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docs(blog): classification metrics on the backend #6269

docs(blog): classification metrics on the backend

docs(blog): classification metrics on the backend #6269

name: Cloud Backends
on:
push:
# Skip the backend suite if all changes are in the docs directory
paths-ignore:
- "docs/**"
- "**/*.md"
- "**/*.qmd"
- "codecov.yml"
- ".envrc"
branches:
- main
pull_request_target:
types:
- labeled
permissions:
# this allows extractions/setup-just to list releases for `just` at a higher
# rate limit while restricting GITHUB_TOKEN permissions elsewhere
contents: read
env:
FORCE_COLOR: "1"
SQLALCHEMY_WARN_20: "1"
HYPOTHESIS_PROFILE: "ci"
jobs:
test_backends:
name: ${{ matrix.backend.title }} python-${{ matrix.python-version }}
# only a single bigquery or snowflake run at a time, otherwise test data is
# clobbered by concurrent runs
concurrency:
group: ${{ matrix.backend.title }}-${{ matrix.python-version }}-${{ github.event.label.name || 'ci-run-cloud' }}
cancel-in-progress: false
runs-on: ubuntu-latest
if: github.event_name == 'push' || github.event.label.name == 'ci-run-cloud'
strategy:
fail-fast: false
matrix:
python-version:
- "3.10"
- "3.12"
backend:
- name: snowflake
title: Snowflake
extras:
- --extra snowflake
- name: databricks
title: Databricks
extras:
- --extra databricks
include:
- python-version: "3.10"
backend:
name: bigquery
title: BigQuery
extras:
- --extra bigquery
- python-version: "3.12"
backend:
name: bigquery
title: BigQuery
extras:
- --extra bigquery
- --extra geospatial
- python-version: "3.10"
backend:
name: snowflake
title: Snowflake + Snowpark
key: snowpark
extras:
- --extra snowflake
- python-version: "3.11"
backend:
name: snowflake
title: Snowflake + Snowpark
key: snowpark
extras:
- --extra snowflake
steps:
- name: checkout
uses: actions/checkout@v4
if: github.event.label.name != 'ci-run-cloud'
- name: checkout
if: github.event.label.name == 'ci-run-cloud'
uses: actions/checkout@v4
with:
fetch-depth: 0
ref: ${{ github.event.pull_request.head.sha }}
- uses: actions/[email protected]
id: generate_token
with:
app-id: ${{ secrets.DOCS_BOT_APP_ID }}
private-key: ${{ secrets.DOCS_BOT_APP_PRIVATE_KEY }}
- name: reset cloud ci run label
uses: actions-ecosystem/action-remove-labels@v1
if: github.event.label.name == 'ci-run-cloud'
with:
labels: ci-run-cloud
github_token: ${{ steps.generate_token.outputs.token }}
- name: install python
uses: actions/setup-python@v5
id: install_python
with:
python-version: ${{ matrix.python-version }}
- name: install uv
uses: astral-sh/[email protected]
with:
enable-cache: true
- name: install additional deps
if: matrix.backend.key == 'snowpark'
run: uv add --no-sync --optional snowflake snowflake-snowpark-python
- uses: extractions/setup-just@v2
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: download backend data
run: just download-data
- uses: google-github-actions/auth@v2
with:
credentials_json: ${{ secrets.GCP_CREDENTIALS }}
- name: setup databricks credentials
if: matrix.backend.name == 'databricks'
run: |
{
echo "DATABRICKS_HTTP_PATH=${DATABRICKS_HTTP_PATH}"
echo "DATABRICKS_SERVER_HOSTNAME=${DATABRICKS_SERVER_HOSTNAME}"
echo "DATABRICKS_TOKEN=${DATABRICKS_TOKEN}"
} >> "$GITHUB_ENV"
env:
DATABRICKS_HTTP_PATH: ${{ secrets.DATABRICKS_HTTP_PATH }}
DATABRICKS_SERVER_HOSTNAME: ${{ secrets.DATABRICKS_SERVER_HOSTNAME }}
DATABRICKS_TOKEN: ${{ secrets.DATABRICKS_TOKEN }}
- name: setup snowflake credentials
if: matrix.backend.name == 'snowflake'
run: |
pyversion="${{ matrix.python-version }}"
{
echo "SNOWFLAKE_USER=${SNOWFLAKE_USER}"
echo "SNOWFLAKE_PASSWORD=${SNOWFLAKE_PASSWORD}"
echo "SNOWFLAKE_ACCOUNT=${SNOWFLAKE_ACCOUNT}"
echo "SNOWFLAKE_DATABASE=${SNOWFLAKE_DATABASE}"
echo "SNOWFLAKE_SCHEMA=${SNOWFLAKE_SCHEMA}_python${pyversion//./}_${{ matrix.backend.key }}"
echo "SNOWFLAKE_WAREHOUSE=${SNOWFLAKE_WAREHOUSE}"
} >> "$GITHUB_ENV"
env:
SNOWFLAKE_USER: ${{ secrets.SNOWFLAKE_USER }}
SNOWFLAKE_PASSWORD: ${{ secrets.SNOWFLAKE_PASSWORD }}
SNOWFLAKE_ACCOUNT: ${{ secrets.SNOWFLAKE_ACCOUNT }}
SNOWFLAKE_DATABASE: ${{ secrets.SNOWFLAKE_DATABASE }}
SNOWFLAKE_SCHEMA: ${{ secrets.SNOWFLAKE_SCHEMA }}
SNOWFLAKE_WAREHOUSE: ${{ secrets.SNOWFLAKE_WAREHOUSE }}
- name: enable snowpark testing
if: matrix.backend.key == 'snowpark'
run: echo "SNOWFLAKE_SNOWPARK=1" >> "$GITHUB_ENV"
- name: "run parallel tests: ${{ matrix.backend.name }}"
run: just ci-check "${{ join(matrix.backend.extras, ' ') }} --extra examples" -m ${{ matrix.backend.name }} --numprocesses auto --dist=loadgroup
- name: upload code coverage
if: success()
continue-on-error: true
uses: codecov/codecov-action@v4
with:
flags: backend,${{ matrix.backend.name }},${{ runner.os }},python-${{ steps.install_python.outputs.python-version }}
token: ${{ secrets.CODECOV_TOKEN }}