{"id":120509,"date":"2026-10-31T21:09:02","date_gmt":"2026-10-31T13:09:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120509.html"},"modified":"2026-10-31T21:09:02","modified_gmt":"2026-10-31T13:09:02","slug":"%e4%b8%8d%e5%86%99%e4%b8%80%e8%a1%8c%e4%bb%a3%e7%a0%81%e4%b9%9f%e8%83%bd%e6%90%ad-ai-%e5%ba%94%e7%94%a8%ef%bc%9fdify-%e4%bb%8e%e5%ae%89%e8%a3%85%e5%88%b0%e7%9f%a5%e8%af%86%e5%ba%93-rag-%e5%85%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120509.html","title":{"rendered":"\u4e0d\u5199\u4e00\u884c\u4ee3\u7801\u4e5f\u80fd\u642d AI \u5e94\u7528\uff1fDify \u4ece\u5b89\u88c5\u5230\u77e5\u8bc6\u5e93 RAG \u5168\u6253\u901a"},"content":{"rendered":"

\u524d\u9762\u54b1\u4eec\u7528 LangGraph \u624b\u64b8\u4e86\u4e00\u5806 Agent \u4ee3\u7801，State\u3001\u8282\u70b9\u3001\u8fb9\u3001Interrupt\u2026\u2026 \u723d\u662f\u723d，\u4f46\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7：\u5982\u679c\u4ea7\u54c1\u7ecf\u7406\u60f3\u81ea\u5df1\u642d\u4e00\u4e2a AI \u5e94\u7528，\u603b\u4e0d\u80fd\u8ba9\u5979\u53bb\u5199 Python \u5427？<\/p>\n

\u8fd9\u5c31\u662f Dify \u51fa\u573a\u7684\u539f\u56e0\u3002\u8001\u54e5\u7ed9\u5b83\u4e00\u53e5\u6700\u76f4\u767d\u7684\u5b9a\u4f4d：Dify \u5c31\u662f\u4e0d\u5199\u4ee3\u7801\u7684 LangGraph\u3002\u53ef\u89c6\u5316\u754c\u9762，\u62d6\u62fd\u8282\u70b9，\u628a\u5927\u6a21\u578b\u3001\u63d0\u793a\u8bcd\u3001\u77e5\u8bc6\u5e93\u3001\u5de5\u4f5c\u6d41\u3001Agent \u548c\u5916\u90e8\u5de5\u5177\u62fc\u6210\u5b8c\u6574\u7684 AI \u5e94\u7528\u3002\u8fd9\u7bc7\u54b1\u4eec\u4ece\u5b89\u88c5\u4e00\u8def\u6253\u5230\u77e5\u8bc6\u5e93 RAG，\u6240\u6709\u914d\u7f6e\u76f4\u63a5\u590d\u5236\u5c31\u80fd\u7528\u3002<\/p>\n

\u4e00\u3001Dify \u662f\u4e2a\u5565，\u548c Coze \u600e\u4e48\u9009<\/h4>\n

Dify \u662f\u5f00\u6e90\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u6784\u5efa\u5e73\u53f0，\u6838\u5fc3\u529f\u80fd\u4e00\u89c8：<\/p>\n

