function<onemath_dft_descriptor_commit>`. This parameter
             is read-only.
         -   | ``config_value`` (possible values are ``config_value::COMMITTED`` or ``config_value::UNCOMMITTED``).
             | [``config_value::UNCOMMITTED``]
@@ -202,7 +202,7 @@ Values in this scoped enumeration type represent configuration parameters for
         -   | ``std::int64_t``
             | [:math:`1`]
       * -   ``COMPLEX_STORAGE``
-        -   :ref:`Data storage<onemkl_dft_complex_storage>` type used (relevant
+        -   :ref:`Data storage<onemath_dft_complex_storage>` type used (relevant
             for complex descriptors only).
         -   | ``config_value`` (possible values are ``config_value::COMPLEX_COMPLEX`` or ``config_value::REAL_REAL``)
             | [``config_value::COMPLEX_COMPLEX``]
@@ -212,29 +212,29 @@ Values in this scoped enumeration type represent configuration parameters for
         -   | ``config_value`` (possible values are ``config_value::INPLACE`` or ``config_value::NOT_INPLACE``)
             | [``config_value::INPLACE``]
       * -   ``FWD_STRIDES``
-        -   Offset and strides :ref:`defining the layout<onemkl_dft_fwd_bwd_strides>`
+        -   Offset and strides :ref:`defining the layout<onemath_dft_fwd_bwd_strides>`
             within a given data sequence in the forward domain.
         -   | ``std::vector<std::int64_t>`` of size :math:`(d+1)`
-            | [see the :ref:`dedicated section<onemkl_dft_fwd_bwd_strides>`]
+            | [see the :ref:`dedicated section<onemath_dft_fwd_bwd_strides>`]
       * -   ``BWD_STRIDES``
-        -   Offset and strides :ref:`defining the layout<onemkl_dft_fwd_bwd_strides>`
+        -   Offset and strides :ref:`defining the layout<onemath_dft_fwd_bwd_strides>`
             within a given data sequence in the backward domain.
         -   | ``std::vector<std::int64_t>`` of size :math:`(d+1)`
-            | [see the :ref:`dedicated section<onemkl_dft_fwd_bwd_strides>`]
+            | [see the :ref:`dedicated section<onemath_dft_fwd_bwd_strides>`]
       * -   ``INPUT_STRIDES`` (deprecated)
-        -   Offset and strides :ref:`defining the layout<onemkl_dft_io_strides_deprecated>`
+        -   Offset and strides :ref:`defining the layout<onemath_dft_io_strides_deprecated>`
             within a given *input* data sequence.
         -   | ``std::vector<std::int64_t>`` of size :math:`(d+1)`
             | [``std::vector<std::int64_t>(d+1, 0)``]
       * -   ``OUTPUT_STRIDES`` (deprecated)
-        -   Offset and strides :ref:`defining the layout<onemkl_dft_io_strides_deprecated>`
+        -   Offset and strides :ref:`defining the layout<onemath_dft_io_strides_deprecated>`
             within a given *output* data sequence.
         -   | ``std::vector<std::int64_t>`` of size :math:`(d+1)`
             | [``std::vector<std::int64_t>(d+1, 0)``]
       * -   ``FWD_DISTANCE``
-        -   :ref:`Distance<onemkl_dft_num_dft_data_layouts_batched_dfts>` in
+        -   :ref:`Distance<onemath_dft_num_dft_data_layouts_batched_dfts>` in
             number of elements of
-            :ref:`implicitly-assumed data type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`
+            :ref:`implicitly-assumed data type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`
             between forward-domain entries
             :math:`\left(\cdot\right)^{m}_{k_1, k_2, \ldots, k_d}` and
             :math:`\left(\cdot\right)^{m + 1}_{k_1, k_2, \ldots, k_d}` for all
@@ -246,9 +246,9 @@ Values in this scoped enumeration type represent configuration parameters for
         -   | ``std::int64_t``
             | [:math:`0`]
       * -   ``BWD_DISTANCE``
-        -   :ref:`Distance<onemkl_dft_num_dft_data_layouts_batched_dfts>` in
+        -   :ref:`Distance<onemath_dft_num_dft_data_layouts_batched_dfts>` in
             number of elements of
-            :ref:`implicitly-assumed data type<onemkl_dft_config_data_implicitly_assumed_elementary_data_type>`
+            :ref:`implicitly-assumed data type<onemath_dft_config_data_implicitly_assumed_elementary_data_type>`
             between backward-domain entries
             :math:`\left(\cdot\right)^{m}_{k_1, k_2, \ldots, k_d}` and
             :math:`\left(\cdot\right)^{m + 1}_{k_1, k_2, \ldots, k_d}` for all
@@ -261,14 +261,14 @@ Values in this scoped enumeration type represent configuration parameters for
             | [:math:`0`]
       * -   ``WORKSPACE_PLACEMENT``
         -   Some FFT algorithm computation steps require a
-            :ref:`scratch space<onemkl_dft_config_workspace_placement>` for
+            :ref:`scratch space<onemath_dft_config_workspace_placement>` for
             permutations or other purposes. This parameter controls whether this
             scratch space is automatically allocated or provided by the user.
         -   | ``config_value`` (possible values are ``config_value::WORKSPACE_AUTOMATIC`` or ``config_value::WORKSPACE_EXTERNAL``).
             | [``config_value::WORKSPACE_AUTOMATIC``]
       * -   ``WORKSPACE_EXTERNAL_BYTES``
         -   The required minimum external workspace size for use by the
-            ``set_workspace`` :ref:`member function<onemkl_dft_descriptor_set_workspace>`.
+            ``set_workspace`` :ref:`member function<onemath_dft_descriptor_set_workspace>`.
             This parameter is read-only and can be queried only if the
             ``descriptor`` object is committed.
         -   | ``std::int64_t``
@@ -281,13 +281,13 @@ Values in this scoped enumeration type represent configuration parameters for
 
 Values in this scoped enumeration type represent possible non-numeric
 configuration values associated with some
-:ref:`configuration parameters<onemkl_dft_enum_config_param>`.
+:ref:`configuration parameters<onemath_dft_enum_config_param>`.
 
