{"id":2204,"date":"2024-05-09T19:41:35","date_gmt":"2024-05-09T11:41:35","guid":{"rendered":"https:\/\/infernews.com\/?p=2204"},"modified":"2024-05-20T00:12:28","modified_gmt":"2024-05-19T16:12:28","slug":"rag-and-streamlit-chatbot-chat-with-documents-using-llm","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/rag-and-streamlit-chatbot-chat-with-documents-using-llm\/","title":{"rendered":"RAG \u6574\u5408 Streamlit \u76f4\u63a5\u8207\u4f60\u7684\u6587\u4ef6\u4ea4\u8ac7"},"content":{"rendered":"
<\/a>
Chat with Documents Using LLM<\/span>
Developing RAG and Streamlit chatbots with LLMs for document-based Q&A. Enhance user engagement and streamline information retrieval.<\/div>
<\/div><\/div><\/div>\n\n
\u63a2\u8a0e\u5982\u4f55\u4f7f\u7528 RAG (Retrieval-Augmented Generation) \u548c Streamlit \u5efa\u7acb\u4e00\u500b\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002\u9019\u500b\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u56de\u7b54\u4f7f\u7528\u8005\u95dc\u65bc\u6587\u4ef6\u7684\u554f\u984c\uff0c\u4e26\u63d0\u4f9b\u76f8\u95dc\u7684\u6587\u4ef6\u5167\u5bb9\u3002<\/span><\/div>\n
\u4ec0\u9ebc\u662f RAG\uff1f<\/b><\/span><\/div>\n
RAG \u662f\u4e00\u7a2e\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u5f9e\u5927\u578b\u6587\u4ef6\u96c6\u4e2d\u6aa2\u7d22\u548c\u751f\u6210\u6587\u672c\u3002\u5b83\u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u61c9\u7528\uff0c\u4f8b\u5982\u5ba2\u670d\u804a\u5929\u6a5f\u5668\u4eba\u3001\u6587\u4ef6\u6458\u8981\u548c\u6587\u4ef6\u641c\u5c0b\u7b49\u3002<\/span><\/div>\n
\u4ec0\u9ebc\u662f Streamlit\uff1f<\/b><\/span><\/div>\n
Streamlit \u662f\u4e00\u500b Python \u6846\u67b6\uff0c\u5b83\u53ef\u4ee5\u7528\u65bc\u5efa\u7acb\u4ea4\u4e92\u5f0f\u7db2\u9801\u61c9\u7528\u7a0b\u5e8f\u3002\u5b83\u53ef\u4ee5\u7528\u65bc\u8cc7\u6599\u79d1\u5b78\u3001\u6a5f\u5668\u5b78\u7fd2\u548c\u8cc7\u6599\u8996\u89ba\u5316\u7b49\u9818\u57df\u3002<\/span><\/div>\n
\u5efa\u7acb\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba<\/b><\/span><\/div>\n
\u4ee5\u4e0b\u662f\u5efa\u7acb\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6b65\u9a5f\uff1a<\/span><\/div>\n
    \n
  1. \n
    \u5b89\u88dd RAG \u548c Streamlit<\/span><\/div>\n<\/li>\n
  2. \n
    \u6e96\u5099\u6587\u4ef6\u96c6<\/span><\/div>\n<\/li>\n
  3. \n
    \u5efa\u7acb RAG \u6a21\u578b<\/span><\/div>\n<\/li>\n
  4. \n
    \u5efa\u7acb Streamlit \u61c9\u7528\u7a0b\u5e8f<\/span><\/div>\n<\/li>\n
  5. \n
    \u6574\u5408 RAG \u548c Streamlit<\/span><\/div>\n<\/li>\n<\/ol>\n
    \u7d50\u8ad6<\/b><\/span><\/div>\n
    \u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u63a2\u8a0e\u4e86\u5982\u4f55\u4f7f\u7528 RAG \u548c Streamlit \u5efa\u7acb\u4e00\u500b\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002\u9019\u500b\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u56de\u7b54\u4f7f\u7528\u8005\u95dc\u65bc\u6587\u4ef6\u7684\u554f\u984c\uff0c\u4e26\u63d0\u4f9b\u76f8\u95dc\u7684\u6587\u4ef6\u5167\u5bb9\u3002\u6211\u5011\u5e0c\u671b\u9019\u7bc7\u6587\u7ae0\u80fd\u5920\u5e6b\u52a9\u60a8\u5efa\u7acb\u81ea\u5df1\u7684\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/span><\/div>","protected":false},"excerpt":{"rendered":"

