{"id":83297,"date":"2026-07-25T19:49:03","date_gmt":"2026-07-25T11:49:03","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83297.html"},"modified":"2026-07-25T19:49:03","modified_gmt":"2026-07-25T11:49:03","slug":"%e4%b8%80%e6%8a%80%e8%83%bd%e4%b8%80%e7%9f%a5%e8%af%86%e5%ba%93%ef%bc%9a%e8%bd%bb%e9%87%8f%e7%ba%a7rag-skill%e6%9e%b6%e6%9e%84%e6%b7%b1%e5%ba%a6%e8%9e%8d%e5%90%88%e7%9a%84%e7%b2%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83297.html","title":{"rendered":"\u201c\u4e00\u6280\u80fd\u4e00\u77e5\u8bc6\u5e93\u201c\uff1a\u8f7b\u91cf\u7ea7RAG + SKILL\u67b6\u6784\u6df1\u5ea6\u878d\u5408\u7684\u7cbe\u51c6\u77e5\u8bc6\u5339\u914d\u5b9e\u8df5"},"content":{"rendered":"<h2>\u201c\u4e00\u6280\u80fd\u4e00\u77e5\u8bc6\u5e93\u201d&#xff1a;\u8f7b\u91cf\u7ea7RAG &#043; 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\/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502                    SKILL\u5355\u5143\u5c42                              \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510                \u2502<br \/>\n\u2502  \u2502 \u6cd5\u5f8b\u54a8\u8be2  \u2502  \u2502 \u4ee3\u7801\u8f85\u52a9  \u2502  \u2502 \u533b\u7597\u79d1\u666e  \u2502                \u2502<br \/>\n\u2502  \u2502  SKILL   \u2502  \u2502  SKILL   \u2502  \u2502  SKILL   \u2502                \u2502<br \/>\n\u2502  \u2502 \u5fae\u578b\u77e5\u8bc6\u5e93\u2502  \u2502 \u5fae\u578b\u77e5\u8bc6\u5e93\u2502  \u2502 \u5fae\u578b\u77e5\u8bc6\u5e93\u2502                \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518                \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<h4>2.2 \u67b6\u6784\u5206\u5c42\u8bf4\u660e<\/h4>\n<p>2.2.1 \u5927\u6a21\u578b\u6838\u5fc3\u5c42<\/p>\n<p>\u4f4d\u4e8e\u9876\u5c42&#xff0c;\u8d1f\u8d23\u6700\u7ec8\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u63a8\u7406\u4e0e\u56de\u590d\u751f\u6210&#xff0c;\u662f\u6574\u4e2a\u7cfb\u7edf\u7684&#034;\u5927\u8111&#034;\u3002<\/p>\n<p>2.2.2 SKILL\u8c03\u5ea6\u4e2d\u5fc3<\/p>\n<p>\u6839\u636e\u7528\u6237\u610f\u56fe&#xff0c;\u9009\u62e9\u5408\u9002\u7684SKILL\u8fdb\u884c\u8c03\u7528&#xff0c;\u5e76\u7ba1\u7406\u6280\u80fd\u7684\u6267\u884c\u6d41\u7a0b&#xff0c;\u5305\u62ec\u4e32\u884c\u3001\u5e76\u884c\u4ee5\u53ca\u5f02\u5e38\u5904\u7406\u7b49\u3002<\/p>\n<p>\u8c03\u5ea6\u4e2d\u5fc3\u7684\u6838\u5fc3\u80fd\u529b\u662f\u8bed\u4e49\u8def\u7531&#xff1a;\u8bfb\u53d6\u6240\u6709SKILL.md\u7684\u89e6\u53d1\u89c4\u5219&#xff0c;\u901a\u8fc7\u5927\u6a21\u578b\u8bed\u4e49\u5339\u914d&#xff0c;\u5b9a\u4f4d\u76ee\u6807SKILL\u3002<\/p>\n<p>2.2.3 SKILL\u5355\u5143<\/p>\n<p>\u6bcf\u4e2aSKILL\u5bf9\u5e94\u4e00\u4e2a\u5782\u76f4\u9886\u57df&#xff0c;\u6bcf\u4e2aSKILL\u4e0b\u65b9\u9644\u5e26\u4e00\u4e2a\u4e13\u5c5e\u7684\u5fae\u578b\u77e5\u8bc6\u5e93&#xff0c;\u5b58\u50a8\u8be5\u9886\u57df\u7684\u9ad8\u9891\u95ee\u7b54\u3001\u89c4\u5219\u6216\u5411\u91cf\u7d22\u5f15&#xff0c;\u5b9e\u73b0\u8f7b\u91cf\u7ea7RAG\u68c0\u7d22\u589e\u5f3a\u3002\u6280\u80fd\u6267\u884c\u65f6\u4f18\u5148\u68c0\u7d22\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93&#xff0c;\u518d\u8c03\u7528\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848&#xff0c;\u517c\u987e\u51c6\u786e\u6027\u4e0e\u6210\u672c\u3002<\/p>\n<h4>2.3 \u6570\u636e\u6d41\u5411<\/h4>\n<p>\u7528\u6237\u8bf7\u6c42 \u2192 \u5927\u6a21\u578b\u6838\u5fc3\u5c42 \u2192 \u8c03\u5ea6\u4e2d\u5fc3 \u2192 \u5339\u914dSKILL \u2192 SKILL\u6267\u884c&#xff08;\u68c0\u7d22\u77e5\u8bc6\u5e93&#xff09; \u2192 \u7ed3\u679c\u8fd4\u56de\u5927\u6a21\u578b \u2192 \u6700\u7ec8\u56de\u590d<\/p>\n<h3>\u4e09\u3001\u6267\u884c\u6d41\u7a0b\u8be6\u89e3<\/h3>\n<p>\u6574\u4e2a\u6d41\u7a0b\u4f53\u73b0\u4e86\u8f7b\u91cf\u7ea7RAG\u4e0eSKILL\u67b6\u6784\u7684\u878d\u5408&#xff1a;\u6bcf\u4e2a\u6280\u80fd\u62e5\u6709\u72ec\u7acb\u77e5\u8bc6\u5e93&#xff0c;\u6309\u9700\u68c0\u7d22&#xff0c;\u907f\u514d\u5168\u5c40\u68c0\u7d22\u7684\u5197\u4f59&#xff0c;\u540c\u65f6\u63d0\u5347\u4e13\u4e1a\u9886\u57df\u7684\u56de\u7b54\u8d28\u91cf\u3002<\/p>\n<h4>\u6b65\u9aa41&#xff1a;\u7528\u6237\u8f93\u5165Query<\/h4>\n<p>\u7528\u6237\u53d1\u8d77\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42&#xff0c;\u5982&#xff1a;\u201c\u6c11\u6cd5\u5178\u4e2d\u6c11\u95f4\u501f\u8d37\u5229\u7387\u4e0a\u9650\u662f\u591a\u5c11&#xff1f;\u201d<\/p>\n<h4>\u6b65\u9aa42&#xff1a;\u8c03\u5ea6\u4e2d\u5fc3\u8bed\u4e49\u8def\u7531<\/h4>\n<p>\u8c03\u5ea6\u4e2d\u5fc3\u8bfb\u53d6\u6240\u6709SKILL.md\u7684\u89e6\u53d1\u89c4\u5219&#xff0c;\u901a\u8fc7\u5927\u6a21\u578b\u8bed\u4e49\u5339\u914d&#xff0c;\u5b9a\u4f4d\u76ee\u6807SKILL\u3002<\/p>\n<h4>\u6b65\u9aa43&#xff1a;\u9501\u5b9aSKILL\u5355\u5143<\/h4>\n<p>\u547d\u4e2d&#034;\u6cd5\u5f8b\u54a8\u8be2SKILL&#034;&#xff0c;\u62d2\u7edd\u5176\u4ed6\u65e0\u5173SKILL\u3002<\/p>\n<h4>\u6b65\u9aa44&#xff1a;\u4e13\u5c5e\u77e5\u8bc6\u5e93\u68c0\u7d22<\/h4>\n<p>\u4ec5\u5728\u6cd5\u5f8b\u5fae\u578b\u5411\u91cf\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u77e5\u8bc6&#xff0c;\u65e0\u5176\u4ed6\u77e5\u8bc6\u5e72\u6270&#xff0c;\u68c0\u7d22\u901f\u5ea6\u5927\u5e45\u63d0\u5347\u3002<\/p>\n<h4>\u6b65\u9aa45&#xff1a;\u63d0\u793a\u8bcd\u5de5\u7a0b\u4f18\u5316<\/h4>\n<p>\u5c06\u68c0\u7d22\u5230\u7684\u77e5\u8bc6 &#043; SKILL\u903b\u8f91 &#043; \u7528\u6237\u95ee\u9898&#xff0c;\u62fc\u63a5\u4e3a\u6807\u51c6\u5316\u63d0\u793a\u8bcd&#xff1a;<\/p>\n<p>\u4f60\u662f\u6cd5\u5f8b\u54a8\u8be2SKILL\u52a9\u624b&#xff0c;\u9075\u5b88\u4ee5\u4e0b\u89c4\u5219&#xff1a;<br \/>\n1. \u4ec5\u4f7f\u7528\u63d0\u4f9b\u7684\u6cd5\u5f8b\u77e5\u8bc6\u56de\u7b54<br \/>\n2. \u4e0d\u63d0\u4f9b\u8fdd\u6cd5\u5efa\u8bae<br \/>\n3. \u660e\u786e\u77e5\u8bc6\u8fb9\u754c<\/p>\n<p>\u53c2\u8003\u77e5\u8bc6&#xff1a;{\u68c0\u7d22\u7ed3\u679c}<br \/>\n\u7528\u6237\u95ee\u9898&#xff1a;{query}<\/p>\n<h4>\u6b65\u9aa46&#xff1a;\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848<\/h4>\n<p>\u57fa\u4e8e\u7cbe\u51c6\u77e5\u8bc6\u751f\u6210\u56de\u7b54&#xff0c;\u5f7b\u5e95\u675c\u7edd\u5e7b\u89c9\u3002<\/p>\n<h4>\u6b65\u9aa47&#xff1a;\u7ed3\u679c\u8fd4\u56de<\/h4>\n<p>\u76f4\u63a5\u8f93\u51fa\u7b54\u6848&#xff0c;\u6d41\u7a0b\u7ed3\u675f\u3002<\/p>\n<h3>\u56db\u3001\u4ee3\u7801\u5b9e\u6218&#xff1a;\u5b8c\u6574\u843d\u5730\u5b9e\u73b0<\/h3>\n<h4>4.1 \u9879\u76ee\u7ed3\u6784<\/h4>\n<p>law_rag\/<br \/>\n\u251c\u2500\u2500 .env                    # \u914d\u7f6e\u5927\u6a21\u578bAPI Key<br \/>\n\u251c\u2500\u2500 legal_skill.md          # \u6cd5\u5f8b\u54a8\u8be2SKILL\u6838\u5fc3\u6587\u4ef6<br \/>\n\u251c\u2500\u2500 legal_knowledge.txt     # \u6cd5\u5f8b\u54a8\u8be2\u4e13\u5c5e\u5fae\u578b\u77e5\u8bc6\u5e93<br \/>\n\u2514\u2500\u2500 main.py                 # \u5b8c\u6574\u53ef\u6267\u884c\u4ee3\u7801<\/p>\n<h4>4.2 SKILL\u6838\u5fc3\u6587\u4ef6&#xff1a;legal_skill.md<\/h4>\n<p># SKILL&#xff1a;\u6cd5\u5f8b\u54a8\u8be2\u52a9\u624b<\/p>\n<p>## 1. \u6280\u80fd\u63cf\u8ff0<br \/>\n\u4e3a\u7528\u6237\u63d0\u4f9b\u57fa\u7840\u6c11\u4e8b\u6cd5\u5f8b\u6761\u6587\u89e3\u8bfb\u3001\u65e5\u5e38\u7ea0\u7eb7\u54a8\u8be2\u670d\u52a1<\/p>\n<p>## 2. \u89e6\u53d1\u89c4\u5219<br \/>\n\u5173\u952e\u8bcd&#xff1a;\u6cd5\u5f8b\u3001\u5408\u540c\u3001\u4fb5\u6743\u3001\u52b3\u52a8\u6cd5\u3001\u6c11\u6cd5\u5178\u3001\u6c11\u95f4\u501f\u8d37\u3001\u52b3\u52a8\u5408\u540c<\/p>\n<p>## 