\u8868\u683c<\/p>\n\n\u529f\u80fd\u8bf4\u660e\u5e38\u89c1\u5e94\u7528<\/tr>\n\n\n\n\n\n\n\n
\u6a21\u578b\u7ba1\u7406<\/td>\n\u63a5\u5165\u4e0d\u540c\u6a21\u578b\u4f9b\u5e94\u5546<\/td>\n\u5bf9\u8bdd\u3001\u6587\u672c\u751f\u6210\u3001\u5411\u91cf\u5316<\/td>\n<\/tr>\n
Prompt \u7f16\u6392<\/td>\n\u8bbe\u8ba1\u63d0\u793a\u8bcd\u3001\u53d8\u91cf\u3001\u8f93\u51fa\u683c\u5f0f<\/td>\n\u6587\u6848\u751f\u6210\u3001\u4fe1\u606f\u63d0\u53d6<\/td>\n<\/tr>\n
\u77e5\u8bc6\u5e93\u4e0e RAG<\/td>\n\u4ece\u4f01\u4e1a\u6587\u6863\u68c0\u7d22\u5185\u5bb9\u56de\u7b54<\/td>\n\u5236\u5ea6\u95ee\u7b54\u3001\u4ea7\u54c1\u5ba2\u670d<\/td>\n<\/tr>\n
Chatflow \/ Workflow<\/td>\n\u7f16\u6392\u5bf9\u8bdd\u6216\u4e00\u6b21\u6027\u6d41\u7a0b<\/td>\n\u667a\u80fd\u5ba2\u670d\u3001\u5185\u5bb9\u751f\u6210<\/td>\n<\/tr>\n
Agent<\/td>\n\u6a21\u578b\u81ea\u4e3b\u9009\u62e9\u5de5\u5177<\/td>\n\u65c5\u884c\u89c4\u5212\u3001\u529e\u516c\u52a9\u624b<\/td>\n<\/tr>\n
WebApp \u4e0e API<\/td>\n\u53d1\u5e03\u7ed9\u7528\u6237\u6216\u7cfb\u7edf\u8c03\u7528<\/td>\n\u7f51\u7ad9\u5ba2\u670d\u3001\u7cfb\u7edf\u96c6\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Dify \u548c Coze \u600e\u4e48\u9009？\u5feb\u901f\u505a\u4e2a\u80fd\u53d1\u5230\u5fae\u4fe1 \/ \u98de\u4e66\u7684\u804a\u5929\u673a\u5668\u4eba\u3001\u4e0d\u60f3\u7ba1\u670d\u52a1\u5668 \u2192 Coze；\u8981\u4f01\u4e1a\u77e5\u8bc6\u5e93\u3001AI \u80fd\u529b\u5d4c\u8fdb\u81ea\u5df1\u7cfb\u7edf\u3001\u6570\u636e\u7559\u5185\u7f51 \u2192 Dify\u3002 \u6280\u672f\u56e2\u961f\u503e\u5411 Dify（\u5f00\u6e90\u53ef\u63a7 + API \u751f\u6001），\u4e1a\u52a1\u56e2\u961f\u503e\u5411 Coze（\u96f6\u4ee3\u7801 + \u591a\u6e20\u9053\u5206\u53d1）\u3002<\/p>\n

\u4e8c\u3001Docker \u90e8\u7f72 Dify<\/h4>\n

Dify \u4e0d\u662f\u5355\u4e2a\u5bb9\u5668，\u5b8c\u6574\u8fd0\u884c\u9700\u8981 Web\u3001API\u3001Worker\u3001\u6570\u636e\u5e93\u3001Redis\u3001\u5411\u91cf\u6570\u636e\u5e93\u7b49\u591a\u4e2a\u670d\u52a1，\u9760 Docker Compose \u7edf\u4e00\u7ba1\u7406\u3002<\/p>\n

\u51c6\u5907\u6761\u4ef6：Win10\/11\u3001\u542f\u7528\u786c\u4ef6\u865a\u62df\u5316\u3001\u88c5\u597d Docker Desktop（WSL2 \u540e\u7aef）\u3001Git\u3002\u7136\u540e：<\/p>\n

# 1. \u514b\u9686 Dify \u4ed3\u5e93，\u8fdb\u5165 docker \u76ee\u5f55
\ncd dify\/docker<\/p>\n

# 2. \u590d\u5236\u73af\u5883\u914d\u7f6e
\ncp .env.example .env<\/p>\n

# 3. \u542f\u52a8（-d \u540e\u53f0\u8fd0\u884c，\u7b2c\u4e00\u6b21\u8981\u62c9\u955c\u50cf，\u6162\u4e00\u70b9\u6b63\u5e38）
\ndocker compose up -d<\/p>\n

# 4. \u770b\u5bb9\u5668\u72b6\u6001
\ndocker compose ps<\/p>\n

# 5. \u770b\u65e5\u5fd7（Ctrl+C \u9000\u51fa，\u4e0d\u4f1a\u505c\u5bb9\u5668）
\ndocker compose logs -f<\/p>\n

# 6. \u505c\u670d\u52a1 \/ \u91cd\u542f
\ndocker compose down
\ndocker compose restart<\/p>\n

\u8001\u54e5\u8e29\u5751\u63d0\u9192：<\/p>\n

    \n
  • \u542f\u52a8\u524d\u5173\u6389\u68af\u5b50，\u4e0d\u7136\u955c\u50cf\u62c9\u53d6\u5bb9\u6613\u62a5\u9519；<\/li>\n
  • \u5982\u679c\u62a5 "\u8fde\u4e0d\u4e0a Docker"，\u8bf4\u660e Docker Desktop \u6ca1\u542f\u52a8；<\/li>\n
  • \u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/localhost\/install \u521b\u5efa\u7ba1\u7406\u5458\u8d26\u53f7；<\/li>\n
  • \u522b\u4e71\u5220\u6570\u636e\u76ee\u5f55\u548c\u6570\u636e\u5377，\u5426\u5219\u8d26\u53f7\u3001\u5e94\u7528\u3001\u77e5\u8bc6\u5e93\u5168\u4e22\u3002<\/li>\n<\/ul>\n