    \u63a2\u8a0e\u5982\u4f55\u4f7f\u7528 RAG (Retrieval-Augmented Generation) \u548c Streamlit \u5efa\u7acb\u4e00\u500b\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002\u9019\u500b\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u56de\u7b54\u4f7f\u7528\u8005\u95dc\u65bc\u6587\u4ef6\u7684\u554f\u984c\uff0c\u4e26\u63d0\u4f9b\u76f8\u95dc\u7684\u6587\u4ef6\u5167\u5bb9\u3002 \u4ec0\u9ebc\u662f RAG\uff1f RAG \u662f\u4e00\u7a2e\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u5f9e\u5927\u578b\u6587\u4ef6\u96c6\u4e2d\u6aa2\u7d22\u548c\u751f\u6210\u6587\u672c\u3002\u5b83\u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u61c9\u7528\uff0c\u4f8b\u5982\u5ba2\u670d\u804a\u5929\u6a5f\u5668\u4eba\u3001\u6587\u4ef6\u6458\u8981\u548c\u6587\u4ef6\u641c\u5c0b\u7b49\u3002 \u4ec0\u9ebc\u662f Streamlit\uff1f Streamlit \u662f\u4e00\u500b Python \u6846\u67b6\uff0c\u5b83\u53ef\u4ee5\u7528\u65bc\u5efa\u7acb\u4ea4\u4e92\u5f0f\u7db2\u9801\u61c9\u7528\u7a0b\u5e8f\u3002\u5b83\u53ef\u4ee5\u7528\u65bc\u8cc7\u6599\u79d1\u5b78\u3001\u6a5f\u5668\u5b78\u7fd2\u548c\u8cc7\u6599\u8996\u89ba\u5316\u7b49\u9818\u57df\u3002 \u5efa\u7acb\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba \u4ee5\u4e0b\u662f\u5efa\u7acb\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6b65\u9a5f\uff1a \u5b89\u88dd RAG \u548c Streamlit \u6e96\u5099\u6587\u4ef6\u96c6 \u5efa\u7acb RAG \u6a21\u578b \u5efa\u7acb Streamlit \u61c9\u7528\u7a0b\u5e8f \u6574\u5408 RAG \u548c Streamlit \u7d50\u8ad6 \u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u63a2\u8a0e\u4e86\u5982\u4f55\u4f7f\u7528 RAG \u548c Streamlit \u5efa\u7acb\u4e00\u500b\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002\u9019\u500b\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u56de\u7b54\u4f7f\u7528\u8005\u95dc\u65bc\u6587\u4ef6\u7684\u554f\u984c\uff0c\u4e26\u63d0\u4f9b\u76f8\u95dc\u7684\u6587\u4ef6\u5167\u5bb9\u3002\u6211\u5011\u5e0c\u671b\u9019\u7bc7\u6587\u7ae0\u80fd\u5920\u5e6b\u52a9\u60a8\u5efa\u7acb\u81ea\u5df1\u7684\u6587\u4ef6\u4ea4\u8ac7\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[27,23],"tags":[59],"class_list":["post-2204","post","type-post","status-publish","format-standard","hentry","category-paper","category-news","tag-llm"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"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=2204"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2204\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=2204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=2204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=2204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}