3. \u6838\u5fc3\u903b\u8f91<br \/>\n1. \u89e3\u6790\u7528\u6237\u6cd5\u5f8b\u95ee\u9898\u6838\u5fc3\u8bc9\u6c42<br \/>\n2. \u4ece\u4e13\u5c5e\u6cd5\u5f8b\u77e5\u8bc6\u5e93\u68c0\u7d22\u7cbe\u51c6\u6761\u6587<br \/>\n3. \u7ed3\u5408\u5927\u6a21\u578b\u751f\u6210\u5408\u89c4\u3001\u51c6\u786e\u7684\u56de\u7b54<br \/>\n4. \u4e25\u683c\u9075\u5b88\u77e5\u8bc6\u8fb9\u754c&#xff0c;\u4e0d\u63d0\u4f9b\u8d85\u8303\u56f4\u670d\u52a1<\/p>\n<p>## 4. \u77e5\u8bc6\u8fb9\u754c<br \/>\n\u2705 \u652f\u6301&#xff1a;\u57fa\u7840\u6cd5\u5f8b\u6761\u6587\u3001\u6c11\u4e8b\u7ea0\u7eb7\u89e3\u8bfb\u3001\u65e5\u5e38\u6743\u76ca\u54a8\u8be2<br \/>\n\u274c \u4e0d\u652f\u6301&#xff1a;\u8bc9\u8bbc\u4ee3\u7406\u3001\u5177\u4f53\u6848\u4ef6\u5224\u51b3\u3001\u5f8b\u5e08\u7ea7\u4e13\u4e1a\u5efa\u8bae<\/p>\n<p>## 5. \u793a\u4f8b\u6848\u4f8b<br \/>\nQ&#xff1a;\u8bd5\u7528\u671f\u4e0d\u7b7e\u52b3\u52a8\u5408\u540c\u8fdd\u6cd5\u5417&#xff1f;<br \/>\nA&#xff1a;\u6839\u636e\u300a\u52b3\u52a8\u5408\u540c\u6cd5\u300b\u7b2c\u5341\u6761&#xff0c;\u5efa\u7acb\u52b3\u52a8\u5173\u7cfb\u5e94\u5f53\u8ba2\u7acb\u4e66\u9762\u52b3\u52a8\u5408\u540c\u3002<\/p>\n<h4>4.3 \u4e13\u5c5e\u77e5\u8bc6\u5e93&#xff1a;legal_knowledge.txt<\/h4>\n<p>1. \u6c11\u95f4\u501f\u8d37\u5229\u7387&#xff1a;\u6839\u636e\u300a\u6700\u9ad8\u4eba\u6c11\u6cd5\u9662\u5173\u4e8e\u5ba1\u7406\u6c11\u95f4\u501f\u8d37\u6848\u4ef6\u9002\u7528\u6cd5\u5f8b\u82e5\u5e72\u95ee\u9898\u7684\u89c4\u5b9a\u300b&#xff0c;\u6c11\u95f4\u501f\u8d37\u5229\u7387\u7684\u53f8\u6cd5\u4fdd\u62a4\u4e0a\u9650\u4e3a\u5408\u540c\u6210\u7acb\u65f6\u4e00\u5e74\u671f\u8d37\u6b3e\u5e02\u573a\u62a5\u4ef7\u5229\u7387&#xff08;LPR&#xff09;\u76844\u500d\u3002<\/p>\n<p>2. \u52b3\u52a8\u5408\u540c&#xff1a;\u8bd5\u7528\u671f\u5305\u542b\u5728\u52b3\u52a8\u5408\u540c\u671f\u9650\u5185\u3002\u52b3\u52a8\u5408\u540c\u4ec5\u7ea6\u5b9a\u8bd5\u7528\u671f\u7684&#xff0c;\u8bd5\u7528\u671f\u4e0d\u6210\u7acb&#xff0c;\u8be5\u671f\u9650\u4e3a\u52b3\u52a8\u5408\u540c\u671f\u9650\u3002<\/p>\n<p>3. \u6d88\u8d39\u8005\u6743\u76ca&#xff1a;\u7ecf\u8425\u8005\u63d0\u4f9b\u5546\u54c1\u6216\u8005\u670d\u52a1\u6709\u6b3a\u8bc8\u884c\u4e3a\u7684&#xff0c;\u5e94\u5f53\u6309\u7167\u6d88\u8d39\u8005\u7684\u8981\u6c42\u589e\u52a0\u8d54\u507f\u5176\u53d7\u5230\u7684\u635f\u5931&#xff0c;\u589e\u52a0\u8d54\u507f\u7684\u91d1\u989d\u4e3a\u6d88\u8d39\u8005\u8d2d\u4e70\u5546\u54c1\u7684\u4ef7\u6b3e\u6216\u8005\u63a5\u53d7\u670d\u52a1\u7684\u8d39\u7528\u7684\u4e09\u500d\u3002<\/p>\n<p>4. \u6c11\u6cd5\u5178&#xff1a;\u6c11\u4e8b\u4e3b\u4f53\u4ece\u4e8b\u6c11\u4e8b\u6d3b\u52a8&#xff0c;\u5e94\u5f53\u9075\u5faa\u81ea\u613f\u3001\u516c\u5e73\u3001\u8bda\u4fe1\u539f\u5219&#xff0c;\u4e0d\u5f97\u8fdd\u53cd\u6cd5\u5f8b&#xff0c;\u4e0d\u5f97\u8fdd\u80cc\u516c\u5e8f\u826f\u4fd7\u3002<\/p>\n<h4>4.4 \u6838\u5fc3\u4e3b\u7a0b\u5e8f&#xff1a;main.py<\/h4>\n<p><span class=\"token comment\"># \u8f7b\u91cf\u7ea7RAG &#043; SKILL \u6df1\u5ea6\u878d\u5408 \u5b8c\u6574\u53ef\u8fd0\u884c\u793a\u4f8b<\/span><br \/>\n<span class=\"token comment\"># \u73af\u5883\u5b89\u88c5&#xff1a;pip install langchain chromadb python-dotenv modelscope sentence-transformers<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> re<br \/>\n<span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> dotenv <span class=\"token keyword\">import<\/span> load_dotenv<br \/>\n<span class=\"token keyword\">from<\/span> modelscope <span class=\"token keyword\">import<\/span> snapshot_download<br \/>\n<span class=\"token keyword\">from<\/span> sentence_transformers <span class=\"token keyword\">import<\/span> SentenceTransformer<br \/>\n<span class=\"token keyword\">from<\/span> langchain_text_splitters <span class=\"token keyword\">import<\/span> CharacterTextSplitter<\/p>\n<p><span class=\"token comment\"># \u52a0\u8f7d\u73af\u5883\u53d8\u91cf<\/span><br \/>\nload_dotenv<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u672c\u5730\u5d4c\u5165\u6a21\u578b\u914d\u7f6e &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6b65\u9aa41: \u6b63\u5728\u4e0b\u8f7d\/\u6821\u9a8c\u5d4c\u5165\u6a21\u578b\u7f13\u5b58&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nembedding_model_dir <span class=\"token operator\">&#061;<\/span> snapshot_download<span class=\"token punctuation\">(<\/span><br \/>\n    model_id<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;MODEL_ID&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    cache_dir<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;CACHE_DIR&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    revision<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;master&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5d4c\u5165\u6a21\u578b\u8def\u5f84: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>embedding_model_dir<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\u6b65\u9aa42: \u52a0\u8f7d\u5d4c\u5165\u6a21\u578b&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nembedding_model <span class=\"token operator\">&#061;<\/span> SentenceTransformer<span class=\"token punctuation\">(<\/span>embedding_model_dir<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u2713 \u5d4c\u5165\u6a21\u578b\u52a0\u8f7d\u6210\u529f&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u6a21\u57571&#xff1a;SKILL \u89e3\u6790\u5668 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SkillParser<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u89e3\u6790SKILL.md\u6587\u4ef6&#xff0c;\u63d0\u53d6\u89e6\u53d1\u89c4\u5219\u3001\u903b\u8f91\u3001\u8fb9\u754c&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> skill_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>skill_path <span class=\"token operator\">&#061;<\/span> skill_path<br \/>\n        self<span class=\"token punctuation\">.<\/span>content <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_read_file<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_read_file<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>skill_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;r&#039;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;utf-8&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> f<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_trigger_keywords<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#039;\u5173\u952e\u8bcd&#xff1a;(.*)&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\u3001&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_skill_logic<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#039;## 3. \u6838\u5fc3\u903b\u8f91\\\\n(.*?)\\\\n##&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>DOTALL<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_knowledge_boundary<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#039;## 4. \u77e5\u8bc6\u8fb9\u754c\\\\n(.*?)\\\\n##&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>DOTALL<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u6a21\u57572&#xff1a;\u8f7b\u91cf\u7ea7RAG\u5fae\u578b\u77e5\u8bc6\u5e93 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MiniKnowledgeBase<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5355SKILL\u4e13\u5c5e\u5411\u91cf\u5e93&#xff0c;\u672c\u5730\u96f6\u6210\u672c\u90e8\u7f72&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> skill_name<span class=\"token punctuation\">,<\/span> knowledge_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>skill_name <span class=\"token operator\">&#061;<\/span> skill_name<br \/>\n        self<span class=\"token punctuation\">.