 .. container:: section
 
    .. code:: cpp
 
-      namespace oneapi::mkl::dft {
+      namespace oneapi::math::dft {
         enum class config_value {
             // for config_param::COMMIT_STATUS
             COMMITTED,
@@ -327,7 +327,7 @@ configuration values associated with some
             and imaginary parts of complex entries are stored separately
             (``config_value::REAL_REAL``) or not (``config_value::COMPLEX_COMPLEX``).
             More details are available in the page dedicated to
-            :ref:`data storage<onemkl_dft_data_storage>`.
+            :ref:`data storage<onemath_dft_data_storage>`.
       * -   | ``INPLACE``
             | ``NOT_INPLACE``
         -   Possible configuration values associated with the configuration
@@ -339,7 +339,7 @@ configuration values associated with some
         -   Possible configuration values associated with the configuration
             parameter ``config_param::WORKSPACE_PLACEMENT``. More details are
             available in the page dedicated to
-            :ref:`workspace placement<onemkl_dft_config_workspace_placement>`.
+            :ref:`workspace placement<onemath_dft_config_workspace_placement>`.
 
 **Parent topic:** :ref:`onemath_dft`
 

From 0cda1f9f9dbd9d843839988916976935cc648c7f Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 17 Oct 2024 10:52:51 +0200
Subject: [PATCH 06/14] Address last Warning

Fix table format

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/elements/oneMath/source/domains/vm/vm-exceptions.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
index 70deb10172..b9702d47aa 100644
--- a/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
+++ b/source/elements/oneMath/source/domains/vm/vm-exceptions.rst
@@ -16,7 +16,7 @@ Exceptions
     +----------------------------------+------------------------------------+
     |  exception                       |   when thrown                      |
     +----------------------------------+------------------------------------+
-    | oneapi::math::invalid_argument    | buffer API:                       |
+    | oneapi::math::invalid_argument   | buffer API:                        |
     |                                  |  n < 0;                            |
     |                                  |                                    |
     |                                  |  y.get_count() < n;                |
@@ -29,13 +29,13 @@ Exceptions
     |                                  |                                    |
     |                                  |  any pointer argument is nullptr   |
     +----------------------------------+------------------------------------+
-    | oneapi::math::host_bad_alloc      | USM API:                          |
+    | oneapi::math::host_bad_alloc     | USM API:                           |
     |                                  |  when internal copying to and      |
     |                                  |  from  host memory is used         |
     |                                  |  and corresponding allocation      |
     |                                  |  fails                             |
     +----------------------------------+------------------------------------+
-    | oneapi::math::device_bad_alloc    | USM API:                          |
+    | oneapi::math::device_bad_alloc   | USM API:                           |
     |                                  |  when internal copying to and      |
     |                                  |  from device memory is used        |
     |                                  |  and corresponding allocation      |

From 77cfe553dbad6b9b240d4713c435fb2ebf864a52 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Fri, 18 Oct 2024 17:08:12 +0200
Subject: [PATCH 07/14] Replace wrong namespace

Replace wrong usage of "onemath" as namespace in favor of the correct
"math"

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/architecture.rst                       |  4 +-
 .../architecture/execution_model.inc.rst      |  4 +-
 .../source/domains/lapack/getrs_batch.rst     | 42 +++++++++----------
 .../lapack/getrs_batch_scratchpad_size.rst    | 16 +++----
 .../source/domains/lapack/potrf_batch.rst     | 30 ++++++-------
 .../lapack/potrf_batch_scratchpad_size.rst    | 12 +++---
 .../source/domains/lapack/potrs_batch.rst     | 26 ++++++------
 .../lapack/potrs_batch_scratchpad_size.rst    | 12 +++---
 8 files changed, 73 insertions(+), 73 deletions(-)

diff --git a/source/architecture.rst b/source/architecture.rst
index 3433670825..94b2da27ce 100644
--- a/source/architecture.rst
+++ b/source/architecture.rst
@@ -117,7 +117,7 @@ Otherwise this is the standard GEMM C++ interface.
       buffer<double, 1> b{B, range<1>{N*P}};
       buffer<double, 1> c{C, range<1>{M*P}};
 
-      onemath::transpose nT = onemath::transpose::nontrans;
+      math::transpose nT = math::transpose::nontrans;
       // Syntax
       //   void gemm(queue &exec_queue, transpose transa, transpose transb,
       //             int64_t m, int64_t n, int64_t k, T alpha,
@@ -125,7 +125,7 @@ Otherwise this is the standard GEMM C++ interface.
       //             buffer<T,1> &b, int64_t ldb, T beta,
       //             buffer<T,1> &c, int64_t ldc);
       // call gemm
-      onemath::blas::gemm(q, nT, nT, M, P, N, 1.0, a, M, b, N, 0.0, c, M);
+      math::blas::gemm(q, nT, nT, M, P, N, 1.0, a, M, b, N, 0.0, c, M);
   }
   // when we exit the block, the buffer destructor will write result back to C.
 
diff --git a/source/elements/oneMath/source/architecture/execution_model.inc.rst b/source/elements/oneMath/source/architecture/execution_model.inc.rst
index 1b01302db3..5c7671f6c1 100644
--- a/source/elements/oneMath/source/architecture/execution_model.inc.rst
+++ b/source/elements/oneMath/source/architecture/execution_model.inc.rst
@@ -24,7 +24,7 @@ Non-Member Functions
 
 Each oneMath non-member computational routine takes a ``sycl::queue`` reference as its first parameter::
 
-    onemath::domain::routine(sycl::queue &q, ...);
+    math::domain::routine(sycl::queue &q, ...);
 
 All computation performed by the routine shall be done on the hardware device(s) associated with this queue, with possible aid from the host, unless otherwise specified.
 In the case of an ordered queue, all computation shall also be ordered with respect to other kernels as if enqueued on that queue.
@@ -77,7 +77,7 @@ When USM pointers are used as input to, or output from, a oneMath routine, it be
 
 To help the calling application, all oneMath routines with at least one USM pointer argument also take an optional reference to a list of *input events*, of type ``std::vector<sycl::event>``, and have a return value of type ``sycl::event`` representing computation completion::
 
-    sycl::event onemath::domain::routine(..., std::vector<sycl::event> &in_events = {});
+    sycl::event math::domain::routine(..., std::vector<sycl::event> &in_events = {});
 
 The routine shall ensure that all input events (if the list is present and non-empty) have occurred before any USM pointers are accessed. Likewise, the routine's output event shall not be complete until the routine has finished accessing all USM pointer arguments.
 
