{"id":47910,"date":"2025-08-25T17:14:53","date_gmt":"2025-08-25T09:14:53","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=47910"},"modified":"2025-08-25T17:16:01","modified_gmt":"2025-08-25T09:16:01","slug":"medical-rag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/medical-rag\/","title":{"rendered":"Medical-RAG\uff1a\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u4e2d\u6587\u533b\u7597\u95ee\u7b54\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6"},"content":{"rendered":"<p>Medical-RAG \u662f\u4e00\u4e2a\u4e13\u4e3a\u4e2d\u6587\u533b\u7597\u9886\u57df\u8bbe\u8ba1\u7684\u95ee\u7b54\u667a\u80fd\u4f53\u9879\u76ee. \u5b83\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\uff0c\u901a\u8fc7\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u6765\u63d0\u5347\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u533b\u7597\u5efa\u8bae\u4e0a\u7684\u51c6\u786e\u6027\u548c\u5b89\u5168\u6027. \u8be5\u9879\u76ee\u7684\u6838\u5fc3\u662f\u5229\u7528\u9ad8\u6027\u80fd\u5411\u91cf\u6570\u636e\u5e93 Milvus \u5b58\u50a8\u548c\u68c0\u7d22\u533b\u7597\u77e5\u8bc6\uff0c\u5e76\u6574\u5408 LangChain \u6846\u67b6\u6765\u7ba1\u7406\u6574\u4e2a\u95ee\u7b54\u6d41\u7a0b. \u9879\u76ee\u5b9e\u73b0\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u81ea\u52a8\u5316\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u5305\u62ec\u4f7f\u7528LLM\u8fdb\u884c\u667a\u80fd\u6570\u636e\u6807\u6ce8\u3001\u6784\u5efa\u533b\u7597\u9886\u57df\u4e13\u7528\u8bcd\u8868\u4ee5\u53ca\u5c06\u6570\u636e\u9ad8\u6548\u5165\u5e93. \u5b83\u91c7\u7528\u5148\u8fdb\u7684\u6df7\u5408\u68c0\u7d22\u67b6\u6784\uff0c\u7ed3\u5408\u4e86\u7a20\u5bc6\u5411\u91cf\u7684\u8bed\u4e49\u68c0\u7d22\u548c\u7a00\u758f\u5411\u91cf\u7684\u5173\u952e\u8bcd\u68c0\u7d22\uff08BM25\uff09\uff0c\u5e76\u901a\u8fc7\u53ef\u914d\u7f6e\u7684\u91cd\u6392\u7b97\u6cd5\u878d\u5408\u591a\u8def\u7ed3\u679c\uff0c\u4ee5\u63d0\u9ad8\u68c0\u7d22\u5185\u5bb9\u7684\u7cbe\u51c6\u5ea6. \u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u7075\u6d3b\u7684YAML\u914d\u7f6e\u6587\u4ef6\u6765\u90e8\u7f72\u548c\u7ba1\u7406\u6574\u4e2a\u7cfb\u7edf\uff0c\u4f7f\u5176\u80fd\u591f\u9002\u5e94\u4e0d\u540c\u7684\u8fd0\u884c\u73af\u5883\u548c\u9700\u6c42.<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u6570\u636e\u5904\u7406<\/strong>: \u9879\u76ee\u63d0\u4f9b\u81ea\u52a8\u5316\u6570\u636e\u6807\u6ce8\u6d41\u6c34\u7ebf\uff0c\u652f\u6301\u901a\u8fc7HTTP\u6216\u672c\u5730GPU\u8c03\u7528\u5927\u6a21\u578b\u8fdb\u884c\u63a8\u7406\uff0c\u52a0\u901f\u6807\u6ce8\u6d41\u7a0b.