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style=\"color:#0d0016\">\u4ecb\u7ecd\u8d44\u6599<\/span><\/h2>\n<h2>\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31(Neo4j)\u548c\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u7684\u56fe\u68c0\u7d22\u589e\u5f3a(GraphRAG)\u7684\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u7ba1\u7406\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf \u5f00\u9898\u62a5\u544a<\/h2>\n<h3>\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/h3>\n<h4>1.1 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style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160911-6a736027b904c.png\" \/><\/p>\n<h4>1.2 \u7814\u7a76\u610f\u4e49<\/h4>\n<p>\u7406\u8bba\u610f\u4e49<\/p>\n<p>\u672c\u7814\u7a76\u5c06GraphRAG\u6280\u672f\u843d\u5730\u5230\u5730\u8d28\u77ff\u4ea7\u5782\u76f4\u9886\u57df&#xff0c;\u63a2\u7d22\u9762\u5411\u5730\u5b66\u4e13\u4e1a\u6570\u636e\u7684\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u89c4\u8303&#xff0c;\u63d0\u51fa\u9002\u914d\u5730\u8d28\u573a\u666f\u7684\u5927\u6a21\u578b\u56fe\u68c0\u7d22\u589e\u5f3a\u4f18\u5316\u65b9\u6848&#xff0c;\u5f25\u8865\u901a\u7528RAG\u5728\u590d\u6742\u5730\u5b66\u5173\u8054\u67e5\u8be2\u4e2d\u7684\u80fd\u529b\u77ed\u677f&#xff0c;\u4e3a\u5782\u76f4\u9886\u57df\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u7814\u7a76\u63d0\u4f9b\u65b0\u7684\u5b9e\u8df5\u53c2\u8003\u3002<\/p>\n<p>\u5e94\u7528\u4ef7\u503c<\/p>\n<li>\n<p>\u9762\u5411\u5730\u8d28\u52d8\u67e5\u4ece\u4e1a\u4eba\u5458&#xff0c;\u80fd\u591f\u5feb\u901f\u7cbe\u51c6\u83b7\u53d6\u77ff\u5e8a\u3001\u6210\u77ff\u89c4\u5f8b\u3001\u52d8\u67e5\u65b9\u6cd5\u7b49\u4e13\u4e1a\u77e5\u8bc6&#xff0c;\u5927\u5e45\u964d\u4f4e\u4fe1\u606f\u68c0\u7d22\u6210\u672c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9762\u5411\u79d1\u7814\u4eba\u5458&#xff0c;\u652f\u6301\u591a\u8df3\u5173\u8054\u77e5\u8bc6\u67e5\u8be2&#xff0c;\u8f85\u52a9\u6316\u6398\u6210\u77ff\u8981\u7d20\u4e4b\u95f4\u7684\u6f5c\u5728\u5173\u8054&#xff0c;\u4e3a\u6210\u77ff\u9884\u6d4b\u7814\u7a76\u63d0\u4f9b\u77e5\u8bc6\u652f\u6491&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9762\u5411\u884c\u4e1a\u7ba1\u7406\u90e8\u95e8&#xff0c;\u5b9e\u73b0\u6d77\u91cf\u5730\u8d28\u8d44\u6599\u7684\u7ed3\u6784\u5316\u7ba1\u7406&#xff0c;\u63d0\u5347\u5730\u8d28\u77ff\u4ea7\u6570\u636e\u7684\u5171\u4eab\u4e0e\u5229\u7528\u6548\u7387\u3002<\/p>\n<\/li>\n<h3>\u4e8c\u3001\u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/h3>\n<h4>2.1 