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
index 62b5d27256..fd27db7c48 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
@@ -38,9 +38,9 @@ The buffer version of ``getrs_batch`` supports only the strided API.
 **Strided API**
 
  | The routine solves for the following systems of linear equations :math:`X_i`: 
- | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=math::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=math::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=math::transpose::conjtrans``
  | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch_buffer` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
@@ -50,7 +50,7 @@ The buffer version of ``getrs_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void getrs_batch(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void getrs_batch(cl::sycl::queue &queue, math::transpose trans, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<std::int64_t> &ipiv, std::int64_t stride_ipiv, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -62,9 +62,9 @@ queue
 
 trans
  | Form of the equations:
- | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`Xi`.
- | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`Xi`.
+ | If ``trans = math::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
@@ -150,9 +150,9 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 **Group API**
 
  | The routine solves the following systems of linear equations for :math:`X_i` (:math:`i \in \{1...batch\_size\}`):
- | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=math::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=math::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=math::transpose::conjtrans``
  | Before calling this routine, call the Group API of the :ref:`onemath_lapack_getrf_batch_usm` function to compute the LU factorizations of :math:`A_i`.
  | Total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array.
 
@@ -161,7 +161,7 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, onemath::transpose *trans, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, std::int64_t **ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, math::transpose *trans, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, std::int64_t **ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -173,9 +173,9 @@ queue
 
 trans
  | Array of ``group_count`` parameters :math:`trans_g` indicating the form of the equations for the group :math:`g`:
- | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Array of ``group_count`` parameters :math:`n_g` specifying the order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n_g`) belonging to group :math:`g`.
@@ -253,9 +253,9 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine solves the following systems of linear equations for :math:`X_i`:
- | :math:`A_iX_i = B_i`, if ``trans=onemath::transpose::nontrans``
- | :math:`A_i^TX_i = B_i`, if ``trans=onemath::transpose::trans``
- | :math:`A_i^HX_i = B_i`, if ``trans=onemath::transpose::conjtrans``
+ | :math:`A_iX_i = B_i`, if ``trans=math::transpose::nontrans``
+ | :math:`A_i^TX_i = B_i`, if ``trans=math::transpose::trans``
+ | :math:`A_i^HX_i = B_i`, if ``trans=math::transpose::conjtrans``
  | Before calling this routine, the Strided API of the :ref:`onemath_lapack_getrf_batch` function should be called to compute the LU factorizations of :math:`A_i`.
 
 .. container:: section
@@ -265,7 +265,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, math::transpose trans, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -277,9 +277,9 @@ queue
 
 trans
  | Form of the equations:
- | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
index 422afc70ef..879b197065 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::transpose *trans, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, math::transpose *trans, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -48,9 +48,9 @@ queue
 
 trans
  | Array of ``group_count`` parameters :math:`\text{trans}_g` indicating the form of the equations for the group :math:`g`:
- | If ``trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::conjtrans``, then :math:`A_iHX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::conjtrans``, then :math:`A_iHX_i = B_i` is solved for :math:`X_i`.
 
 n
   Array of ``group_count`` parameters :math:`n_g` specifying the order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n_g`) belonging to group :math:`g`.
@@ -103,7 +103,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
+      std::int64_t getrs_batch_scratchpad_size(cl::sycl::queue &queue, math::transpose trans, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t stride_ipiv, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -115,9 +115,9 @@ queue
 
 trans
  | Indicates the form of the equations:
- | ``If trans = onemath::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
- | If ``trans = onemath::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
+ | ``If trans = math::transpose::nontrans``, then :math:`A_iX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::trans``, then :math:`A_i^TX_i = B_i` is solved for :math:`X_i`.
+ | If ``trans = math::transpose::conjtrans``, then :math:`A_i^HX_i = B_i` is solved for :math:`X_i`.
 
 n
   Order of the matrices :math:`A_i` and the number of rows in matrices :math:`B_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
index a8fc8e437b..1db1d881b4 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch.rst
@@ -38,8 +38,8 @@ The buffer version of ``potrf_batch`` supports only the strided API.
 **Strided API**
 
  | The routine forms the Cholesky factorizations of a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = math::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = math::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
 
 .. container:: section
@@ -49,7 +49,7 @@ The buffer version of ``potrf_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void potrf_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void potrf_batch(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -61,8 +61,8 @@ queue
 
 uplo
    | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
-   | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
-   | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+   | If ``uplo = math::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+   | If ``uplo = math::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
@@ -130,8 +130,8 @@ The USM version of ``potrf_batch`` supports the group API and strided API.
 **Group API**
 
  | The routine forms the Cholesky factorizations of symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data (:math:`A_i = U_i^HU_i` for complex), if :math:`\text{uplo}_g` is ``onemath::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data (:math:`A_i = L_iL_i^H` for complex), if :math:`\text{uplo}_g` is ``onemath::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data (:math:`A_i = U_i^HU_i` for complex), if :math:`\text{uplo}_g` is ``math::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data (:math:`A_i = L_iL_i^H` for complex), if :math:`\text{uplo}_g` is ``math::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular, :math:`g` is an index of group of parameters corresponding to :math:`A_i`, and total number of problems to solve, ``batch_size``, is a sum of sizes of all of the groups of parameters as provided by ``group_sizes`` array
 