<\/li>\n<li><strong>\u81ea\u52a8\u5316\u8bcd\u8868\u7ba1\u7406<\/strong>: \u5185\u7f6e\u591a\u7ebf\u7a0b\u548c\u533b\u7597\u9886\u57df\u5206\u8bcd\u5668\uff0c\u80fd\u591f\u81ea\u52a8\u5316\u6784\u5efa\u548c\u7ba1\u7406\u7528\u4e8e\u7a00\u758f\u68c0\u7d22\u7684\u8bcd\u8868\uff0c\u63d0\u5347\u67e5\u8be2\u51c6\u786e\u6027.<\/li>\n<li><strong>\u6df7\u5408\u68c0\u7d22\u67b6\u6784<\/strong>: \u540c\u65f6\u652f\u6301\u7a20\u5bc6\u5411\u91cf\u68c0\u7d22\u548c\u7a00\u758f\u5411\u91cf\u68c0\u7d22\u3002\u7a20\u5bc6\u68c0\u7d22\u652f\u6301Ollama\u3001OpenAI\u3001HuggingFace\u7b49\u591a\u79cd\u5d4c\u5165\u6a21\u578b\uff1b\u7a00\u758f\u68c0\u7d22\u5219\u4f7f\u7528\u7ecf\u8fc7\u533b\u7597\u9886\u57df\u4f18\u5316\u7684BM25\u7b97\u6cd5.<\/li>\n<li><strong>\u7ed3\u679c\u91cd\u6392\u4e0e\u878d\u5408<\/strong>: \u652f\u6301\u4f7f\u7528RRF\uff08Reciprocal Rank Fusion\uff09\u6216\u52a0\u6743\u65b9\u5f0f\u878d\u5408\u591a\u8def\u68c0\u7d22\u7ed3\u679c\uff0c\u63d0\u5347\u6700\u7ec8\u7b54\u6848\u7684\u76f8\u5173\u6027.<\/li>\n<li><strong>\u533b\u7597\u9886\u57df\u6df1\u5ea6\u4f18\u5316<\/strong>: \u9884\u8bbe\u4e86\u5305\u542b6\u5927\u79d1\u5ba4\u5206\u7c7b\u548c8\u5927\u95ee\u9898\u7c7b\u522b\u7684\u4e13\u4e1a\u5206\u7c7b\u4f53\u7cfb\uff0c\u5e76\u4f7f\u7528<code>pkuseg<\/code>\u533b\u7597\u9886\u57df\u5206\u8bcd\u6a21\u578b\u8fdb\u884c\u6587\u672c\u5904\u7406.<\/li>\n<li><strong>\u9ad8\u6027\u80fd\u5411\u91cf\u6570\u636e\u5e93<\/strong>: \u57fa\u4e8eMilvus v2.6+\u7248\u672c\uff0c\u652f\u6301\u9ad8\u6548\u7387\u7684\u5411\u91cf\u68c0\u7d22\u3001\u6279\u91cf\u5d4c\u5165\u548c\u5e76\u53d1\u67e5\u8be2.<\/li>\n<li><strong>\u7075\u6d3b\u7684\u914d\u7f6e\u7cfb\u7edf<\/strong>: \u6240\u6709\u6838\u5fc3\u53c2\u6570\uff0c\u5982\u6570\u636e\u5e93\u8fde\u63a5\u3001\u6a21\u578b\u9009\u62e9\u3001\u68c0\u7d22\u7b56\u7565\u7b49\uff0c\u5747\u901a\u8fc7YAML\u6587\u4ef6\u8fdb\u884c\u914d\u7f6e\uff0c\u4fbf\u4e8e\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u90e8\u7f72\u548c\u8c03\u6574.<\/li>\n<li><strong>\u9ad8\u6548\u7387\u63a5\u53e3\u5c01\u88c5<\/strong>: \u5c01\u88c5\u4e86Milvus\u7684\u5e38\u7528\u63a5\u53e3\uff0c\u5e76\u63d0\u4f9b\u4e86<code>RAGSearchTool<\/code>\u7b49\u6838\u5fc3\u5de5\u5177\u7c7b\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u548c\u8c03\u7528.<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>\u8be5\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u4ece\u73af\u5883\u51c6\u5907\u5230\u6700\u7ec8\u67e5\u8be2\u7684\u6d41\u7a0b\uff0c\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u64cd\u4f5c\u6b65\u9aa4\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u4f7f\u7528.