IntermediatePython

azure-search-openai-demoMicrosoft reference app for ChatGPT-style Q&A on your documents

This is a Microsoft reference app that demonstrates how to build a ChatGPT-style Q&A experience over your own documents using Azure OpenAI, Azure AI Search, and the RAG pattern. Written in Python and released under the MIT license, it has gained 7,702 stars on GitHub at the time of collection. It serves as a solid starting point for developers to quickly implement cloud-based AI question-answering systems.

7.7K Stars
5.5K Forks
522 Issues
219 Views
Python
MIT
Indexed

Project Overview

azure-search-openai-demo is a reference application published by Microsoft to showcase building a ChatGPT-style question-answering system that answers based on user-provided documents. It combines Azure OpenAI, Azure AI Search, and the RAG (Retrieval-Augmented Generation) pattern to enable intelligent retrieval and answer generation from document content.

Core Features

  • Provides document-based Q&A experience mimicking ChatGPT interaction.
  • Enhances answer accuracy and relevance using the RAG pattern.
  • Integrates Azure AI Search for efficient document retrieval.
  • Uses Azure OpenAI to generate natural language responses.

Technology Stack

The project is primarily developed in Python and relies on Microsoft Azure services, including Azure OpenAI and Azure AI Search.

License

This project is open-sourced under the MIT license, allowing free use, modification, and distribution.

Project Scale

According to GitHub data at the time of collection, the project has 7,702 stars, reflecting its popularity among developers.

RAGRetrieval-Augmented GenerationAzure OpenAIAI Searchenterprise knowledge baseQ&A systemopen-source demoPythonMicrosoftChatGPT

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Frequently Asked Questions

What is azure-search-openai-demo: Microsoft reference app for ChatGPT-style Q&A on your documents?

This is a Microsoft reference app that demonstrates how to build a ChatGPT-style Q&A experience over your own documents using Azure OpenAI, Azure AI Search, and the RAG pattern. Written in Python and released under the MIT license, it has gained 7,702 stars on GitHub at the time of collection. It serves as a solid starting point for developers to quickly implement cloud-based AI question-answering systems.

What language is azure-search-openai-demo: Microsoft reference app for ChatGPT-style Q&A on your documents written in?

azure-search-openai-demo: Microsoft reference app for ChatGPT-style Q&A on your documents is primarily written in Python.

What license is azure-search-openai-demo: Microsoft reference app for ChatGPT-style Q&A on your documents under?

azure-search-openai-demo: Microsoft reference app for ChatGPT-style Q&A on your documents is released under the MIT license.

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