    \u4e09\u3001\u9879\u76ee\u4e00：\u8425\u9500\u6587\u6848\u751f\u6210\u5668<\/h4>\n

    \u767b\u5f55\u540e\u8fdb Studio，\u521b\u5efa\u4e00\u4e2a "\u5de5\u4f5c\u6d41" \u5e94\u7528，\u53eb\u8425\u9500\u6587\u6848\u751f\u6210\u5668\u3002\u7528\u6237\u8f93\u5165\u4ea7\u54c1\u4fe1\u606f，\u5e94\u7528\u8f93\u51fa\u6807\u9898 + \u6b63\u6587 + \u5356\u70b9 + \u884c\u52a8\u5f15\u5bfc\u8bed\u3002<\/p>\n

    3.1 \u8f93\u5165\u53d8\u91cf（\u5f00\u59cb\u8282\u70b9）<\/h5>\n

    \u8868\u683c<\/p>\n\n\u663e\u793a\u540d\u79f0\u53d8\u91cf\u540d\u7c7b\u578b\u5fc5\u586b\u9009\u9879 \/ \u793a\u4f8b<\/tr>\n\n\n\n\n\n\n
    \u4ea7\u54c1\u540d\u79f0<\/td>\nproduct_name<\/td>\n\u77ed\u6587\u672c<\/td>\n\u662f<\/td>\n\u8f7b\u4eab\u4fdd\u6e29\u676f<\/td>\n<\/tr>\n
    \u4ea7\u54c1\u7279\u70b9<\/td>\nproduct_features<\/td>\n\u6bb5\u843d<\/td>\n\u662f<\/td>\n\u8f7b\u4fbf\u3001\u4fdd\u6e29 12 \u5c0f\u65f6\u3001\u98df\u54c1\u7ea7\u4e0d\u9508\u94a2<\/td>\n<\/tr>\n
    \u76ee\u6807\u7528\u6237<\/td>\ntarget_audience<\/td>\n\u77ed\u6587\u672c<\/td>\n\u662f<\/td>\n\u901a\u52e4\u4e0a\u73ed\u65cf<\/td>\n<\/tr>\n
    \u53d1\u5e03\u5e73\u53f0<\/td>\nplatform<\/td>\n\u4e0b\u62c9\u9009\u62e9<\/td>\n\u662f<\/td>\n\u5c0f\u7ea2\u4e66 \/ \u516c\u4f17\u53f7 \/ \u670b\u53cb\u5708 \/ \u77ed\u89c6\u9891 \/ \u7535\u5546\u8be6\u60c5\u9875<\/td>\n<\/tr>\n
    \u6587\u6848\u98ce\u683c<\/td>\ntone<\/td>\n\u4e0b\u62c9\u9009\u62e9<\/td>\n\u662f<\/td>\n\u4e13\u4e1a \/ \u8f7b\u677e \/ \u6e29\u6696 \/ \u7b80\u6d01 \/ \u6d3b\u6cfc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    3.2 System Prompt（\u7c98\u8d34\u5230 LLM \u8282\u70b9）<\/h5>\n

    \u4f60\u662f\u4e00\u4f4d\u8d44\u6df1\u8425\u9500\u6587\u6848\u7b56\u5212，\u64c5\u957f\u6839\u636e\u4ea7\u54c1\u4fe1\u606f\u548c\u53d1\u5e03\u5e73\u53f0\u7279\u70b9\u64b0\u5199\u9ad8\u8f6c\u5316\u7387\u6587\u6848\u3002<\/p>\n

    ## \u4efb\u52a1
    \n\u6839\u636e\u7528\u6237\u63d0\u4f9b\u7684\u4ea7\u54c1\u4fe1\u606f，\u64b0\u5199\u4e00\u7bc7\u9002\u914d\u6307\u5b9a\u53d1\u5e03\u5e73\u53f0\u7684\u8425\u9500\u6587\u6848\u3002<\/p>\n