 .. container:: section
@@ -141,7 +141,7 @@ The USM version of ``potrf_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrf_batch(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrf_batch(cl::sycl::queue &queue, math::uplo *uplo, std::int64_t *n, T **a, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -153,8 +153,8 @@ queue
 
 uplo
   | Array of ``group_count`` :math:`\text{uplo}_g` parameters. Each :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
-  | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
-  | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+  | If :math:`\text{uplo}_g` is ``math::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+  | If :math:`\text{uplo}_g` is ``math::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
   Array of ``group_count`` :math:`n_g` parameters. Each :math:`n_g` specifies the order of the input matrices from array a belonging to group :math:`g`.
@@ -221,8 +221,8 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine forms the Cholesky factorizations of a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = math::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = math::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
 
 .. container:: section
@@ -232,7 +232,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrf_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrf_batch(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -244,8 +244,8 @@ queue
 
 uplo
    | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
-   | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
-   | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+   | If ``uplo = math::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+   | If ``uplo = math::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
index d95ae76057..cc2d43a61f 100644
--- a/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrf_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, math::uplo *uplo, std::int64_t *n, std::int64_t *lda, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -49,8 +49,8 @@ queue
 uplo
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``math::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``math::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -99,7 +99,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size)
+      std::int64_t potrf_batch_scratchpad_size(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, std::int64_t lda, std::int64_t stride_a, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -110,8 +110,8 @@ queue
   Device queue where calculations will be performed.
 uplo
  | Indicates whether the upper or lower triangular part of :math:`A_i` is stored and how :math:`A_i` is factored:
- | If ``uplo = onemath::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
- | If ``uplo = onemath::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
+ | If ``uplo = math::uplo::upper``, the array ``a`` stores the upper triangular parts of the matrices :math:`A_i`,
+ | If ``uplo = math::uplo::lower``, the array ``a`` stores the lower triangular parts of the matrices :math:`A_i`.
 
 n
   Order of the matrices :math:`A_i`, (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
index 925e6dc17a..9d8615c3e6 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
@@ -38,8 +38,8 @@ The buffer version of ``potrs_batch`` supports only the strided API.
 **Strided API**
 
  | The routine solves for :math:`X_i` the systems of linear equations :math:`A_iX_i = B_i` with a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, given the Cholesky factorization of :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = math::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = math::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
  | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_buffer` function.
@@ -51,7 +51,7 @@ The buffer version of ``potrs_batch`` supports only the strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      void potrs_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
+      void potrs_batch(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, std::int64_t nrhs, cl::sycl::buffer<T> &a, std::int64_t lda, std::int64_t stride_a, cl::sycl::buffer<T> &b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, cl::sycl::buffer<T> &scratchpad, std::int64_t scratchpad_size)
     }
 
 .. container:: section
@@ -63,8 +63,8 @@ queue
 
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = math::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = math::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   The order of matrices :math:`A_i` (:math:`0 \le n`).
@@ -150,7 +150,7 @@ The USM version of ``potrs_batch`` supports the group API and strided API.
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, math::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, T **a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -163,8 +163,8 @@ queue
 uplo  
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``math::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``math::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -243,8 +243,8 @@ This routine shall throw the following exceptions if the associated condition is
 **Strided API**
 
  | The routine solves for :math:`X_i` the systems of linear equations :math:`A_iX_i = B_i` with a symmetric positive-definite or, for complex data, Hermitian positive-definite matrices :math:`A_i`, given the Cholesky factorization of :math:`A_i`, :math:`i \in \{1...batch\_size\}`:
- | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = onemath::uplo::upper``,
- | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = onemath::uplo::lower``,
+ | :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data if ``uplo = math::uplo::upper``,
+ | :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data if ``uplo = math::uplo::lower``,
  | where :math:`L_i` is a lower triangular matrix and :math:`U_i` is upper triangular.
  | The systems are solved with multiple right-hand sides stored in the columns of the matrices :math:`B_i`.
  | Before calling this routine, matrices :math:`A_i` should be factorized by call to the Strided API of the :ref:`onemath_lapack_potrf_batch_usm` function.
@@ -256,7 +256,7 @@ This routine shall throw the following exceptions if the associated condition is
 .. code-block:: cpp
 
     namespace oneapi::math::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, std::int64_t nrhs, T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
@@ -268,8 +268,8 @@ queue
 
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = math::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = math::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   The order of matrices :math:`A_i` (:math:`0 \le n`).
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
index 956ffde2b2..19659a6507 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch_scratchpad_size.rst
@@ -36,7 +36,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
+      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, math::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, std::int64_t *lda, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes)
     }
 
 .. container:: section
@@ -49,8 +49,8 @@ queue
 uplo
  | Array of ``group_count`` :math:`\text{uplo}_g` parameters.
  | Each of :math:`\text{uplo}_g` indicates whether the upper or lower triangular parts of the input matrices are provided:
- | If :math:`\text{uplo}_g` is ``onemath::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
- | If :math:`\text{uplo}_g` is ``onemath::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
+ | If :math:`\text{uplo}_g` is ``math::uplo::upper``, input matrices from array ``a`` belonging to group :math:`g` store the upper triangular parts,
+ | If :math:`\text{uplo}_g` is ``math::uplo::lower``, input matrices from array ``a`` belonging to group :math:`g` store the lower triangular parts.
 
 n
  | Array of ``group_count`` :math:`n_g` parameters.
@@ -106,7 +106,7 @@ Computes the number of elements of type ``T`` the scratchpad memory should able
 
     namespace oneapi::math::lapack {
       template <typename T>
-      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, onemath::uplo uplo, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
+      std::int64_t potrs_batch_scratchpad_size(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, std::int64_t nrhs, std::int64_t lda, std::int64_t stride_a, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size)
     };
 
 .. container:: section
@@ -117,8 +117,8 @@ queue
   Device queue where calculations will be performed.
 uplo
  | Indicates how the input matrices have been factored:
- | If ``uplo = onemath::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
- | If ``uplo = onemath::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
+ | If ``uplo = math::uplo::upper``, the upper triangle :math:`U_i` of :math:`A_i` is stored, where :math:`A_i = U_i^TU_i` for real data, :math:`A_i = U_i^HU_i` for complex data.
+ | If ``uplo = math::uplo::lower``, the upper triangle :math:`L_i` of :math:`A_i` is stored, where :math:`A_i = L_iL_i^T` for real data, :math:`A_i = L_iL_i^H` for complex data.
 
 n
   Order of matrices :math:`A_i` (:math:`0 \le n`).