<\/p>\n<h3><strong>\u7b2c\u4e00\u6b65\uff1a\u73af\u5883\u51c6\u5907<\/strong><\/h3>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u51c6\u5907\u597d\u57fa\u7840\u7684\u8fd0\u884c\u73af\u5883\uff0c\u5305\u62ec\u514b\u9686\u9879\u76ee\u3001\u5b89\u88c5\u4f9d\u8d56\u4ee5\u53ca\u542f\u52a8\u6240\u9700\u7684\u670d\u52a1\u3002<\/p>\n<ol>\n<li><strong>\u514b\u9686\u9879\u76ee\u4ee3\u7801<\/strong><br \/>\n\u9996\u5148\uff0c\u4eceGitHub\u4e0a\u514b\u9686<code>medical-rag<\/code>\u7684\u6e90\u4ee3\u7801\u5230\u4f60\u7684\u672c\u5730\u673a\u5668\u3002<\/p>\n<pre><code>git clone https:\/\/github.com\/yolo-hyl\/medical-rag\r\ncd medical-rag\/src\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u4f7f\u7528Python\u5f00\u53d1\uff0c\u6240\u6709\u4f9d\u8d56\u9879\u90fd\u8bb0\u5f55\u5728<code>setup.py<\/code>\u4e2d\u3002\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u542f\u52a8Milvus\u5411\u91cf\u6570\u636e\u5e93<\/strong><br \/>\n\u9879\u76ee\u4f7f\u7528Milvus\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u63a8\u8350\u4f7f\u7528Docker\u6765\u542f\u52a8\u3002\u9879\u76ee\u4ee3\u7801\u4e2d\u5df2\u7ecf\u5305\u542b\u4e86\u4fbf\u6377\u7684\u542f\u52a8\u811a\u672c\u3002<\/p>\n<pre><code>cd Milvus\r\nbash standalone_embed.sh start\r\n```    \u6b64\u547d\u4ee4\u4f1a\u542f\u52a8\u4e00\u4e2a\u5355\u673a\u7248\u7684Milvus\u5b9e\u4f8b\u3002\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u542f\u52a8Ollama\u670d\u52a1\uff08\u53ef\u9009\uff09<\/strong><br \/>\n\u5982\u679c\u4f60\u8ba1\u5212\u4f7f\u7528\u672c\u5730\u8fd0\u884c\u7684\u5927\u6a21\u578b\uff08\u5982Qwen\uff09\u8fdb\u884c\u6570\u636e\u6807\u6ce8\u6216\u751f\u6210\u7b54\u6848\uff0c\u4f60\u9700\u8981\u5b89\u88c5\u5e76\u542f\u52a8Ollama\u3002<\/p>\n<pre><code># \u542f\u52a8Ollama\u670d\u52a1\r\n<a href=\"https:\/\/www.kdjingpai.com\/ollama\/\">ollama<\/a> serve\r\n\r\n# \u62c9\u53d6\u9700\u8981\u7528\u5230\u7684\u6a21\u578b\r\n# bge-m3\u662f\u4e00\u4e2a\u5e38\u7528\u7684\u5d4c\u5165\u6a21\u578b\uff0c\u7528\u4e8e\u751f\u6210\u5411\u91cf\r\nollama pull bge-m3:latest\r\n\r\n# qwen2:7b\u662f\u4e00\u4e2a\u6027\u80fd\u4e0d\u9519\u7684\u6807\u6ce8\u548c\u95ee\u7b54\u6a21\u578b\r\nollama pull