    ## \u4ea7\u54c1\u4fe1\u606f
    \n– \u4ea7\u54c1\u540d\u79f0：{{product_name}}
    \n– \u4ea7\u54c1\u7279\u70b9：{{product_features}}
    \n– \u76ee\u6807\u7528\u6237：{{target_audience}}
    \n– \u53d1\u5e03\u5e73\u53f0：{{platform}}
    \n– \u6587\u6848\u98ce\u683c：{{tone}}<\/p>\n

    ## \u89c4\u5219
    \n1. \u5fc5\u987b\u4e25\u683c\u57fa\u4e8e\u4ea7\u54c1\u7279\u70b9\u64b0\u5199，\u7981\u6b62\u865a\u6784\u4ef7\u683c\u3001\u8ba4\u8bc1\u3001\u9500\u91cf\u3001\u7528\u6237\u8bc4\u4ef7\u7b49\u4ea7\u54c1\u672a\u63d0\u4f9b\u7684\u4e8b\u5b9e\u3002
    \n2. \u6587\u6848\u98ce\u683c\u5fc5\u987b\u5339\u914d\u7528\u6237\u9009\u62e9\u7684"{{tone}}"，\u4e0d\u5f97\u6df7\u5165\u5176\u4ed6\u98ce\u683c\u3002
    \n3. \u5fc5\u987b\u9002\u914d"{{platform}}"\u5e73\u53f0\u7684\u9605\u8bfb\u4e60\u60ef\u548c\u6392\u7248\u7279\u70b9：
    \n – \u5c0f\u7ea2\u4e66：\u6807\u9898\u5e26emoji\u3001\u5206\u6bb5\u77ed\u3001\u591a\u7528\u8bdd\u9898\u6807\u7b7e
    \n – \u516c\u4f17\u53f7：\u6807\u9898\u6709\u4fe1\u606f\u91cf\u3001\u6b63\u6587\u6709\u5c0f\u6807\u9898\u3001\u7ed3\u5c3e\u6709\u884c\u52a8\u5f15\u5bfc
    \n – \u670b\u53cb\u5708：\u53e3\u8bed\u5316\u3001\u77ed\u6bb5\u843d\u3001\u50cf\u670b\u53cb\u63a8\u8350
    \n – \u77ed\u89c6\u9891：\u53e3\u64ad\u611f\u3001\u524d3\u79d2\u6293\u6ce8\u610f\u529b\u3001\u8282\u594f\u5feb
    \n – \u7535\u5546\u8be6\u60c5\u9875：\u5356\u70b9\u6e05\u6670\u3001\u7a81\u51fa\u89c4\u683c\u548c\u4f7f\u7528\u573a\u666f
    \n4. \u9762\u5411"{{target_audience}}"\u8bf4\u8bdd，\u4e0d\u8981\u7528\u4ed6\u4eec\u4e0d\u5173\u5fc3\u7684\u672f\u8bed\u3002
    \n5. \u5982\u679c\u4ea7\u54c1\u4fe1\u606f\u4e0d\u5b8c\u6574，\u57fa\u4e8e\u5df2\u6709\u4fe1\u606f\u64b0\u5199，\u4e0d\u8981\u7f16\u9020\u7f3a\u5931\u5185\u5bb9\u3002<\/p>\n

    ## \u8f93\u51fa\u683c\u5f0f
    \n\u8bf7\u6309\u4ee5\u4e0b\u7ed3\u6784\u8f93\u51fa：<\/p>\n

    ### \u6807\u9898
    \n（\u4e00\u4e2a\u5438\u5f15\u70b9\u51fb\u7684\u6807\u9898，\u7b26\u5408\u5e73\u53f0\u98ce\u683c）<\/p>\n

    ### \u6b63\u6587
    \n（200-400\u5b57\u7684\u6b63\u6587，\u5206\u6bb5\u6e05\u6670）<\/p>\n

    ### \u6838\u5fc3\u5356\u70b9
    \n（3\u6761\u4ee5\u5185，\u6bcf\u6761\u4e00\u53e5\u8bdd）<\/p>\n

    ### \u884c\u52a8\u5f15\u5bfc\u8bed
    \n（\u4e00\u53e5\u5f15\u5bfc\u7528\u6237\u4e0b\u5355\/\u54a8\u8be2\/\u70b9\u51fb\u7684\u8bdd）<\/p>\n

