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Add AzureMLEndpointEmbeddings for embedding support via Azure ML serverless API #27148

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Thank you for contributing to LangChain!

  • PR title: "community: add Azure ML embedding endpoint for serverless API"

  • PR message: Delete this entire checklist and replace with

    • Description: This PR introduces the AzureMLEndpointEmbeddings class, enabling users to obtain embeddings through Azure Machine Learning. The feature utilizes the embedding API on Azure ML, offering users a serverless embedding solution.The class allows for both synchronous and asynchronous text embedding via Azure ML embedding endpoint, integrating seamlessly into the LangChain ecosystem.

    • Issue: None

    • Dependencies: None

    • Twitter handle: None

  • Add tests and docs: If you're adding a new integration, please include

    1. a test for the integration, preferably unit tests that do not rely on network access,
    2. an example notebook showing its use. It lives in docs/docs/integrations directory.
  • Lint and test: Run make format, make lint and make test from the root of the package(s) you've modified. See contribution guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:

  • Make sure optional dependencies are imported within a function.
  • Please do not add dependencies to pyproject.toml files (even optional ones) unless they are required for unit tests.
  • Most PRs should not touch more than one package.
  • Changes should be backwards compatible.
  • If you are adding something to community, do not re-import it in langchain.

If no one reviews your PR within a few days, please @-mention one of baskaryan, efriis, eyurtsev, ccurme, vbarda, hwchase17.

@dosubot dosubot bot added the size:L This PR changes 100-499 lines, ignoring generated files. label Oct 6, 2024
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@dosubot dosubot bot added community Related to langchain-community Ɑ: embeddings Related to text embedding models module labels Oct 6, 2024
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