qwen2:7b\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3><strong>\u7b2c\u4e8c\u6b65\uff1a\u57fa\u7840\u914d\u7f6e<\/strong><\/h3>\n<p>\u5728\u8fd0\u884c\u5177\u4f53\u6d41\u7a0b\u4e4b\u524d\uff0c\u9700\u8981\u914d\u7f6e\u6838\u5fc3\u53c2\u6570\u3002\u914d\u7f6e\u6587\u4ef6\u4f4d\u4e8e<code>src\/MedicalRag\/config\/default.yaml<\/code>\u3002\u4f60\u9700\u8981\u6839\u636e\u4f60\u7684\u73af\u5883\u4fee\u6539\u4ee5\u4e0b\u5173\u952e\u4fe1\u606f\uff1a<\/p>\n<ul>\n<li><strong>Milvus\u8fde\u63a5\u4fe1\u606f<\/strong>\uff1a\u786e\u4fdd<code>uri<\/code>\u548c<code><a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">token<\/a><\/code>\u4e0e\u4f60\u542f\u52a8\u7684Milvus\u5b9e\u4f8b\u5339\u914d\u3002\n<pre><code>milvus:\r\nclient:\r\nuri: \"http:\/\/localhost:19530\"\r\ntoken: \"root:Milvus\"\r\ncollection:\r\nname: \"qa_knowledge\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5d4c\u5165\u6a21\u578b\u914d\u7f6e<\/strong>\uff1a\u6307\u5b9a\u7528\u4e8e\u751f\u6210\u7a20\u5bc6\u5411\u91cf\u7684\u6a21\u578b\u3002\u4ee5\u4e0b\u914d\u7f6e\u4f7f\u7528\u672c\u5730Ollama\u670d\u52a1\u4e2d\u7684<code>bge-m3<\/code>\u6a21\u578b\u3002\n<pre><code>embedding:\r\ndense:\r\nprovider: ollama\r\nmodel: \"bge-m3:latest\"\r\nbase_url: \"http:\/\/localhost:11434\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3><strong>\u7b2c\u4e09\u6b65\uff1a\u6570\u636e\u5904\u7406\u4e0e\u5165\u5e93<\/strong><\/h3>\n<p>\u6570\u636e\u5904\u7406\u662f\u6784\u5efa\u95ee\u7b54\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u9879\u76ee\u5c06\u5176\u5206\u4e3a\u6570\u636e\u6807\u6ce8\u3001\u6784\u5efa\u8bcd\u8868\u3001\u521b\u5efa\u96c6\u5408\u548c\u6570\u636e\u5165\u5e93\u56db\u4e2a\u73af\u8282\u3002<\/p>\n<ol>\n<li><strong>\u6570\u636e\u6807\u6ce8<\/strong><br \/>\n\u6b64\u6b65\u9aa4\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u81ea\u52a8\u4e3a\u539f\u59cb\u7684\u95ee\u7b54\u6570\u636e\u8fdb\u884c\u5206\u7c7b\uff08\u5982\u6240\u5c5e\u79d1\u5ba4\u3001\u95ee\u9898\u7c7b\u578b\uff09\u3002<\/p>\n<ul>\n<li>\u9996\u5148\uff0c\u914d\u7f6e\u6807\u6ce8\u53c2\u6570\u6587\u4ef6\uff1a<code>src\/MedicalRag\/config\/data\/annotator.yaml<\/code>\u3002<\/li>\n<li>\u7136\u540e\uff0c\u8fd0\u884c\u6807\u6ce8\u811a\u672c\uff1a\n<pre><code>python scripts\/annotation.py src\/MedicalRag\/config\/data\/annotator.yaml\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6784\u5efa\u8bcd\u8868<\/strong><br \/>\n\u4e3a\u4e86\u652f\u6301BM25\u7a00\u758f\u68c0\u7d22\uff0c\u9700\u8981\u6839\u636e\u533b\u7597\u9886\u57df\u7684\u8bed\u6599\u6784\u5efa\u4e00\u4e2a\u4e13\u6709\u8bcd\u6c47\u8868\u3002<\/p>\n<pre><code>python scripts\/build_vocab.py\r\n<\/code><\/pre>\n<p>\u8be5\u811a\u672c\u4f1a\u5904\u7406\u6570\u636e\u5e76\u751f\u6210\u4e00\u4e2a\u540d\u4e3a<code>vocab.pkl.gz<\/code>\u7684\u8bcd\u8868\u6587\u4ef6\u3002<\/li>\n<li><strong>\u521b\u5efaMilvus\u96c6\u5408\uff08Collection\uff09<\/strong><br \/>\n\u6b64\u6b65\u9aa4\u4f1a\u5728Milvus\u4e2d\u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u5b58\u50a8\u5411\u91cf\u548c\u76f8\u5173\u4fe1\u606f\u7684\u96c6\u5408\u3002\u96c6\u5408\u7684\u7ed3\u6784\uff08Schema\uff09\u7531<code>default.yaml<\/code>\u914d\u7f6e\u6587\u4ef6\u5b9a\u4e49\u3002<\/p>\n<pre><code># \u4f7f\u7528\u9ed8\u8ba4\u914d\u7f6e\u6587\u4ef6\u521b\u5efa\u96c6\u5408\r\npython scripts\/create_collection.py -c src\/MedicalRag\/config\/default.yaml\r\n\r\n# \u5982\u679c\u9700\u8981\u5f3a\u5236\u5220\u9664\u5e76\u91cd\u5efa\u96c6\u5408\uff0c\u53ef\u4ee5\u6dfb\u52a0--force-recreate\u53c2\u6570\r\npython scripts\/create_collection.py --force-recreate\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6570\u636e\u5165\u5e93<\/strong><br \/>\n\u5c06\u7ecf\u8fc7\u5904\u7406\u548c\u6807\u6ce8\u7684\u6570\u636e\u8fdb\u884c\u5411\u91cf\u5316\uff0c\u5e76\u6700\u7ec8\u5b58\u5165Milvus\u96c6\u5408\u4e2d\u3002<\/p>\n<pre><code>python scripts\/insert_data_to_collection.py\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u811a\u672c\u4f1a\u81ea\u52a8\u5904\u7406\u6570\u636e\u7684\u5411\u91cf\u5316\uff08\u5305\u62ec\u7a20\u5bc6\u548c\u7a00\u758f\u5411\u91cf\uff09\u5e76\u6279\u91cf\u63d2\u5165\u6570\u636e\u5e93\u3002<\/li>\n<\/ol>\n<h3><strong>\u7b2c\u56db\u6b65\uff1a\u67e5\u8be2\u4e0e\u68c0\u7d22<\/strong><\/h3>\n<p>\u5f53\u6570\u636e\u5168\u90e8\u5165\u5e93\u540e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u8fdb\u884c\u95ee\u7b54\u68c0\u7d22\u4e86\u3002<\/p>\n<ol>\n<li><strong>\u914d\u7f6e\u67e5\u8be2\u7b56\u7565<\/strong><br \/>\n\u4f60\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539<code>src\/MedicalRag\/config\/search\/search_answer.yaml<\/code>\u6587\u4ef6\u6765\u5b9a\u4e49\u68c0\u7d22\u7b56\u7565\uff0c\u4f8b\u5982\u8c03\u6574\u4e0d\u540c\u68c0\u7d22\u901a\u9053\uff08\u7a20\u5bc6\u3001\u7a00\u758f\uff09\u7684\u6743\u91cd\u3002<\/li>\n<li><strong>\u8fd0\u884c\u67e5\u8be2\u811a\u672c<\/strong><br \/>\n\u4f7f\u7528<code>search_pipline.py<\/code>\u811a\u672c\u6765\u6267\u884c\u67e5\u8be2\u3002<\/p>\n<pre><code># \u4f7f\u7528\u6307\u5b9a\u7684\u641c\u7d22\u914d\u7f6e\u6587\u4ef6\u8fdb\u884c\u67e5\u8be2\r\npython scripts\/search_pipline.py --search-config