<\/span>knowledge_path <span class=\"token operator\">&#061;<\/span> knowledge_path<br \/>\n        self<span class=\"token punctuation\">.<\/span>chunks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>embeddings <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_load_and_index<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_load_and_index<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bfb\u53d6\u77e5\u8bc6\u5e93\u5e76\u5efa\u7acb\u5411\u91cf\u7d22\u5f15&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>knowledge_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;r&#039;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;utf-8&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n            content <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u5206\u5272\u77e5\u8bc6\u6761\u76ee&#xff08;\u6309\u7a7a\u884c\u5206\u9694&#xff09;<\/span><br \/>\n        entries <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>e<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> e <span class=\"token keyword\">in<\/span> content<span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\\\\n\\\\n&#039;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> e<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token comment\"># \u4f7f\u7528CharacterTextSplitter\u8fdb\u4e00\u6b65\u5207\u5206<\/span><br \/>\n        splitter <span class=\"token operator\">&#061;<\/span> CharacterTextSplitter<span class=\"token punctuation\">(<\/span><br \/>\n            chunk_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            chunk_overlap<span class=\"token operator\">&#061;<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            separator<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;\\\\n&#039;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> entry <span class=\"token keyword\">in<\/span> entries<span class=\"token punctuation\">:<\/span><br \/>\n            chunks <span class=\"token operator\">&#061;<\/span> splitter<span class=\"token punctuation\">.<\/span>split_text<span class=\"token punctuation\">(<\/span>entry<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>chunks<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span>chunks<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u751f\u6210\u5411\u91cf<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>embeddings <span class=\"token operator\">&#061;<\/span> embedding_model<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>chunks<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2713 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>skill_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u77e5\u8bc6\u5e93\u52a0\u8f7d\u5b8c\u6210&#xff0c;\u5171 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>chunks<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a\u7247\u6bb5&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">search<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> query<span class=\"token punctuation\">,<\/span> top_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u7d22\u6700\u76f8\u5173\u7684\u77e5\u8bc6\u7247\u6bb5&#034;&#034;&#034;<\/span><br \/>\n        query_embedding <span class=\"token operator\">&#061;<\/span> embedding_model<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>query<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u8ba1\u7b97\u76f8\u4f3c\u5ea6&#xff08;\u4f59\u5f26\u76f8\u4f3c\u5ea6&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n        similarities <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>dot<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>embeddings<span class=\"token punctuation\">,<\/span> query_embedding<span class=\"token punctuation\">.