{"id":3417,"date":"2024-09-20T00:37:03","date_gmt":"2024-09-19T16:37:03","guid":{"rendered":"https:\/\/infernews.com\/?page_id=3417"},"modified":"2024-09-20T01:32:47","modified_gmt":"2024-09-19T17:32:47","slug":"%e6%90%ad%e4%b8%80%e5%a5%97rag%e9%9c%80%e8%a6%81%e4%bb%80%e9%ba%bc%ef%bc%9f","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/%e6%90%ad%e4%b8%80%e5%a5%97rag%e9%9c%80%e8%a6%81%e4%bb%80%e9%ba%bc%ef%bc%9f\/","title":{"rendered":"\u642d\u4e00\u5957RAG\u9700\u8981\u4ec0\u9ebc\uff1f"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

\u642d\u5efa\u4e00\u5957RAG\uff08Retrieval-Augmented Generation\uff09\u7cfb\u7d71\u9700\u8981\u4ee5\u4e0b\u5e7e\u500b\u4e3b\u8981\u6b65\u9a5f\u548c\u7d44\u4ef6\uff1a<\/p>\n\n\n\n

1. \u9810\u8a13\u7df4\u7684\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\uff1a\u5927\u8a9e\u8a00\u6a21\u578b\u662fRAG\u7684\u6838\u5fc3\uff0c\u7528\u65bc\u751f\u6210\u548c\u7406\u89e3\u6587\u672c\u3002\u4f8b\u5982GPT-3\u548cLLaMA\u7b49\u6a21\u578b\u3002<\/p>\n\n\n\n

2. \u5d4c\u5165\u6a21\u578b\uff08Embedding Model\uff09\uff1a\u5d4c\u5165\u6a21\u578b\u5c07\u6587\u672c\u8f49\u63db\u70ba\u5411\u91cf\u5f62\u5f0f\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5c0d\u6587\u672c\u9032\u884c\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u3002\u3002<\/p>\n\n\n\n

3. \u5411\u91cf\u6578\u64da\u5eab\uff08Vector Database\uff09\uff1a\u5411\u91cf\u6578\u64da\u5eab\u7528\u65bc\u5b58\u5132\u6587\u672c\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u4e26\u652f\u6301\u5feb\u901f\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u3002\u4f8b\u5982Chroma\u3001Pinecone\u3001Weaviate\u7b49\u6578\u64da\u5eab\u3002<\/p>\n\n\n\n

4. \u6aa2\u7d22\u6846\u67b6\uff08Retrieval Framework\uff09\uff1a\u6aa2\u7d22\u6846\u67b6\u7528\u65bc\u5f9e\u5411\u91cf\u6578\u64da\u5eab\u4e2d\u6aa2\u7d22\u6700\u76f8\u95dc\u7684\u6587\u6a94\u3002LangChain\u662f\u4e00\u500b\u958b\u6e90\u7684Retrieval-Augmented Generation\u6846\u67b6\uff0c\u53ef\u4ee5\u7528\u65bc\u6b64\u76ee\u7684\u3002<\/p>\n\n\n\n

5. \u7528\u6236\u63a5\u53e3\uff08User Interface\uff09\uff1a\u7528\u6236\u63a5\u53e3\u5141\u8a31\u7528\u6236\u63d0\u51fa\u554f\u984c\uff0c\u4e26\u986f\u793aLLM\u751f\u6210\u7684\u7b54\u6848\u4ee5\u53ca\u7528\u65bc\u751f\u6210\u8a72\u7b54\u6848\u7684\u6587\u6a94\u3002\u3002<\/p>\n\n\n\n

\u4ee5\u4e0b\u662f\u4e00\u4e9b\u958b\u6e90\u7684\u57fa\u65bcLLM\u7684RAG\u6846\u67b6\uff0c\u53ef\u4f9b\u53c3\u8003\uff1a<\/p>\n\n\n\n

– RAGFlow\uff1a\u4e00\u500b\u57fa\u65bc\u6df1\u5ea6\u6587\u6a94\u7406\u89e3\u69cb\u5efa\u7684\u958b\u6e90RAG\u5f15\u64ce\u3002<\/p>\n\n\n\n

– QAnything\uff1a\u4e00\u500b\u652f\u6301\u4efb\u4f55\u683c\u5f0f\u6587\u4ef6\u6216\u6578\u64da\u5eab\u7684\u672c\u5730\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002<\/p>\n\n\n\n

– Open WebUI\uff1a\u4e00\u500b\u53ef\u64f4\u5c55\u3001\u529f\u80fd\u8c50\u5bcc\u4e14\u7528\u6236\u53cb\u597d\u7684\u81ea\u6258\u7ba1WebUI\uff0c\u65e8\u5728\u5b8c\u5168\u96e2\u7dda\u64cd\u4f5c\u3002<\/p>\n\n\n\n

– FastGPT\uff1a\u4e00\u500b\u57fa\u65bcLLM\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002<\/p>\n\n\n\n

