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feat(community): update embedding jina #7292

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36 changes: 28 additions & 8 deletions docs/core_docs/docs/integrations/text_embedding/jina.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -34,12 +34,12 @@ Here’s how to create an instance of `JinaEmbeddings`:
import { JinaEmbeddings } from "@langchain/community/embeddings/jina";

const embeddings = new JinaEmbeddings({
apiToken: "YOUR_API_TOKEN",
model: "jina-embeddings-v2-base-en", // Optional, defaults to "jina-embeddings-v2-base-en"
apiKey: "YOUR_API_TOKEN",
model: "jina-clip-v2", // Optional, defaults to "jina-clip-v2"
});
```

If the `apiToken` is not provided, it will be read from the `JINA_API_KEY` environment variable.
If the `apiKey` is not provided, it will be read from the `JINA_API_KEY` environment variable.

## Generating Embeddings

Expand All @@ -59,10 +59,18 @@ console.log(embedding);
To generate embeddings for multiple documents, use the `embedDocuments` method.

```typescript
import { localImageToBase64 } from "@langchain/community/embeddings/jina/util";
const documents = [
"Document 1 text...",
"Document 2 text...",
"Document 3 text...",
'hello',
{
text: 'hello',
},
{
image: 'https://i.ibb.co/nQNGqL0/beach1.jpg',
},
{
image: await localImageToBase64('beach1.jpg'),
},
];

const embeddingsArray = await embeddings.embedDocuments(documents);
Expand All @@ -87,17 +95,29 @@ Here’s a complete example of how to set up and use the `JinaEmbeddings` class:

```typescript
import { JinaEmbeddings } from "@langchain/community/embeddings/jina";
import { localImageToBase64 } from "@langchain/community/embeddings/jina/util";

const embeddings = new JinaEmbeddings({
apiToken: "YOUR_API_TOKEN",
apiKey: "YOUR_API_TOKEN",
model: "jina-embeddings-v2-base-en",
});

async function runExample() {
const queryEmbedding = await embeddings.embedQuery("Example query text.");
console.log("Query Embedding:", queryEmbedding);

const documents = ["Text 1", "Text 2", "Text 3"];
const documents = [
'hello',
{
text: 'hello',
},
{
image: 'https://i.ibb.co/nQNGqL0/beach1.jpg',
},
{
image: await localImageToBase64('beach1.jpg'),
},
];
const documentEmbeddings = await embeddings.embedDocuments(documents);
console.log("Document Embeddings:", documentEmbeddings);
}
Expand Down
162 changes: 0 additions & 162 deletions libs/langchain-community/src/embeddings/jina.ts

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