From 47a7e000751ffac4d54ad54410d8fb548edcf75d Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Fri, 18 Oct 2024 17:33:09 +0200
Subject: [PATCH 08/14] Fix full name of the specification

Set full name to "oneAPI Math Library" and update reference to it

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/conf/common_conf.py                                    | 2 +-
 .../oneMath/source/domains/blas/blas-like-extensions.rst      | 4 ++--
 .../source/domains/lapack/lapack-like-extensions.inc.rst      | 4 ++--
 .../oneMath/source/domains/random_number_generators.inc.rst   | 4 ++--
 .../oneMath/source/domains/sparse_linear_algebra.inc.rst      | 2 +-
 5 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/source/conf/common_conf.py b/source/conf/common_conf.py
index a1e744db02..2c31126c03 100644
--- a/source/conf/common_conf.py
+++ b/source/conf/common_conf.py
@@ -68,7 +68,7 @@
 .. |l0_full_name| replace:: oneAPI Level Zero
 .. |tbb_full_name| replace:: oneAPI Threading Building Blocks
 .. |tbb_version| replace:: $oneapi_version
-.. |onemath_full_name| replace:: oneAPI Math Kernel Library
+.. |onemath_full_name| replace:: oneAPI Math Library
 .. |onemath_version| replace:: $oneapi_version
 .. include:: <isonum.txt>
 .. |regsup| replace:: :supsub:`reg`
diff --git a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
index 08cbf7454f..f3d9326903 100644
--- a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
@@ -11,8 +11,8 @@ BLAS-like Extensions
 .. container::
 
 
-   oneAPI Math Kernel Library DPC++ provides additional routines to
-   extend the functionality of the BLAS routines. These include routines
+   oneAPI Math Library DPC++ provides additional routines to extend
+   the functionality of the BLAS routines. These include routines
    to compute many independent vector-vector and matrix-matrix operations.
 
    The following table lists the BLAS-like extensions with their descriptions.
diff --git a/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
index 38213aa1ce..e2f1f995a9 100644
--- a/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
@@ -11,8 +11,8 @@ LAPACK-like Extensions Routines
 .. container::
 
 
-   oneAPI Math Kernel Library DPC++ provides additional routines to
-   extend the functionality of the LAPACK routines. These include routines
+   oneAPI Math Library DPC++ provides additional routines to extend
+   the functionality of the LAPACK routines. These include routines
    to compute many independent factorizations, linear equation solutions, and similar.
    The following table lists the LAPACK-like Extensions routine groups.
 
diff --git a/source/elements/oneMath/source/domains/random_number_generators.inc.rst b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
index e316dc3fdb..dee89a0c01 100644
--- a/source/elements/oneMath/source/domains/random_number_generators.inc.rst
+++ b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
@@ -7,11 +7,11 @@
 Random Number Generators
 -------------------------
 
-The oneAPI Math Kernel Library Random Number Generators provides a :ref:`set of routines <onemath_rng_overview>` implementing commonly
+The oneAPI Math Library Random Number Generators provides a :ref:`set of routines <onemath_rng_overview>` implementing commonly
 used :ref:`pseudorandom, quasi-random, and non-deterministic generators <onemath_rng_engines_basic_random_number_generators>`
 with :ref:`continuous and discrete distributions <onemath_rng_distributions>`.
 
 .. toctree::
    :hidden:
 
-   rng/onemath-rng-overview.rst
\ No newline at end of file
+   rng/onemath-rng-overview.rst
diff --git a/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
index 2546026f4a..4542b10c8f 100644
--- a/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
+++ b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
@@ -9,7 +9,7 @@ Sparse Linear Algebra
 
 .. container::
 
-   The oneAPI Math Kernel Library provides a C++ interface to a set of Sparse
+   The oneAPI Math Library provides a C++ interface to a set of Sparse
    Linear Algebra routines using SYCL.
 
    :ref:`onemath_spblas` provides basic operations on sparse vectors and

From 876ecf4dbbcdbe34f16c0867a766012aeb2af18e Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 24 Oct 2024 10:51:10 +0200
Subject: [PATCH 09/14] Removing MKL from "spelling_wordlist" and fixing
 onemath double entry

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/spelling_wordlist.txt | 2 --
 1 file changed, 2 deletions(-)

diff --git a/source/spelling_wordlist.txt b/source/spelling_wordlist.txt
index 2f3a58e215..b27e011bbe 100644
--- a/source/spelling_wordlist.txt
+++ b/source/spelling_wordlist.txt
@@ -80,7 +80,6 @@ LSTM
 Levitan
 Lognormal
 MByte
-MKL
 Matsumoto
 Mersenne
 Multinomial
@@ -496,7 +495,6 @@ microarchitecture
 middleware
 minibatch
 minmag
-onemath
 modf
 moveassignable
 mrg

From 5149a8c0b058eddcdfd1b0d68434193e29089dd0 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 24 Oct 2024 10:59:22 +0200
Subject: [PATCH 10/14] Rename macros from ONEMKL to ONEMATH

Rename macros for domain and for version

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../architecture/other_architecture.inc.rst   | 20 +++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/source/elements/oneMath/source/architecture/other_architecture.inc.rst b/source/elements/oneMath/source/architecture/other_architecture.inc.rst
index df2c21ba5f..380ec7f410 100644
--- a/source/elements/oneMath/source/architecture/other_architecture.inc.rst
+++ b/source/elements/oneMath/source/architecture/other_architecture.inc.rst
@@ -18,13 +18,13 @@ Each oneMath domain must define a preprocessor macro to represent the version of
 
 The macros for each domain are listed as follows:
 