    \u6ce8\u610f：{{product_name}} \u8fd9\u4e9b\u53d8\u91cf\u4e0d\u8981\u624b\u6253，\u8981\u7528 Dify \u754c\u9762\u7684\u53d8\u91cf\u9009\u62e9\u5668\u63d2\u5165\u3002\u63d2\u5165\u524d\u8bb0\u5f97\u6253\u5f00 Jinja \u5f00\u5173 \u2014\u2014 \u4e0d\u7136\u6a21\u578b\u6536\u5230\u7684\u5c31\u662f\u5b57\u9762\u91cf {{product_name}}，\u4e00\u8138\u61f5\u3002<\/p>\n

    3.3 \u6a21\u578b\u53c2\u6570<\/h5>\n

    \u8868\u683c<\/p>\n\n\u53c2\u6570\u5efa\u8bae\u503c\u8bf4\u660e<\/tr>\n\n\n\n\n\n
    Temperature<\/td>\n0.7<\/td>\n\u6587\u6848\u9700\u8981\u4e00\u5b9a\u521b\u9020\u6027<\/td>\n<\/tr>\n
    Top P<\/td>\n0.9<\/td>\n\u9ed8\u8ba4\u5373\u53ef，\u522b\u548c Temperature \u540c\u65f6\u5927\u6539<\/td>\n<\/tr>\n
    Max Tokens<\/td>\n800<\/td>\n\u6587\u6848 + \u7ed3\u6784\u5927\u7ea6\u8fd9\u4e2a\u957f\u5ea6<\/td>\n<\/tr>\n
    Frequency Penalty<\/td>\n0.2<\/td>\n\u51cf\u5c11\u7528\u8bcd\u91cd\u590d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    3.4 \u6d4b\u8bd5\u7528\u4f8b<\/h5>\n

    \u8868\u683c<\/p>\n\n\u7f16\u53f7\u4ea7\u54c1\u7279\u70b9\u76ee\u6807\u7528\u6237\u5e73\u53f0\u98ce\u683c<\/tr>\n\n\n\n\n\n
    1<\/td>\n\u4fdd\u6e29\u676f<\/td>\n\u8f7b\u4fbf\u3001\u4fdd\u6e29 12 \u5c0f\u65f6\u3001\u98df\u54c1\u7ea7\u4e0d\u9508\u94a2<\/td>\n\u901a\u52e4\u4e0a\u73ed\u65cf<\/td>\n\u5c0f\u7ea2\u4e66<\/td>\n\u8f7b\u677e<\/td>\n<\/tr>\n
    2<\/td>\n\u5728\u7ebf\u8bfe\u7a0b<\/td>\n\u96f6\u57fa\u7840\u5165\u95e8\u3001\u6848\u4f8b\u6559\u5b66\u3001\u652f\u6301\u56de\u770b<\/td>\n\u96f6\u57fa\u7840\u5b66\u4e60\u8005<\/td>\n\u516c\u4f17\u53f7<\/td>\n\u4e13\u4e1a<\/td>\n<\/tr>\n
    3<\/td>\n\u513f\u7ae5\u7ed8\u672c<\/td>\n\u5927\u5e45\u63d2\u56fe\u3001\u7b80\u77ed\u6545\u4e8b\u3001\u4eb2\u5b50\u4e92\u52a8\u95ee\u9898<\/td>\n3-6 \u5c81\u513f\u7ae5\u5bb6\u957f<\/td>\n\u670b\u53cb\u5708<\/td>\n\u6e29\u6696<\/td>\n<\/tr>\n
    4<\/td>\n\u65e0\u7cd6\u5496\u5561<\/td>\n\u4e0d\u6dfb\u52a0\u8517\u7cd6\u3001\u5373\u5f00\u5373\u996e\u3001\u6bcf\u74f6 300ml<\/td>\n\u5065\u8eab\u4eba\u7fa4<\/td>\n\u77ed\u89c6\u9891<\/td>\n\u6d3b\u6cfc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u56db\u3001\u9879\u76ee\u4e8c：\u7b80\u5386\u5206\u6790\u52a9\u624b（\u7ed3\u6784\u5316\u8f93\u51fa）<\/h4>\n

