Contains Retrieval Augmented Generation related utilities for Azure Machine Learning and OSS interoperability.

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  • License: Other/Proprietary License (Proprietary https://aka.ms/azureml-preview-sdk-license)
  • Author: Microsoft Corporation
  • Requires: Python >=3.7, <4.0
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Project description

AzureML Retrieval Augmented Generation Utilities

This package is in alpha stage at the moment, use at risk of breaking changes and unstable behavior.

It contains utilities for:

  • Processing text documents into chunks appropriate for use in LLM prompts, with metadata such is source url.
  • Embedding chunks with OpenAI or HuggingFace embeddings models, including the ability to update a set of embeddings over time.
  • Create MLINdex artifacts from embeddings, a yaml file capturing metadata needed to deserialize different kinds of Vector Indexes for use in langchain. Supported Index types:
    • FAISS index (via langchain)
    • Azure Cognitive Search index

Getting started

You can install AzurrML RAG package via pip.

pip install azureml-rag

Documentation

TBA

Changelog

0.2.0 (2023-05-12)

  • Support Workspace Connection based auth for Git, Azure OpenAI and Azure Cognitive Search usage.

0.1.2 (2023-05-05)

  • Refactored document chunking to allow insertion of custom processing logic

0.0.1 (2023-04-25)

Features Added

  • Introduced package
  • langchain Retriever for Azure Cognitive Search

Project details

Verified details

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Maintainers
Avatar for amlpypi from gravatar.com amlpypi

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: Other/Proprietary License (Proprietary https://aka.ms/azureml-preview-sdk-license)
  • Author: Microsoft Corporation
  • Requires: Python >=3.7, <4.0
Classifiers

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0.2.36

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0.1.3

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