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GraphRAG\u6280\u672f\u7814\u7a76\u73b0\u72b6<\/h4>\n<p>\u4f20\u7edfRAG\u6280\u672f\u4f9d\u8d56\u6587\u672c\u5411\u91cf\u76f8\u4f3c\u5ea6\u53ec\u56de&#xff0c;\u65e0\u6cd5\u6709\u6548\u5904\u7406\u8de8\u6587\u672c\u7684\u5b9e\u4f53\u5173\u8054\u63a8\u7406\u95ee\u9898\u3002GraphRAG\u901a\u8fc7\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u7684\u77e5\u8bc6\u8fdb\u884c\u7ed3\u6784\u5316\u5efa\u6a21&#xff0c;\u6784\u5efa\u5b9e\u4f53\u5173\u8054\u7f51\u7edc&#xff0c;\u8ba9\u68c0\u7d22\u8fc7\u7a0b\u4ece\u201c\u8bed\u4e49\u5339\u914d\u201d\u5347\u7ea7\u4e3a\u201c\u5173\u7cfb\u63a8\u7406\u201d&#xff0c;\u6709\u6548\u89e3\u51b3\u4e86\u957f\u6587\u672c\u68c0\u7d22\u7cbe\u5ea6\u8870\u51cf\u3001\u591a\u8df3\u67e5\u8be2\u80fd\u529b\u4e0d\u8db3\u7b49\u75db\u70b9\u3002<\/p>\n<p>\u76ee\u524dGraphRAG\u7684\u901a\u7528\u6280\u672f\u6846\u67b6\u5df2\u7ecf\u9010\u6b65\u6210\u719f&#xff0c;\u4f46\u5728\u5730\u8d28\u77ff\u4ea7\u8fd9\u7c7b\u5f3a\u4e13\u4e1a\u6027\u9886\u57df\u7684\u843d\u5730\u6848\u4f8b\u8f83\u5c11&#xff0c;\u9488\u5bf9\u5730\u5b66\u4e13\u4e1a\u672f\u8bed\u7684\u5b9e\u4f53\u8bc6\u522b\u3001\u5173\u7cfb\u62bd\u53d6\u4f18\u5316\u4ecd\u6709\u5927\u91cf\u7814\u7a76\u7a7a\u767d\u3002<\/p>\n<h4>2.3 \u7814\u7a76\u73b0\u72b6\u8bc4\u8ff0<\/h4>\n<p>\u73b0\u6709\u7814\u7a76\u5df2\u7ecf\u9a8c\u8bc1\u4e86\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5927\u6a21\u578b\u7ed3\u5408\u7684\u6280\u672f\u53ef\u884c\u6027&#xff0c;\u4f46\u9762\u5411\u5730\u8d28\u77ff\u4ea7\u9886\u57df\u7684\u843d\u5730\u4ecd\u5b58\u5728\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898&#xff1a;\u4e00\u662f\u5730\u5b66\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u77e5\u8bc6\u62bd\u53d6\u51c6\u786e\u7387\u4e0d\u8db3&#xff0c;\u4e8c\u662f\u901a\u7528\u5927\u6a21\u578b\u96be\u4ee5\u9002\u914d\u5730\u8d28\u573a\u666f\u7684\u4e13\u4e1a\u63a8\u7406\u9700\u6c42&#xff0c;\u4e09\u662f\u7f3a\u4e4f\u5b8c\u6574\u7684\u201c\u56fe\u8c31\u6784\u5efa-\u56fe\u68c0\u7d22-\u95ee\u7b54\u751f\u6210\u201d\u4e00\u4f53\u5316\u843d\u5730\u6846\u67b6&#xff0c;\u672c\u7814\u7a76\u6b63\u662f\u9488\u5bf9\u4ee5\u4e0a\u75db\u70b9\u5c55\u5f00\u653b\u5173\u3002<\/p>\n<h3>\u4e09\u3001\u7814\u7a76\u5185\u5bb9\u4e0e\u76ee\u6807<\/h3>\n<h4>3.1 \u6838\u5fc3\u7814\u7a76\u5185\u5bb9<\/h4>\n<li>\n<p>\u5730\u8d28\u77ff\u4ea7\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u68b3\u7406\u5730\u8d28\u77ff\u4ea7\u9886\u57df\u7684\u6838\u5fc3\u5b9e\u4f53\u7c7b\u578b\u4e0e\u5173\u7cfb\u4f53\u7cfb&#xff0c;\u5b9a\u4e49\u77ff\u5e8a\u3001\u6210\u77ff\u5e26\u3001\u77ff\u7269\u3001\u52d8\u67e5\u6280\u672f\u3001\u5730\u8d28\u5e74\u4ee3\u7b49\u5b9e\u4f53\u7684\u5c5e\u6027\u89c4\u8303&#xff0c;\u57fa\u4e8ePython&#043;spaCy\u642d\u5efa\u9002\u914d\u5730\u5b66\u672f\u8bed\u7684\u81ea\u5b9a\u4e49NER\u6a21\u578b&#xff0c;\u4ece\u5730\u8d28\u6587\u732e\u3001\u884c\u4e1a\u62a5\u544a\u4e2d\u5b8c\u6210\u5b9e\u4f53\u4e0e\u5173\u7cfb\u62bd\u53d6&#xff0c;\u6700\u7ec8\u5c06\u7ed3\u6784\u5316\u4e09\u5143\u7ec4\u5