π Complete Architecture for Building Enterprise RAG π οΈ
parmarjatin4911@gmail.com
Posted on January 28, 2024
π Complete Architecture for Building Enterprise RAG π οΈ
This architecture by π Galileo provides a reference on both the algorithmic and system-level components needed to build production RAG π«. Thereβs a lot in here π:
It covers everything from the following broad categories:
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Handling user input: user auth π, input guardrails, query understanding
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Core advanced chunking/retrieval techniques: the bread and butter of LlamaIndex
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How to store embeddings/documents/chat history/user feedback, and vector db tradeoffs
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How to choose a proper LLM inference solution
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Handling output: output guardrails, collecting user feedback, observability
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Other system-level improvements: Caching, multi-tenancy
Check it out as your weekend reading! https://lnkd.in/g74cH7Pu
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Posted on January 28, 2024
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