-  | ONEMKL_BLAS_SPEC_VERSION
-  | ONEMKL_LAPACK_SPEC_VERSION
-  | ONEMKL_SPBLAS_SPEC_VERSION
-  | ONEMKL_DFT_SPEC_VERSION
-  | ONEMKL_RNG_SPEC_VERSION
-  | ONEMKL_STATS_SPEC_VERSION
-  | ONEMKL_VM_SPEC_VERSION
+  | ONEMATH_BLAS_SPEC_VERSION
+  | ONEMATH_LAPACK_SPEC_VERSION
+  | ONEMATH_SPBLAS_SPEC_VERSION
+  | ONEMATH_DFT_SPEC_VERSION
+  | ONEMATH_RNG_SPEC_VERSION
+  | ONEMATH_STATS_SPEC_VERSION
+  | ONEMATH_VM_SPEC_VERSION
 
 The specification version can be created by appending all digits of the specification version in the format of <MAJOR><MINOR>. MINOR version always uses two digits. This version can be used to check the compatibility of the implementation with the specification version. Note that the revision is not included here because it reflects changes only for the specification document without affecting the implementation. If the implementation is not compliant with any release of the specification, then the macro must have a numerical value of `000`.
 
@@ -39,13 +39,13 @@ Macro Example
 .. code-block:: c
 
   // For oneAPI 1.2 rev 1
-  #define ONEMKL_BLAS_SPEC_VERSION 102
+  #define ONEMATH_BLAS_SPEC_VERSION 102
 
   // For oneAPI 1.2 rev 2
-  #define ONEMKL_DFT_SPEC_VERSION 102
+  #define ONEMATH_DFT_SPEC_VERSION 102
 
   // For oneAPI 1.3 rev 1
-  #define ONEMKL_VM_SPEC_VERSION 103
+  #define ONEMATH_VM_SPEC_VERSION 103
 
 Versioning details are defined here: https://github.com/uxlfoundation/oneAPI-spec/blob/main/doc/versioning.rst#provisional-versions
 

From 19c21e49b8017fb635fd93c534752442aed33918 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 24 Oct 2024 11:01:26 +0200
Subject: [PATCH 11/14] Substitute full name with its template

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../oneMath/source/domains/blas/blas-like-extensions.rst        | 2 +-
 .../source/domains/lapack/lapack-like-extensions.inc.rst        | 2 +-
 .../oneMath/source/domains/random_number_generators.inc.rst     | 2 +-
 .../oneMath/source/domains/sparse_linear_algebra.inc.rst        | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
index f3d9326903..65143cbae3 100644
--- a/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
+++ b/source/elements/oneMath/source/domains/blas/blas-like-extensions.rst
@@ -11,7 +11,7 @@ BLAS-like Extensions
 .. container::
 
 
-   oneAPI Math Library DPC++ provides additional routines to extend
+   |onemath_full_name| DPC++ provides additional routines to extend
    the functionality of the BLAS routines. These include routines
    to compute many independent vector-vector and matrix-matrix operations.
 
diff --git a/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
index e2f1f995a9..df72edcbff 100644
--- a/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
+++ b/source/elements/oneMath/source/domains/lapack/lapack-like-extensions.inc.rst
@@ -11,7 +11,7 @@ LAPACK-like Extensions Routines
 .. container::
 
 
-   oneAPI Math Library DPC++ provides additional routines to extend
+   |onemath_full_name| DPC++ provides additional routines to extend
    the functionality of the LAPACK routines. These include routines
    to compute many independent factorizations, linear equation solutions, and similar.
    The following table lists the LAPACK-like Extensions routine groups.
diff --git a/source/elements/oneMath/source/domains/random_number_generators.inc.rst b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
index dee89a0c01..0f882e73d5 100644
--- a/source/elements/oneMath/source/domains/random_number_generators.inc.rst
+++ b/source/elements/oneMath/source/domains/random_number_generators.inc.rst
@@ -7,7 +7,7 @@
 Random Number Generators
 -------------------------
 
-The oneAPI Math Library Random Number Generators provides a :ref:`set of routines <onemath_rng_overview>` implementing commonly
+The |onemath_full_name| Random Number Generators provides a :ref:`set of routines <onemath_rng_overview>` implementing commonly
 used :ref:`pseudorandom, quasi-random, and non-deterministic generators <onemath_rng_engines_basic_random_number_generators>`
 with :ref:`continuous and discrete distributions <onemath_rng_distributions>`.
 
diff --git a/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
index 4542b10c8f..bd7b33c948 100644
--- a/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
+++ b/source/elements/oneMath/source/domains/sparse_linear_algebra.inc.rst
@@ -9,7 +9,7 @@ Sparse Linear Algebra
 
 .. container::
 
-   The oneAPI Math Library provides a C++ interface to a set of Sparse
+   The |onemath_full_name| provides a C++ interface to a set of Sparse
    Linear Algebra routines using SYCL.
 
    :ref:`onemath_spblas` provides basic operations on sparse vectors and

From 2a63ce85a699cf2cf41e14c56f9e33a592aabd07 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 24 Oct 2024 11:02:51 +0200
Subject: [PATCH 12/14] Fix renaming after last rebase

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .../source/domains/spblas/data_types/set_matrix_property.rst    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
index b06d5674aa..a277c3c910 100644
--- a/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
+++ b/source/elements/oneMath/source/domains/spblas/data_types/set_matrix_property.rst
@@ -69,7 +69,7 @@ details the property for each matrix format:
         - Description
       * - CSR
         - Setting this property for a matrix using the CSR format will throw a
-          :ref:`oneapi::mkl::invalid_argument<onemkl_exception_invalid_argument>`
+          :ref:`oneapi::math::invalid_argument<onemath_exception_invalid_argument>`
           exception.
       * - COO
         - Guarantees that the indices are sorted by rows in ascending order.

