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GitHub - circlemind-ai/fast-graphrag: RAG that intelligently adapts to your use case, data, and queries

Nov 18, 2024 - github.com
Fast GraphRAG is a streamlined and promptable framework designed for high-precision, agent-driven retrieval workflows. It offers a cost-effective solution compared to its counterpart, `graphrag`, providing a 6x cost saving that improves with data size and number of insertions. Key features of Fast GraphRAG include interpretable and debuggable knowledge, low-cost efficiency, dynamic data, incremental updates, intelligent exploration, and asynchronous & typed workflows. It is designed to fit seamlessly into your retrieval pipeline, offering advanced RAG without the overhead of building and designing agentic workflows.

The framework can be installed from PyPi or from source, and it supports real-time updates as your data evolves. It leverages PageRank-based graph exploration for enhanced accuracy and dependability. Fast GraphRAG also offers a managed service for users, with the first 100 requests free every month. The framework is open-source under the MIT License, and contributions to the project are welcomed. The mission of the project is to increase the number of successful GenAI applications in the world by building memory and data tools that enable LLM apps to leverage highly specialized retrieval pipelines without the complexity of setting up and maintaining agentic workflows.

Key takeaways:

  • Fast GraphRAG is a streamlined and promptable framework designed for high-precision, agent-driven retrieval workflows, offering a 6x cost saving compared to 'graphrag'.
  • It offers features like interpretable and debuggable knowledge, fast and efficient operation, dynamic data generation, real-time updates, intelligent exploration, and asynchronous and typed workflows.
  • Fast GraphRAG can be installed from PyPi or from source, and it integrates seamlessly into your retrieval pipeline.
  • Fast GraphRAG offers a managed service for users, with the first 100 requests free every month, and then payment based on usage.
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