<\/span>T<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>flatten<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        top_indices <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>argsort<span class=\"token punctuation\">(<\/span>similarities<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span>top_k<span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">:<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        results <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>self<span class=\"token punctuation\">.<\/span>chunks<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> top_indices<span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> results<\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u6a21\u57573&#xff1a;\u8c03\u5ea6\u4e2d\u5fc3 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SkillDispatcher<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;SKILL\u8c03\u5ea6\u4e2d\u5fc3&#xff1a;\u6839\u636e\u7528\u6237\u610f\u56fe\u8def\u7531\u5230\u5bf9\u5e94SKILL&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>skills <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">register_skill<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> name<span class=\"token punctuation\">,<\/span> skill_parser<span class=\"token punctuation\">,<\/span> knowledge_base<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>skills<span class=\"token punctuation\">[<\/span>name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#039;parser&#039;<\/span><span class=\"token punctuation\">:<\/span> skill_parser<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;kb&#039;<\/span><span class=\"token punctuation\">:<\/span> knowledge_base<br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">route<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> query<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6839\u636e\u5173\u952e\u8bcd\u5339\u914d\u6700\u5408\u9002\u7684SKILL&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> skill_data <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>skills<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            keywords <span class=\"token operator\">&#061;<\/span> skill_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;parser&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get_trigger_keywords<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> keyword <span class=\"token keyword\">in<\/span> keywords<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> keyword <span class=\"token keyword\">in<\/span> query<span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">return<\/span> name<br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u6a21\u57574&#xff1a;\u4e3b\u7a0b\u5e8f &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># 1. \u89e3\u6790SKILL<\/span><br \/>\n    skill_parser <span class=\"token operator\">&#061;<\/span> SkillParser<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;legal_skill.md&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2713 \u6280\u80fd\u89e6\u53d1\u8bcd: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>skill_parser<span class=\"token punctuation\">.