From c3301d5a0b7b0bf1d12008a954ffb5218a46a829 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Thu, 24 Oct 2024 11:18:46 +0200
Subject: [PATCH 13/14] Update image path for copyright to fix pre-commit check

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 .reuse/dep5 | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.reuse/dep5 b/.reuse/dep5
index 4d4b4dddb2..59b92dd2b8 100644
--- a/.reuse/dep5
+++ b/.reuse/dep5
@@ -35,7 +35,7 @@ Files: source/elements/oneDAL/source/*.cpp
 Copyright: 2020 Intel Corporation
 License: MIT
 
-Files: source/elements/oneMKL/source/domains/equations/*.png source/elements/oneMKL/source/domains/equations/*.gif source/elements/oneMKL/source/domains/equations/*.jpg
+Files: source/elements/oneMath/source/domains/equations/*.png source/elements/oneMath/source/domains/equations/*.gif source/elements/oneMath/source/domains/equations/*.jpg
 Copyright: 2020 Intel Corporation
 License: CC-BY-4.0
 

From a46021514a1d63412ab903f79b7411f805d50d55 Mon Sep 17 00:00:00 2001
From: nscipione <nicolo.scipione@codeplay.com>
Date: Fri, 8 Nov 2024 14:12:03 +0100
Subject: [PATCH 14/14] Update namespace after pulling newest chages

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
---
 source/elements/oneMath/source/domains/lapack/getri.rst   | 2 +-
 .../oneMath/source/domains/lapack/getri_batch.rst         | 4 ++--
 source/elements/oneMath/source/domains/lapack/getrs.rst   | 4 ++--
 .../oneMath/source/domains/lapack/getrs_batch.rst         | 8 ++++----
 source/elements/oneMath/source/domains/lapack/orgbr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/orgqr.rst   | 2 +-
 .../oneMath/source/domains/lapack/orgqr_batch.rst         | 4 ++--
 source/elements/oneMath/source/domains/lapack/orgtr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/ormqr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/ormrq.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/ormtr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/potrs.rst   | 4 ++--
 .../oneMath/source/domains/lapack/potrs_batch.rst         | 8 ++++----
 source/elements/oneMath/source/domains/lapack/trtrs.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/ungbr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/ungqr.rst   | 2 +-
 .../oneMath/source/domains/lapack/ungqr_batch.rst         | 4 ++--
 source/elements/oneMath/source/domains/lapack/ungtr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/unmqr.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/unmrq.rst   | 4 ++--
 source/elements/oneMath/source/domains/lapack/unmtr.rst   | 4 ++--
 21 files changed, 43 insertions(+), 43 deletions(-)

diff --git a/source/elements/oneMath/source/domains/lapack/getri.rst b/source/elements/oneMath/source/domains/lapack/getri.rst
index c6189206bd..8d8f11db29 100644
--- a/source/elements/oneMath/source/domains/lapack/getri.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri.rst
@@ -110,7 +110,7 @@ getri (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri(cl::sycl::queue &queue, std::int64_t n, T *a, std::int64_t lda, const std::int64_t *ipiv, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
diff --git a/source/elements/oneMath/source/domains/lapack/getri_batch.rst b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
index 81c05576b1..e3dd03f4e8 100644
--- a/source/elements/oneMath/source/domains/lapack/getri_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getri_batch.rst
@@ -133,7 +133,7 @@ Total number of problems to solve, ``batch_size``, is a sum of sizes of all of t
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri_batch(cl::sycl::queue &queue, std::int64_t *n, T **a, std::int64_t *lda, const std::int64_t * const *ipiv, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -216,7 +216,7 @@ The routine computes the inverses :math:`A_i^{-1}` of general matrices :math:`A_
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event getri_batch(cl::sycl::queue &queue, std::int64_t n, T *a, std::int64_t lda, std::int64_t stride_a, const std::int64_t *ipiv, std::int64_t stride_ipiv, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
diff --git a/source/elements/oneMath/source/domains/lapack/getrs.rst b/source/elements/oneMath/source/domains/lapack/getrs.rst
index 8e7504ae7b..aa963e17c9 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs.rst
@@ -151,8 +151,8 @@ getrs (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event getrs(cl::sycl::queue &queue, oneapi::mkl::transpose trans, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, const std::int64_t *ipiv, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event getrs(cl::sycl::queue &queue, oneapi::math::transpose trans, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, const std::int64_t *ipiv, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
index 9e00533b5c..50a55b7b38 100644
--- a/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/getrs_batch.rst
@@ -160,8 +160,8 @@ The USM version of ``getrs_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose *trans, std::int64_t *n, std::int64_t *nrhs, const T * const *a, std::int64_t *lda, const std::int64_t * const *ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, math::transpose *trans, std::int64_t *n, std::int64_t *nrhs, const T * const *a, std::int64_t *lda, const std::int64_t * const *ipiv, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -264,8 +264,8 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event getrs_batch(cl::sycl::queue &queue, mkl::transpose trans, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, std::int64_t stride_a, const std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event getrs_batch(cl::sycl::queue &queue, math::transpose trans, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, std::int64_t stride_a, const std::int64_t *ipiv, std::int64_t stride_ipiv, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/orgbr.rst b/source/elements/oneMath/source/domains/lapack/orgbr.rst
index 9b83f437eb..10d05ac308 100644
--- a/source/elements/oneMath/source/domains/lapack/orgbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgbr.rst
@@ -168,8 +168,8 @@ orgbr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event orgbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event orgbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr.rst b/source/elements/oneMath/source/domains/lapack/orgqr.rst
index e9ae7408ba..c5d2be04ee 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr.rst
@@ -146,7 +146,7 @@ orgqr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
index aa78832a65..ba55b8c22c 100644
--- a/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgqr_batch.rst
@@ -145,7 +145,7 @@ The USM version of ``orgqr_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, T **a, std::int64_t *lda, const T * const *tau, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -243,7 +243,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event orgqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, std::int64_t stride_a, const T *tau, std::int64_t stride_tau, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
diff --git a/source/elements/oneMath/source/domains/lapack/orgtr.rst b/source/elements/oneMath/source/domains/lapack/orgtr.rst
index d9bdf2b31a..a09d3fe2a0 100644
--- a/source/elements/oneMath/source/domains/lapack/orgtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/orgtr.rst
@@ -114,8 +114,8 @@ orgtr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event orgtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event orgtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/ormqr.rst b/source/elements/oneMath/source/domains/lapack/ormqr.rst
index a8ccc0bf91..255359a763 100644
--- a/source/elements/oneMath/source/domains/lapack/ormqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormqr.rst
@@ -147,8 +147,8 @@ ormqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/ormrq.rst b/source/elements/oneMath/source/domains/lapack/ormrq.rst
index 9dc0477129..504d2b567a 100644
--- a/source/elements/oneMath/source/domains/lapack/ormrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormrq.rst
@@ -147,8 +147,8 @@ ormrq (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/ormtr.rst b/source/elements/oneMath/source/domains/lapack/ormtr.rst
index 4e50653049..e34cf2cf5f 100644
--- a/source/elements/oneMath/source/domains/lapack/ormtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ormtr.rst
@@ -158,8 +158,8 @@ ormtr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ormtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ormtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/potrs.rst b/source/elements/oneMath/source/domains/lapack/potrs.rst
index 13b04ecf2e..e95483ae57 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs.rst
@@ -139,8 +139,8 @@ potrs (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
index bb7717cfd3..2a31b772ed 100644
--- a/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/potrs_batch.rst
@@ -149,8 +149,8 @@ The USM version of ``potrs_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, const T * const *a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, math::uplo *uplo, std::int64_t *n, std::int64_t *nrhs, const T * const *a, std::int64_t *lda, T **b, std::int64_t *ldb, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
@@ -255,8 +255,8 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event potrs_batch(cl::sycl::queue &queue, mkl::uplo uplo, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event potrs_batch(cl::sycl::queue &queue, math::uplo uplo, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, std::int64_t stride_a, T *b, std::int64_t ldb, std::int64_t stride_b, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/trtrs.rst b/source/elements/oneMath/source/domains/lapack/trtrs.rst
index d7455c4320..2258eeb78b 100644
--- a/source/elements/oneMath/source/domains/lapack/trtrs.rst
+++ b/source/elements/oneMath/source/domains/lapack/trtrs.rst
@@ -146,8 +146,8 @@ trtrs (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event trtrs(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose transa, oneapi::mkl::diag unit_diag, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event trtrs(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, oneapi::math::transpose transa, oneapi::math::diag unit_diag, std::int64_t n, std::int64_t nrhs, const T *a, std::int64_t lda, T *b, std::int64_t ldb, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/ungbr.rst b/source/elements/oneMath/source/domains/lapack/ungbr.rst
index bfabd72af5..fa899f3a90 100644
--- a/source/elements/oneMath/source/domains/lapack/ungbr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungbr.rst
@@ -170,8 +170,8 @@ ungbr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ungbr(cl::sycl::queue &queue, oneapi::mkl::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ungbr(cl::sycl::queue &queue, oneapi::math::generate gen, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr.rst b/source/elements/oneMath/source/domains/lapack/ungqr.rst
index b4b5aec585..98ed3ecfbe 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr.rst
@@ -145,7 +145,7 @@ ungqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
diff --git a/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
index b4b63bc535..87d63bfd49 100644
--- a/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungqr_batch.rst
@@ -155,7 +155,7 @@ The USM version of ``ungqr_batch`` supports the group API and strided API.
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr_batch(cl::sycl::queue &queue, std::int64_t *m, std::int64_t *n, std::int64_t *k, T **a, std::int64_t *lda, const T * const *tau, std::int64_t group_count, std::int64_t *group_sizes, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
@@ -253,7 +253,7 @@ This routine shall throw the following exceptions if the associated condition is
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
+    namespace oneapi::math::lapack {
       cl::sycl::event ungqr_batch(cl::sycl::queue &queue, std::int64_t m, std::int64_t n, std::int64_t k, T *a, std::int64_t lda, std::int64_t stride_a, const T *tau, std::int64_t stride_tau, std::int64_t batch_size, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     };
 