bfc\u5165Neo4j\u56fe\u6570\u636e\u5e93&#xff0c;\u5b8c\u6210\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u56fe\u8c31\u7684\u642d\u5efa\u3002<\/p>\n<\/li>\n<li>\n<p>\u9762\u5411\u5730\u8d28\u573a\u666f\u7684GraphRAG\u68c0\u7d22\u6846\u67b6\u8bbe\u8ba1\u8bbe\u8ba1\u201c\u5411\u91cf\u8bed\u4e49\u68c0\u7d22&#043;\u56fe\u5173\u8054\u68c0\u7d22\u201d\u7684\u53cc\u8def\u53ec\u56de\u673a\u5236&#xff0c;\u9488\u5bf9\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898&#xff0c;\u5148\u901a\u8fc7\u5927\u6a21\u578b\u5b8c\u6210\u610f\u56fe\u8bc6\u522b\u4e0e\u5b9e\u4f53\u94fe\u63a5&#xff0c;\u751f\u6210\u5bf9\u5e94\u7684Cypher\u67e5\u8be2\u8bed\u53e5\u8c03\u7528Neo4j\u5b8c\u6210\u591a\u8df3\u5173\u7cfb\u67e5\u8be2&#xff0c;\u540c\u65f6\u7ed3\u5408\u6587\u672c\u5411\u91cf\u53ec\u56de\u8865\u5145\u80cc\u666f\u4fe1\u606f&#xff0c;\u5b9e\u73b0\u4e24\u7c7b\u68c0\u7d22\u7ed3\u679c\u7684\u878d\u5408\u8f93\u51fa\u3002<\/p>\n<\/li>\n<li>\n<p>\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u5f00\u53d1\u4e0e\u9a8c\u8bc1\u642d\u5efa\u524d\u540e\u7aef\u4e00\u4f53\u5316\u7684\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u95ee\u7b54\u7cfb\u7edf&#xff0c;\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u3001\u56fe\u8c31\u53ef\u89c6\u5316\u5c55\u793a\u3001\u4e13\u4e1a\u7b54\u6848\u751f\u6210\u7b49\u6838\u5fc3\u529f\u80fd&#xff0c;\u901a\u8fc7\u6784\u5efa\u5730\u8d28\u9886\u57df\u4e13\u5c5e\u6d4b\u8bd5\u96c6&#xff0c;\u4ece\u56de\u7b54\u51c6\u786e\u7387\u3001\u5b9e\u4f53\u5173\u8054\u6b63\u786e\u7387\u3001\u54cd\u5e94\u901f\u5ea6\u4e09\u4e2a\u7ef4\u5ea6\u5b8c\u6210\u7cfb\u7edf\u6027\u80fd\u8bc4\u4f30\u3002<\/p>\n<\/li>\n<h4>3.2 \u7814\u7a76\u76ee\u6807<\/h4>\n<li>\n<p>\u6784\u5efa\u8986\u76d6\u4e0d\u5c11\u4e8e10000\u4e2a\u5730\u8d28\u77ff\u4ea7\u6838\u5fc3\u5b9e\u4f53\u300115000\u6761\u5173\u8054\u5173\u7cfb\u7684\u4e13\u4e1a\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u5b9e\u4f53\u62bd\u53d6\u51c6\u786e\u7387\u4e0d\u4f4e\u4e8e90%&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6210\u9002\u914d\u5730\u8d28\u573a\u666f\u7684GraphRAG\u68c0\u7d22\u6846\u67b6&#xff0c;\u76f8\u6bd4\u4f20\u7edf\u6587\u672cRAG&#xff0c;\u4e13\u4e1a\u95ee\u7b54\u51c6\u786e\u7387\u63d0\u534730%\u4ee5\u4e0a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f00\u53d1\u5b8c\u6210\u53ef\u843d\u5730\u7684\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u7ba1\u7406\u667a\u80fd\u95ee\u7b54\u539f\u578b\u7cfb\u7edf&#xff0c;\u652f\u6301\u5355\u8df3\u3001\u591a\u8df3\u7b49\u590d\u6742\u5730\u5b66\u95ee\u9898\u7684\u7cbe\u51c6\u56de\u7b54\u3002<\/p>\n<\/li>\n<h3>\u56db\u3001\u7814\u7a76\u65b9\u6cd5\u4e0e\u6280\u672f\u8def\u7ebf<\/h3>\n<h4>4.1 \u6838\u5fc3\u7814\u7a76\u65b9\u6cd5<\/h4>\n<li>\n<p>\u9886\u57df\u77e5\u8bc6\u5efa\u6a21\u65b9\u6cd5&#xff1a;\u901a\u8fc7\u68b3\u7406\u300a\u5730\u8d28\u77ff\u4ea7\u672f\u8bed\u5206\u7c7b\u4ee3\u7801\u300b\u7b49\u884c\u4e1a\u6807\u51c6&#xff0c;\u7ed3\u5408\u9886\u57df\u4e13\u5bb6\u6307\u5bfc&#xff0c;\u5b8c\u6210\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u4f53\u7cfb\u7684Schema\u8bbe\u8ba1&#xff0c;\u786e\u4fdd\u77e5\u8bc6\u5efa\u6a21\u7684\u4e13\u4e1a\u6027\u4e0e\u89c4\u8303\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u6df7\u5408\u77e5\u8bc6\u62bd\u53d6\u65b9\u6cd5&#xff1a;\u91c7\u7528\u201c\u5927\u6a21\u578b\u521d\u6807&#043;\u4eba\u5de5\u6821\u9a8c&#043;\u5fae\u8c03NER\u6a21\u578b\u201d\u7684\u6280\u672f\u8def\u7ebf&#xff0c;\u89e3\u51b3\u5730\u5b66\u4e13\u4e1a\u672f\u8bed\u8bc6\u522b\u96be\u5ea6\u5927\u7684\u95ee\u9898&#xff0c;\u63d0\u5347\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u4e09\u5143\u7ec4\u62bd\u53d6\u51c6\u786e\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u56fe\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u65b9\u6cd5&#xff1a;\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u4e0eNeo4j\u7684\u56fe\u5173\u7cfb\u67e5\u8be2\u80fd\u529b\u6df1\u5ea6\u878d\u5408&#xff0c;\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u4f18\u5316Cypher\u8bed\u53e5\u751f\u6210\u6548\u679c&#xff0c;\u5b9e\u73b0\u201c\u95ee\u9898\u7406\u89e3-\u5b9e\u4f53\u94fe\u63a5-\u56fe\u67e5\u8be2-\u7b54\u6848\u751f\u6210\u201d\u7684\u5168\u6d41\u7a0b\u95ed\u73af\u3002<\/p>\n<\/li>\n<h4>4.2 \u6280\u672f\u8def\u7ebf<\/h4>\n<p>\u6574\u4f53\u6280\u672f\u6d41\u7a0b\u5206\u4e3a\u56db\u4e2a\u6838\u5fc3\u9636\u6bb5&#xff1a;<\/p>\n<li>\n<p>\u6570\u636e\u9884\u5904\u7406\u9636\u6bb5&#xff1a;\u6536\u96c6\u5730\u8d28\u77ff\u4ea7\u6587\u732e\u3001\u884c\u4e1a\u62a5\u544a\u3001\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u901a\u8fc7Pandas\u5b8c\u6210\u6570\u636e\u6e05\u6d17&#xff0c;\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u8f6c\u6362\u4e3a\u53ef\u5904\u7406\u7684\u6807\u51c6\u5316\u683c\u5f0f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u9636\u6bb5&#xff1a;\u57fa\u4e8espaCy&#043;\u81ea\u5b9a\u4e49\u5730\u5b66\u8bcd\u5178\u5b8c\u6210\u5b9e\u4f53\u8bc6\u522b\u4e0e\u5173\u7cfb\u62bd\u53d6&#xff0c;\u751f\u6210\u6807\u51c6\u5316\u4e09\u5143\u7ec4\u6570\u636e&#xff0c;\u901a\u8fc7py2neo\u5bfc\u5165Neo4j\u56fe\u6570\u636e\u5e93&#xff0c;\u5b8c\u6210\u56fe\u8c31\u7684\u5165\u5e93\u4e0e\u6821\u9a8c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>GraphRAG\u6846\u67b6\u5f00\u53d1\u9636\u6bb5&#xff1a;\u63a5\u5165\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u5b8c\u6210\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u5230Cypher\u67e5\u8be2\u7684\u8f6c\u6362\u6a21\u5757\u5f00\u53d1&#xff0c;\u5b9e\u73b0\u5411\u91cf\u68c0\u7d22\u4e0e\u56fe\u68c0\u7d22\u7684\u7ed3\u679c\u878