src\/MedicalRag\/config\/search\/search_answer.yaml\r\n<\/code><\/pre>\n<p>\u811a\u672c\u4f1a\u8fdb\u5165\u4e00\u4e2a\u4ea4\u4e92\u6a21\u5f0f\uff0c\u4f60\u53ef\u4ee5\u8f93\u5165\u95ee\u9898\uff08\u5982\u201c\u6885\u6bd2\u7684\u75c7\u72b6\u6709\u54ea\u4e9b\uff1f\u201d\uff09\u6765\u6d4b\u8bd5\u68c0\u7d22\u6548\u679c\u3002<\/li>\n<\/ol>\n<h3><strong>\u6838\u5fc3\u5de5\u5177\u4f7f\u7528<\/strong><\/h3>\n<p>\u9879\u76ee\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u540d\u4e3a<code>RAGSearchTool<\/code>\u7684\u5de5\u5177\u7c7b\uff0c\u65b9\u4fbf\u5728\u5176\u4ed6\u4ee3\u7801\u4e2d\u76f4\u63a5\u8c03\u7528\u68c0\u7d22\u529f\u80fd\u3002<\/p>\n<pre><code>from MedicalRag.tools.rag_search_tool import RAGSearchTool\r\n# \u4ece\u914d\u7f6e\u6587\u4ef6\u521d\u59cb\u5316\u5de5\u5177\r\ntool = RAGSearchTool(\"config\/search.yaml\")\r\nif tool.is_ready():\r\n# \u6267\u884c\u5355\u4e2a\u67e5\u8be2\r\nresults = tool.search(\"\u6885\u6bd2\u7684\u75c7\u72b6\u6709\u54ea\u4e9b\uff1f\")\r\nprint(results)\r\n# \u6267\u884c\u6279\u91cf\u67e5\u8be2\r\nresults_batch = tool.search([\"\u6885\u6bd2\u7684\u6cbb\u7597\u65b9\u6cd5\", \"\u9ad8\u8840\u538b\u7684\u9884\u9632\u63aa\u65bd\"])\r\nprint(results_batch)\r\n# \u5e26\u8fc7\u6ee4\u6761\u4ef6\u7684\u67e5\u8be2\uff08\u4f8b\u5982\uff0c\u53ea\u5728\u201c\u5916\u79d1\u201d\u76f8\u5173\u7684\u77e5\u8bc6\u4e2d\u68c0\u7d22\uff09\r\nresults_filtered = tool.search(\"\u9aa8\u6298\u600e\u4e48\u529e\", filters={\"dept_pk\": \"3\"}) # \u5047\u8bbe3\u4ee3\u8868\u5916\u79d1\r\nprint(results_filtered)\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u667a\u80fd\u8bca\u7597\u52a9\u624b<\/strong><br \/>\n\u8be5\u7cfb\u7edf\u53ef\u4ee5\u4f5c\u4e3a\u533b\u751f\u7684\u4e34\u5e8a\u8f85\u52a9\u5de5\u5177\u3002\u5f53\u533b\u751f\u9047\u5230\u590d\u6742\u6216\u7f55\u89c1\u7684\u75c5\u4f8b\u65f6\uff0c\u53ef\u4ee5\u5feb\u901f\u67e5\u8be2\u76f8\u5173\u7684\u8bca\u7597\u6307\u5357\u3001\u836f\u7269\u4fe1\u606f\u548c\u6700\u65b0\u7684\u533b\u5b66\u7814\u7a76\uff0c\u4e3a\u8bca\u65ad\u548c\u6cbb\u7597\u63d0\u4f9b\u51b3\u7b56\u652f\u6301\u3002<\/li>\n<li><strong>\u533b\u5b66\u751f\u6559\u80b2\u4e0e\u57f9\u8bad<\/strong><br \/>\n\u53ef\u7528\u4e8e\u6784\u5efa\u6a21\u62df\u95ee\u8bca\u7cfb\u7edf\uff0c\u5e2e\u52a9\u533b\u5b66\u751f\u5728\u865a\u62df\u73af\u5883\u4e2d\u7ec3\u4e60\u63d0\u95ee\u3001\u8bca\u65ad\u548c\u5236\u5b9a\u6cbb\u7597\u65b9\u6848\u3002\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u5b66\u751f\u7684\u63d0\u95ee\u63d0\u4f9b\u6807\u51c6\u7b54\u6848\u548c\u76f8\u5173\u77e5\u8bc6\u70b9\uff0c\u52a0\u5feb\u5b66\u4e60\u8fdb\u7a0b\u3002<\/li>\n<li><strong>\u60a3\u8005\u5065\u5eb7\u54a8\u8be2<\/strong><br \/>\n\u53ef\u4ee5\u90e8\u7f72\u4e3a\u9762\u5411\u516c\u4f17\u7684\u667a\u80fd\u5ba2\u670d\u6216\u804a\u5929\u673a\u5668\u4eba\uff0c\u4e3a\u60a3\u8005\u63d0\u4f9b7&#215;24\u5c0f\u65f6\u7684\u521d\u6b65\u5065\u5eb7\u54a8\u8be2\u670d\u52a1\u3002\u7528\u6237\u53ef\u4ee5\u8be2\u95ee\u5173\u4e8e\u5e38\u89c1\u75be\u75c5\u3001\u75c7\u72b6\u3001\u7528\u836f\u6ce8\u610f\u4e8b\u9879\u7b49\u95ee\u9898\uff0c\u7cfb\u7edf\u80fd\u63d0\u4f9b\u6765\u81ea\u6743\u5a01\u77e5\u8bc6\u5e93\u7684\u5b89\u5168\u3001\u51c6\u786e\u7684\u56de\u7b54\uff0c\u7f13\u89e3\u533b\u9662\u95e8\u8bca\u538b\u529b\u3002<\/li>\n<li><strong>\u533b\u7597\u77e5\u8bc6\u5e93\u7ba1\u7406\u4e0e\u68c0\u7d22<\/strong><br \/>\n\u5bf9\u4e8e\u533b\u9662\u548c\u7814\u7a76\u673a\u6784\uff0c\u8be5\u7cfb\u7edf\u53ef\u4ee5\u6574\u5408\u5185\u90e8\u7684\u6d77\u91cf\u533b\u7597\u6587\u6863\u3001\u75c5\u5386\u548c\u7814\u7a76\u8bba\u6587\uff0c\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u5316\u7684\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u3002\u7814\u7a76\u4eba\u5458\u548c\u533b\u62a4\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u3001\u7cbe\u51c6\u5730\u627e\u5230\u6240\u9700\u4fe1\u606f\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u8fd9\u4e2a\u9879\u76ee\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/strong><br \/>\n\u5b83\u4e3b\u8981\u89e3\u51b3\u4e86\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e13\u4e1a\u9886\u57df\uff08\u5c24\u5176\u662f\u533b\u7597\u9886\u57df\uff09\u77e5\u8bc6\u4e0d\u8db3\u3001\u5bb9\u6613\u4ea7\u751f\u201c\u5e7b\u89c9\u201d\u6216\u63d0\u4f9b\u4e0d\u51c6\u786e\u4fe1\u606f\u7684\u95ee\u9898\u3002\u901a\u8fc7RAG\u6280\u672f\uff0c\u5c06\u6a21\u578b\u56de\u7b54\u9650\u5236\u5728\u53ef\u9760\u7684\u5916\u90e8\u533b\u7597\u77e5\u8bc6\u5e93\u8303\u56f4\u5185\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u51c6\u786e\u3001\u5b89\u5168\u7684\u533b\u7597\u5efa\u8bae.<\/li>\n<li><strong>\u9879\u76ee\u4e2d\u4f7f\u7528\u4e86\u54ea\u4e9b\u5173\u952e\u6280\u672f\uff1f<\/strong><br \/>\n\u9879\u76ee\u4e3b\u8981\u4f7f\u7528\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u3001\u5411\u91cf\u6570\u636e\u5e93\uff08Milvus\uff09\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6846\u67b6\uff08LangChain\uff09\u3001\u6df7\u5408\u68c0\u7d22\u6280\u672f\uff08\u7a20\u5bc6\u5411\u91cf\u4e0e\u7a00\u758f\u5411\u91cfBM25\u7ed3\u5408\uff09\u4ee5\u53ca\u591a\u79cd\u53ef\u9009\u7684\u5927\u8bed\u8a00\u6a21\u578b\u540e\u7aef\uff08\u5982Ollama, OpenAI\u7b49\uff09.