– Langchain-Chatchat\uff1a\u4e00\u500b\u57fa\u65bcChatGLM\u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u8207Langchain\u7b49\u61c9\u7528\u6846\u67b6\u5be6\u73fe\u7684\u672c\u5730\u5316\u6aa2\u7d22\u589e\u5f37\u751f\u6210(RAG)\u5927\u6a21\u578b\u77e5\u8b58\u5eab\u9805\u76ee\u3002<\/p>\n\n\n\n

– MaxKB\uff1a\u4e00\u500b\u57fa\u65bcLLM\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u642d\u5efa\u4e00\u5957RAG\uff08Retrieval-Augmented Generation\uff09\u7cfb\u7d71\u9700\u8981\u4ee5\u4e0b\u5e7e\u500b\u4e3b\u8981\u6b65\u9a5f\u548c\u7d44\u4ef6\uff1a 1. \u9810\u8a13\u7df4\u7684\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\uff1a\u5927\u8a9e\u8a00\u6a21\u578b\u662fRAG\u7684\u6838\u5fc3\uff0c\u7528\u65bc\u751f\u6210\u548c\u7406\u89e3\u6587\u672c\u3002\u4f8b\u5982GPT-3\u548cLLaMA\u7b49\u6a21\u578b\u3002 2. \u5d4c\u5165\u6a21\u578b\uff08Embedding Model\uff09\uff1a\u5d4c\u5165\u6a21\u578b\u5c07\u6587\u672c\u8f49\u63db\u70ba\u5411\u91cf\u5f62\u5f0f\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5c0d\u6587\u672c\u9032\u884c\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u3002\u3002 3. \u5411\u91cf\u6578\u64da\u5eab\uff08Vector Database\uff09\uff1a\u5411\u91cf\u6578\u64da\u5eab\u7528\u65bc\u5b58\u5132\u6587\u672c\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u4e26\u652f\u6301\u5feb\u901f\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u3002\u4f8b\u5982Chroma\u3001Pinecone\u3001Weaviate\u7b49\u6578\u64da\u5eab\u3002 4. \u6aa2\u7d22\u6846\u67b6\uff08Retrieval Framework\uff09\uff1a\u6aa2\u7d22\u6846\u67b6\u7528\u65bc\u5f9e\u5411\u91cf\u6578\u64da\u5eab\u4e2d\u6aa2\u7d22\u6700\u76f8\u95dc\u7684\u6587\u6a94\u3002LangChain\u662f\u4e00\u500b\u958b\u6e90\u7684Retrieval-Augmented Generation\u6846\u67b6\uff0c\u53ef\u4ee5\u7528\u65bc\u6b64\u76ee\u7684\u3002 5. \u7528\u6236\u63a5\u53e3\uff08User Interface\uff09\uff1a\u7528\u6236\u63a5\u53e3\u5141\u8a31\u7528\u6236\u63d0\u51fa\u554f\u984c\uff0c\u4e26\u986f\u793aLLM\u751f\u6210\u7684\u7b54\u6848\u4ee5\u53ca\u7528\u65bc\u751f\u6210\u8a72\u7b54\u6848\u7684\u6587\u6a94\u3002\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e9b\u958b\u6e90\u7684\u57fa\u65bcLLM\u7684RAG\u6846\u67b6\uff0c\u53ef\u4f9b\u53c3\u8003\uff1a – RAGFlow\uff1a\u4e00\u500b\u57fa\u65bc\u6df1\u5ea6\u6587\u6a94\u7406\u89e3\u69cb\u5efa\u7684\u958b\u6e90RAG\u5f15\u64ce\u3002 – QAnything\uff1a\u4e00\u500b\u652f\u6301\u4efb\u4f55\u683c\u5f0f\u6587\u4ef6\u6216\u6578\u64da\u5eab\u7684\u672c\u5730\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002 – Open WebUI\uff1a\u4e00\u500b\u53ef\u64f4\u5c55\u3001\u529f\u80fd\u8c50\u5bcc\u4e14\u7528\u6236\u53cb\u597d\u7684\u81ea\u6258\u7ba1WebUI\uff0c\u65e8\u5728\u5b8c\u5168\u96e2\u7dda\u64cd\u4f5c\u3002 – FastGPT\uff1a\u4e00\u500b\u57fa\u65bcLLM\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002 – Langchain-Chatchat\uff1a\u4e00\u500b\u57fa\u65bcChatGLM\u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u8207Langchain\u7b49\u61c9\u7528\u6846\u67b6\u5be6\u73fe\u7684\u672c\u5730\u5316\u6aa2\u7d22\u589e\u5f37\u751f\u6210(RAG)\u5927\u6a21\u578b\u77e5\u8b58\u5eab\u9805\u76ee\u3002 – MaxKB\uff1a\u4e00\u500b\u57fa\u65bcLLM\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-3417","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/3417","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=3417"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/3417\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=3417"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}