Replicate BlogOct 17, 2023, 12:00 AM

如何使用 ChromaDB 與 Mistral 實現檢索增強生成 (RAG)

Original: How to use retrieval augmented generation with ChromaDB and Mistral

This technical blog post from Replicate provides a detailed walkthrough of how to build a basic Retrieval-Augmented Generation (RAG)…

這是一篇由 Replicate 釋出的實用教學,指導開發者如何建構檢索增強生成(RAG)系統。文章詳細說明了如何使用 bge-large-en 模型生成文本嵌入向量,並將其儲存於 ChromaDB 向量資料庫中。最後,透過部署在 Replicate 上的 Mistral-7B-Instruct 模型,根據檢索到的上下文生成精確的回答。

This technical blog post from Replicate provides a detailed walkthrough of how to build a basic Retrieval-Augmented Generation (RAG) application from scratch. RAG technology effectively addresses the problem of large language models (LLMs) producing hallucinations or lacking up-to-date or domain-specific private knowledge.

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