    \u5149\u8f93\u51fa\u4e00\u5927\u6bb5\u6587\u5b57，\u7a0b\u5e8f\u6ca1\u6cd5\u63a5\u7740\u5904\u7406\u3002Dify \u7684 LLM \u8282\u70b9\u652f\u6301\u7ed3\u6784\u5316\u8f93\u51fa，\u8ba9\u6a21\u578b\u6309\u5b9a\u4e49\u597d\u7684 JSON Schema \u8fd4\u56de\u5b57\u6bb5\u3002<\/p>\n

    4.1 \u8f93\u5165\u53d8\u91cf<\/h5>\n

    \u8868\u683c<\/p>\n\n\u663e\u793a\u540d\u79f0\u53d8\u91cf\u540d\u7c7b\u578b\u5fc5\u586b\u5efa\u8bae\u957f\u5ea6<\/tr>\n\n\n\n\n
    \u7b80\u5386\u5185\u5bb9<\/td>\nresume_text<\/td>\n\u6bb5\u843d<\/td>\n\u662f<\/td>\n10000<\/td>\n<\/tr>\n
    \u76ee\u6807\u5c97\u4f4d<\/td>\ntarget_position<\/td>\n\u77ed\u6587\u672c<\/td>\n\u662f<\/td>\n100<\/td>\n<\/tr>\n
    \u5c97\u4f4d\u8981\u6c42<\/td>\njob_requirements<\/td>\n\u6bb5\u843d<\/td>\n\u662f<\/td>\n5000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.2 System Prompt<\/h5>\n

    \u4f60\u662f\u4e00\u4f4d\u8d44\u6df1\u6280\u672f\u62db\u8058\u5b98，\u8d1f\u8d23\u5206\u6790\u7b80\u5386\u4e0e\u5c97\u4f4d\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/p>\n

    ## \u7b80\u5386\u5185\u5bb9
    \n{{resume_text}}<\/p>\n

    ## \u76ee\u6807\u5c97\u4f4d
    \n{{target_position}}<\/p>\n

    ## \u5c97\u4f4d\u8981\u6c42
    \n{{job_requirements}}<\/p>\n

    ## \u5206\u6790\u89c4\u5219
    \n1. \u5339\u914d\u5206\u6570（match_score）\u4e3a0-100\u7684\u6574\u6570，\u7efc\u5408\u4ee5\u4e0b\u7ef4\u5ea6\u52a0\u6743：
    \n – \u6838\u5fc3\u6280\u80fd\u5339\u914d（35%）
    \n – \u5de5\u4f5c\u7ecf\u5386\u76f8\u5173\u5ea6（25%）
    \n – \u9879\u76ee\u7ecf\u9a8c\u5339\u914d（20%）
    \n – \u884c\u4e1a\u7ecf\u9a8c（10%）
    \n – \u6559\u80b2\u80cc\u666f\u4e0e\u8bc1\u4e66（5%）
    \n – \u7b80\u5386\u5b8c\u6574\u5ea6（5%）<\/p>\n

    2. \u4e25\u683c\u533a\u5206\u4e09\u7c7b\u4fe1\u606f：
    \n – \u660e\u786e\u4e8b\u5b9e：\u7b80\u5386\u4e2d\u76f4\u63a5\u5199\u660e\u7684\u6280\u80fd\u3001\u7ecf\u5386\u3001\u9879\u76ee
    \n – \u5408\u7406\u5224\u65ad：\u57fa\u4e8e\u4e8b\u5b9e\u5f97\u51fa\u7684\u5339\u914d\u8bc4\u4ef7
    \n – \u672a\u77e5\u4fe1\u606f：\u7b80\u5386\u4e2d\u6ca1\u6709\u63d0\u5230\u7684，\u4e0d\u5f97\u731c\u6d4b\u6216\u8865\u5145<\/p>\n

    3. \u7b80\u5386\u672a\u63d0\u53ca\u7684\u80fd\u529b（\u5982\u82f1\u8bed\u7b49\u7ea7\u3001\u7ba1\u7406\u7ecf\u9a8c），\u6807\u8bb0\u4e3a"\u672a\u63d0\u4f9b"，\u4e0d\u8981\u5047\u8bbe\u3002<\/p>\n

    4. \u4f18\u52bf\u548c\u5dee\u8ddd\u90fd\u5fc5\u987b\u57fa\u4e8e\u7b80\u5386\u539f\u6587\u548c\u5c97\u4f4d\u8981\u6c42，\u4e0d\u8981\u6cdb\u6cdb\u800c\u8c08\u3002<\/p>\n