<\/li>\n<li><strong>\u5982\u4f55\u66f4\u6362\u9879\u76ee\u4e2d\u4f7f\u7528\u7684\u5d4c\u5165\u6a21\u578b\u6216\u8bed\u8a00\u6a21\u578b\uff1f<\/strong><br \/>\n\u66f4\u6362\u6a21\u578b\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u4fee\u6539\u5bf9\u5e94\u7684YAML\u914d\u7f6e\u6587\u4ef6\u5373\u53ef. \u4f8b\u5982\uff0c\u8981\u66f4\u6362\u7a20\u5bc6\u5d4c\u5165\u6a21\u578b\uff0c\u53ef\u4ee5\u5728<code>default.yaml<\/code>\u4e2d\u4fee\u6539<code>embedding.dense<\/code>\u90e8\u5206\u7684<code>provider<\/code>\u548c<code>model<\/code>\u5b57\u6bb5\u3002\u540c\u6837\uff0c\u6570\u636e\u6807\u6ce8\u4f7f\u7528\u7684LLM\u53ef\u4ee5\u5728<code>annotator.yaml<\/code>\u4e2d\u8fdb\u884c\u914d\u7f6e.<\/li>\n<li><strong>\u5982\u679c\u68c0\u7d22\u6548\u679c\u4e0d\u7406\u60f3\uff0c\u5e94\u8be5\u5982\u4f55\u4f18\u5316\uff1f<\/strong><br \/>\n\u6709\u591a\u79cd\u4f18\u5316\u65b9\u5f0f. \u9996\u5148\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u8c03\u6574<code>search_answer.yaml<\/code>\u914d\u7f6e\u6587\u4ef6\u4e2d\u4e0d\u540c\u68c0\u7d22\u901a\u9053\u7684<code>weight<\/code>\uff08\u6743\u91cd\uff09\uff0c\u4ee5\u6539\u53d8\u7a20\u5bc6\u548c\u7a00\u758f\u68c0\u7d22\u7ed3\u679c\u7684\u878d\u5408\u6bd4\u4f8b. \u5176\u6b21\uff0c\u53ef\u4ee5\u68c0\u67e5\u5e76\u6269\u5145\u7528\u4e8e\u6784\u5efa\u8bcd\u8868\u7684\u6570\u636e\uff0c\u751f\u6210\u4e00\u4e2a\u66f4\u9ad8\u8d28\u91cf\u7684<code>vocab.pkl.gz<\/code>\u6587\u4ef6\u6765\u63d0\u5347\u7a00\u758f\u68c0\u7d22\u7684\u51c6\u786e\u6027. \u6700\u540e\uff0c\u786e\u4fdd\u4f60\u7684\u77e5\u8bc6\u5e93\u6570\u636e\u8d28\u91cf\u9ad8\u4e14\u8986\u76d6\u9762\u5e7f\u662f\u63d0\u5347\u6548\u679c\u7684\u6839\u672c.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Medical-RAG \u662f\u4e00\u4e2a\u4e13\u4e3a\u4e2d\u6587\u533b\u7597\u9886\u57df\u8bbe\u8ba1\u7684\u95ee\u7b54\u667a\u80fd\u4f53\u9879\u76ee. \u5b83\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\uff0c\u901a\u8fc7\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u6765\u63d0\u5347\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u533b\u7597\u5efa\u8bae\u4e0a\u7684\u51c6\u786e\u6027\u548c\u5b89\u5168\u6027. \u8be5\u9879\u76ee\u7684\u6838\u5fc3\u662f\u5229\u7528\u9ad8\u6027\u80fd\u5411\u91cf\u6570\u636e\u5e93 Milvus \u5b58\u50a8\u548c\u68c0&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,459],"tags":[230,243],"class_list":["post-47910","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/47910","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=47910"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/47910\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=47910"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=47910"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=47910"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}