<\/span>get_trigger_keywords<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2713 \u6280\u80fd\u903b\u8f91: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>skill_parser<span class=\"token punctuation\">.<\/span>get_skill_logic<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">50]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#8230;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 2. \u6784\u5efa\u5fae\u578b\u77e5\u8bc6\u5e93<\/span><br \/>\n    kb <span class=\"token operator\">&#061;<\/span> MiniKnowledgeBase<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\u6cd5\u5f8b\u54a8\u8be2&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;legal_knowledge.txt&#039;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 3. \u6ce8\u518c\u8c03\u5ea6\u4e2d\u5fc3<\/span><br \/>\n    dispatcher <span class=\"token operator\">&#061;<\/span> SkillDispatcher<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    dispatcher<span class=\"token punctuation\">.<\/span>register_skill<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\u6cd5\u5f8b\u54a8\u8be2&#039;<\/span><span class=\"token punctuation\">,<\/span> skill_parser<span class=\"token punctuation\">,<\/span> kb<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 4. \u6a21\u62df\u7528\u6237\u67e5\u8be2<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#061;&#034;<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f504; \u8f7b\u91cf\u7ea7RAG &#043; SKILL \u6df1\u5ea6\u878d\u5408 \u67e5\u8be2\u6f14\u793a&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#061;&#034;<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    query <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">input<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\u8bf7\u8f93\u5165\u60a8\u7684\u6cd5\u5f8b\u95ee\u9898&#xff1a;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 5. \u8c03\u5ea6\u8def\u7531<\/span><br \/>\n    skill_name <span class=\"token operator\">&#061;<\/span> dispatcher<span class=\"token punctuation\">.<\/span>route<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> skill_name <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u274c \u672a\u5339\u914d\u5230\u5408\u9002\u7684\u6280\u80fd&#xff0c;\u8bf7\u68c0\u67e5\u89e6\u53d1\u5173\u952e\u8bcd&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2705 \u547d\u4e2dSKILL: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>skill_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 6. \u4e13\u5c5e\u77e5\u8bc6\u5e93\u68c0\u7d22<\/span><br \/>\n    skill_data <span class=\"token operator\">&#061;<\/span> dispatcher<span class=\"token punctuation\">.<\/span>skills<span class=\"token punctuation\">[<\/span>skill_name<span class=\"token punctuation\">]<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> skill_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;kb&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\\\\n&#x1f4da; \u4ece\u4e13\u5c5e\u77e5\u8bc6\u5e93\u68c0\u7d22\u5230 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u6761\u76f8\u5173\u77e5\u8bc6&#xff1a;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i<span class=\"token punctuation\">,<\/span> result <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">enumerate<\/span><span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>i<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">. <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">100]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#8230;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 