d\u5408&#xff0c;\u4f18\u5316\u5927\u6a21\u578b\u7684\u7b54\u6848\u751f\u6210\u903b\u8f91&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7cfb\u7edf\u5b9e\u73b0\u4e0e\u6d4b\u8bd5\u9636\u6bb5&#xff1a;\u5f00\u53d1\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762&#xff0c;\u5b8c\u6210\u7cfb\u7edf\u529f\u80fd\u8054\u8c03&#xff0c;\u901a\u8fc7\u4e13\u4e1a\u6d4b\u8bd5\u96c6\u5b8c\u6210\u6027\u80fd\u8bc4\u4f30&#xff0c;\u9488\u5bf9\u5b58\u5728\u7684\u95ee\u9898\u8fed\u4ee3\u4f18\u5316\u7cfb\u7edf\u6548\u679c\u3002<\/p>\n<\/li>\n<h4>4.3 \u5173\u952e\u6280\u672f\u6808<\/h4>\n<table>\n<tbody>\n<tr>\n<p>\u6280\u672f\u6a21\u5757<\/p>\n<p>\u9009\u578b\u65b9\u6848<\/p>\n<p>\u9009\u578b\u4f18\u52bf<\/p>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u56fe\u6570\u636e\u5e93<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Neo4j 5.x<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u539f\u751f\u56fe\u5b58\u50a8&#xff0c;Cypher\u67e5\u8be2\u8bed\u6cd5\u6613\u7528&#xff0c;\u81ea\u5e26\u53ef\u89c6\u5316Browser\u754c\u9762<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u8bed\u8a00\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f00\u6e90\u5782\u76f4\u9886\u57df\u5927\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u672c\u5730\u90e8\u7f72&#xff0c;\u9002\u914d\u5730\u8d28\u4e13\u4e1a\u573a\u666f&#xff0c;\u6570\u636e\u9690\u79c1\u6027\u66f4\u5f3a<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u77e5\u8bc6\u62bd\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>spaCy &#043; \u81ea\u5b9a\u4e49NER<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9488\u5bf9\u5730\u5b66\u672f\u8bed\u4f18\u5316&#xff0c;\u5b9e\u4f53\u8bc6\u522b\u51c6\u786e\u7387\u9ad8&#xff0c;\u4e8c\u6b21\u5f00\u53d1\u7075\u6d3b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6570\u636e\u5e93\u8fde\u63a5<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>py2neo 2021.x<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Python\u751f\u6001\u9002\u914d\u6027\u597d&#xff0c;\u56fe\u6570\u636e\u64cd\u4f5c\u7b80\u6d01\u9ad8\u6548<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u540e\u7aef\u6846\u67b6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>FastAPI<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a5\u53e3\u5f00\u53d1\u901f\u5ea6\u5feb&#xff0c;\u652f\u6301\u9ad8\u5e76\u53d1\u8bf7\u6c42<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u524d\u7aef\u6846\u67b6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Vue3 &#043; ECharts<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9e\u73b0\u77e5\u8bc6\u56fe\u8c31\u5173\u7cfb\u7684\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5c55\u793a<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e94\u3001\u7814\u7a76\u8fdb\u5ea6\u5b89\u6392<\/h3>\n<li>\n<p>\u7b2c1-2\u4e2a\u6708&#xff1a;\u5b8c\u6210\u6587\u732e\u8c03\u7814\u4e0e\u9886\u57df\u9700\u6c42\u5206\u6790&#xff0c;\u786e\u5b9a\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u56fe\u8c31\u7684Schema\u89c4\u8303&#xff0c;\u5b8c\u6210\u5f00\u9898\u62a5\u544a\u64b0\u5199&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b2c3-4\u4e2a\u6708&#xff1a;\u5b8c\u6210\u6570\u636e\u96c6\u6536\u96c6\u4e0e\u9884\u5904\u7406&#xff0c;\u8bad\u7ec3\u9002\u914d\u5730\u5b66\u9886\u57df\u7684\u5b9e\u4f53\u8bc6\u522b\u4e0e\u5173\u7cfb\u62bd\u53d6\u6a21\u578b&#xff0c;\u5b8c\u6210\u4e09\u5143\u7ec4\u6570\u636e\u751f\u6210&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b2c5-6\u4e2a\u6708&#xff1a;\u5b8c\u6210Neo4j\u56fe\u6570\u636e\u5e93\u90e8\u7f72\u4e0e\u77e5\u8bc6\u56fe\u8c31\u5165\u5e93&#xff0c;\u5f00\u53d1GraphRAG\u6838\u5fc3\u68c0\u7d22\u6a21\u5757&#xff0c;\u5b9e\u73b0\u5927\u6a21\u578b\u4e0e\u56fe\u6570\u636e\u5e93\u7684\u8fde\u901a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b2c7-8\u4e2a\u6708&#xff1a;\u5b8c\u6210\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u524d\u540e\u7aef\u5f00\u53d1&#xff0c;\u5b9e\u73b0\u95ee\u7b54\u4ea4\u4e92\u3001\u56fe\u8c31\u53ef\u89c6\u5316\u7b49\u6838\u5fc3\u529f\u80fd&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b2c9\u4e2a\u6708&#xff1a;\u6784\u5efa\u4e13\u4e1a\u6d4b\u8bd5\u96c6&#xff0c;\u5b8c\u6210\u7cfb\u7edf\u6027\u80fd\u6d4b\u8bd5\u4e0e\u8fed\u4ee3\u4f18\u5316&#xff0c;\u6574\u7406\u5b9e\u9a8c\u6570\u636e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b2c10\u4e2a\u6708&#xff1a;\u5b8c\u6210\u6bd5\u4e1a\u8bba\u6587\u64b0\u5199\u3001\u4fee\u6539\u4e0e\u67e5\u91cd&#xff0c;\u51c6\u5907\u7b54\u8fa9\u3002<\/p>\n<\/li>\n<h3>\u516d\u3001\u9884\u671f\u7814\u7a76\u6210\u679c<\/h3>\n<li>\n<p>\u5f62\u6210\u4e00\u5957\u5730\u8d28\u77ff\u4ea7\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u7684\u6280\u672f\u89c4\u8303\u6587\u6863&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u642d\u5efa\u5b8c\u6210\u8986\u76d6\u4e07\u7ea7\u5b9e\u4f53\u7684\u5730\u8d28\u77ff\u4ea7\u4e13\u5c5eNeo4j\u77e5\u8bc6\u56fe\u8c31&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u73b0\u57fa\u4e8eGraphRAG\u7684\u5730\u8d28\u77ff\u4ea7\u77e5\u8bc6\u7ba1\u7406\u667a\u80fd\u95ee\u7b54\u539f\u578b\u7cfb\u7edf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53d1\u8868\u76f8\u5173\u5b66\u672f\u8bba\u65871\u7bc7&#xff0c;\u5b8c\u6210\u7b26\u5408\u8981\u6c42\u7684\u5b66\u4f4d\u6bd5\u4e1a\u8bba\u6587\u3002<\/p>\n<\/li>\n<h3>\u4e03\u3001\u53c2\u8003\u6587\u732e<\/h3>\n<p>\u5f20\u5bfc\u822a. \u77e5\u8bc6\u56fe\u8c31\u5728\u5730\u8d28\u77ff\u4ea7\u9886\u57df\u7684\u5e94\u7528\u7814\u7a76\u8fdb\u5c55[J]. \u5730\u8d28\u4fe1\u606f\u5b66\u62a5, 2024, 26(3): 