diff --git a/source/elements/oneMath/source/domains/lapack/ungtr.rst b/source/elements/oneMath/source/domains/lapack/ungtr.rst
index bb5cd7747a..0e490fdc8f 100644
--- a/source/elements/oneMath/source/domains/lapack/ungtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/ungtr.rst
@@ -117,8 +117,8 @@ ungtr (USM Version)
          
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event ungtr(cl::sycl::queue &queue, oneapi::mkl::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event ungtr(cl::sycl::queue &queue, oneapi::math::uplo upper_lower, std::int64_t n, T *a, std::int64_t lda, const T *tau, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/unmqr.rst b/source/elements/oneMath/source/domains/lapack/unmqr.rst
index 3289d0ed53..b924422a34 100644
--- a/source/elements/oneMath/source/domains/lapack/unmqr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmqr.rst
@@ -147,8 +147,8 @@ unmqr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmqr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmqr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/unmrq.rst b/source/elements/oneMath/source/domains/lapack/unmrq.rst
index 859e702a5e..5f924c4418 100644
--- a/source/elements/oneMath/source/domains/lapack/unmrq.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmrq.rst
@@ -147,8 +147,8 @@ unmrq (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmrq(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmrq(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, std::int64_t k, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section
diff --git a/source/elements/oneMath/source/domains/lapack/unmtr.rst b/source/elements/oneMath/source/domains/lapack/unmtr.rst
index 8d16482714..99253c20d8 100644
--- a/source/elements/oneMath/source/domains/lapack/unmtr.rst
+++ b/source/elements/oneMath/source/domains/lapack/unmtr.rst
@@ -169,8 +169,8 @@ unmtr (USM Version)
 
 .. code-block:: cpp
 
-    namespace oneapi::mkl::lapack {
-      cl::sycl::event unmtr(cl::sycl::queue &queue, oneapi::mkl::side side, oneapi::mkl::uplo upper_lower, oneapi::mkl::transpose trans, std::int64_t m, std::int64_t n, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
+    namespace oneapi::math::lapack {
+      cl::sycl::event unmtr(cl::sycl::queue &queue, oneapi::math::side side, oneapi::math::uplo upper_lower, oneapi::math::transpose trans, std::int64_t m, std::int64_t n, const T *a, std::int64_t lda, const T *tau, T *c, std::int64_t ldc, T *scratchpad, std::int64_t scratchpad_size, const std::vector<cl::sycl::event> &events = {})
     }
 
 .. container:: section