7. \u62fc\u63a5\u63d0\u793a\u8bcd&#xff08;\u6a21\u62df\u5927\u6a21\u578b\u8c03\u7528&#xff09;<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n\u4f60\u662f<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>skill_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">SKILL\u52a9\u624b&#xff0c;\u9075\u5b88\u4ee5\u4e0b\u89c4\u5219&#xff1a;<br \/>\n1. \u4ec5\u4f7f\u7528\u63d0\u4f9b\u7684\u6cd5\u5f8b\u77e5\u8bc6\u56de\u7b54<br \/>\n2. \u4e0d\u63d0\u4f9b\u8fdd\u6cd5\u5efa\u8bae<br \/>\n3. \u660e\u786e\u77e5\u8bc6\u8fb9\u754c<\/p>\n<p>\u53c2\u8003\u77e5\u8bc6&#xff1a;<br \/>\n<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">chr<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>\u7528\u6237\u95ee\u9898&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>query<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>\u8bf7\u57fa\u4e8e\u4ee5\u4e0a\u77e5\u8bc6\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#xff1a;<br \/>\n&#034;&#034;&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#x1f4dd; \u6700\u7ec8\u63d0\u793a\u8bcd\u5df2\u751f\u6210&#xff08;\u5b9e\u9645\u8c03\u7528\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>4.5 \u8fd0\u884c\u6548\u679c<\/h4>\n<p>\u6b65\u9aa41: \u6b63\u5728\u4e0b\u8f7d\/\u6821\u9a8c\u5d4c\u5165\u6a21\u578b\u7f13\u5b58&#8230;<br \/>\n\u5d4c\u5165\u6a21\u578b\u8def\u5f84: D:\\\\modelscope\\\\hub\\\\&#8230;<\/p>\n<p>\u6b65\u9aa42: \u52a0\u8f7d\u5d4c\u5165\u6a21\u578b&#8230;<br \/>\n\u2713 \u5d4c\u5165\u6a21\u578b\u52a0\u8f7d\u6210\u529f<\/p>\n<p>\u2713 \u6280\u80fd\u89e6\u53d1\u8bcd: [&#039;\u6cd5\u5f8b&#039;, &#039;\u5408\u540c&#039;, &#039;\u4fb5\u6743&#039;, &#039;\u52b3\u52a8\u6cd5&#039;, &#039;\u6c11\u6cd5\u5178&#039;, &#039;\u6c11\u95f4\u501f\u8d37&#039;, &#039;\u52b3\u52a8\u5408\u540c&#039;]<br \/>\n\u2713 \u6280\u80fd\u903b\u8f91: 1. \u89e3\u6790\u7528\u6237\u6cd5\u5f8b\u95ee\u9898\u6838\u5fc3\u8bc9\u6c42&#8230;<\/p>\n<p>\u2713 \u6cd5\u5f8b\u54a8\u8be2 \u77e5\u8bc6\u5e93\u52a0\u8f7d\u5b8c\u6210&#xff0c;\u5171 6 \u4e2a\u7247\u6bb5<\/p>\n<p>&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\n&#x1f504; \u8f7b\u91cf\u7ea7RAG &#043; SKILL \u6df1\u5ea6\u878d\u5408 \u67e5\u8be2\u6f14\u793a<br \/>\n&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/p>\n<p>\u8bf7\u8f93\u5165\u60a8\u7684\u6cd5\u5f8b\u95ee\u9898&#xff1a;\u6c11\u95f4\u501f\u8d37\u5229\u7387\u4e0a\u9650\u662f\u591a\u5c11&#xff1f;<br \/>\n\u2705 \u547d\u4e2dSKILL: \u6cd5\u5f8b\u54a8\u8be2<\/p>\n<p>&#x1f4da; \u4ece\u4e13\u5c5e\u77e5\u8bc6\u5e93\u68c0\u7d22\u5230 2 \u6761\u76f8\u5173\u77e5\u8bc6&#xff1a;<br \/>\n1. \u6c11\u95f4\u501f\u8d37\u5229\u7387&#xff1a;\u6839\u636e\u300a\u6700\u9ad8\u4eba\u6c11\u6cd5\u9662\u5173\u4e8e\u5ba1\u7406\u6c11\u95f4\u501f\u8d37\u6848\u4ef6\u9002\u7528\u6cd5\u5f8b\u82e5\u5e72\u95ee\u9898\u7684\u89c4\u5b9a\u300b&#8230;<br \/>\n2. \u6c11\u95f4\u501f\u8d37\u5229\u7387\u7684\u53f8\u6cd5\u4fdd\u62a4\u4e0a\u9650\u4e3a\u5408\u540c\u6210\u7acb\u65f6\u4e00\u5e74\u671f\u8d37\u6b3e\u5e02\u573a\u62a5\u4ef7\u5229\u7387&#xff08;LPR&#xff09;\u76844\u500d\u3002<\/p>\n<p>&#x1f4dd; \u6700\u7ec8\u63d0\u793a\u8bcd\u5df2\u751f\u6210&#xff08;\u5b9e\u9645\u8c03\u7528\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54&#xff09;<br \/>\n&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>\n\u4f60\u662f\u6cd5\u5f8b\u54a8\u8be2SKILL\u52a9\u624b&#xff0c;\u9075\u5b88\u4ee5\u4e0b\u89c4\u5219&#xff1a;<br \/>\n1. \u4ec5\u4f7f\u7528\u63d0\u4f9b\u7684\u6cd5\u5f8b\u77e5\u8bc6\u56de\u7b54<br \/>\n2. \u4e0d\u63d0\u4f9b\u8fdd\u6cd5\u5efa\u8bae<br \/>\n3. \u660e\u786e\u77e5\u8bc6\u8fb9\u754c<br 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