412-421. \u738b\u77e5\u6d25. \u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u6280\u672f\u7684\u53d1\u5c55\u8def\u5f84\u4e0e\u5782\u76f4\u9886\u57df\u9002\u914d\u6027\u7814\u7a76[J]. \u6570\u636e\u5206\u6790\u4e0e\u77e5\u8bc6\u53d1\u73b0, 2023, 7(11): 1-12. Robinson I. Neo4j\u6743\u5a01\u6307\u5357[M]. \u5317\u4eac: \u6e05\u534e\u5927\u5b66\u51fa\u7248\u793e, 2021. \u674e\u521a. \u9762\u5411\u5730\u5b66\u975e\u7ed3\u6784\u5316\u6587\u672c\u7684\u5b9e\u4f53\u8bc6\u522b\u65b9\u6cd5\u7814\u7a76[J]. \u5730\u7403\u79d1\u5b66\u8fdb\u5c55, 2022, 37(8): 867-875. \u8d75\u519b. \u77e5\u8bc6\u56fe\u8c31: \u65b9\u6cd5\u4e0e\u5b9e\u8df5[M]. \u5317\u4eac: \u9ad8\u7b49\u6559\u80b2\u51fa\u7248\u793e, 2020.<\/p>\n<h2><span style=\"color:#0d0016\">\u8fd0\u884c\u622a\u56fe<\/span><\/h2>\n<h2 style=\"text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160915-6a73602b59356.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"907\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160916-6a73602c02da8.png\" width=\"1894\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1017\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160916-6a73602c950a0.png\" width=\"1529\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"949\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160917-6a73602d08b6a.png\" width=\"1869\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"920\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160917-6a73602da1780.png\" width=\"1784\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"986\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160918-6a73602e4de7f.png\" width=\"1684\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"969\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160918-6a73602eefad4.png\" width=\"1865\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"965\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160919-6a73602f96e9b.png\" width=\"1878\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"880\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160920-6a7360303e4e7.png\" width=\"1698\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160921-6a73603153cd9.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160921-6a736031ee980.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160922-6a7360329b618.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160923-6a73603348bd7.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160923-6a736033da4fd.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160924-6a736034a911e.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160925-6a7360355fb19.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260805160926-6a7360360bd4b.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" 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