    5. \u6539\u8fdb\u5efa\u8bae\u8981\u5177\u4f53\u3001\u53ef\u6267\u884c，\u9488\u5bf9\u5dee\u8ddd\u9010\u6761\u7ed9\u51fa\u3002<\/p>\n

    4.3 \u7ed3\u6784\u5316\u8f93\u51fa JSON Schema<\/h5>\n

    \u5728 LLM \u8282\u70b9\u627e\u5230 "\u8f93\u51fa\u53d8\u91cf"\u2192 \u5f00\u542f "\u7ed3\u6784\u5316\u8f93\u51fa"\u2192 \u70b9\u51fb "\u914d\u7f6e"\u2192 \u4ece JSON \u5bfc\u5165：<\/p>\n

    {
    \n "type": "object",
    \n "properties": {
    \n "match_score": {
    \n "type": "number",
    \n "description": "\u7efc\u5408\u5339\u914d\u5206\u6570，0-100\u7684\u6574\u6570"
    \n },
    \n "skill_match": {
    \n "type": "number",
    \n "description": "\u6838\u5fc3\u6280\u80fd\u5339\u914d\u5ea6，0-100"
    \n },
    \n "strengths": {
    \n "type": "array",
    \n "items": {"type": "string"},
    \n "description": "\u5019\u9009\u4eba\u4f18\u52bf\u5217\u8868，\u6bcf\u6761\u57fa\u4e8e\u7b80\u5386\u4e8b\u5b9e"
    \n },
    \n "gaps": {
    \n "type": "array",
    \n "items": {"type": "string"},
    \n "description": "\u4e0e\u5c97\u4f4d\u8981\u6c42\u7684\u5dee\u8ddd\u5217\u8868"
    \n },
    \n "missing_info": {
    \n "type": "array",
    \n "items": {"type": "string"},
    \n "description": "\u7b80\u5386\u4e2d\u672a\u63d0\u4f9b\u4f46\u5c97\u4f4d\u53ef\u80fd\u5173\u6ce8\u7684\u4fe1\u606f"
    \n },
    \n "suggestions": {
    \n "type": "array",
    \n "items": {"type": "string"},
    \n "description": "\u9488\u5bf9\u5dee\u8ddd\u7684\u6539\u8fdb\u5efa\u8bae"
    \n },
    \n "summary": {
    \n "type": "string",
    \n "description": "\u4e00\u53e5\u8bdd\u603b\u4f53\u8bc4\u4ef7，\u4e0d\u8d85\u8fc7100\u5b57"
    \n }
    \n },
    \n "required": ["match_score", "strengths", "gaps", "suggestions", "summary"]
    \n}<\/p>\n

    \u5b57\u6bb5\u8bbe\u8ba1\u539f\u5219： \u9700\u8981\u8ba1\u7b97 \/ \u6392\u5e8f\u7684\u7528 Number（match_score: 85），\u522b\u7528\u5e26\u767e\u5206\u53f7\u7684\u5b57\u7b26\u4e32；\u591a\u6761\u5185\u5bb9\u7528 Array；\u91cd\u8981\u5b57\u6bb5\u8bbe\u5fc5\u586b；\u7ed3\u6784\u5c3d\u91cf\u6241\u5e73\u3002<\/p>\n

    4.4 \u6a21\u677f\u8f6c\u6362\u8282\u70b9（Jinja2）<\/h5>\n

    \u7ed3\u6784\u5316 JSON \u9002\u5408\u7a0b\u5e8f\u5904\u7406，\u4f46\u4eba\u770b\u7740\u7d2f\u3002\u52a0\u4e00\u4e2a\u6a21\u677f\u8f6c\u6362\u8282\u70b9，\u628a JSON \u6e32\u67d3\u6210 Markdown \u62a5\u544a \u2014\u2014 \u4e0d\u8c03\u6a21\u578b\u3001\u4e0d\u82b1 Token\u3001\u8f93\u51fa\u7a33\u5b9a\u3002<\/p>\n

    \u5148\u628a LLM \u8282\u70b9\u7684 structured_output \u8bbe\u4e3a\u6a21\u677f\u8f93\u5165，\u547d\u540d\u4e3a analysis，\u7136\u540e\u586b\u6a21\u677f：<\/p>\n

    # \u7b80\u5386\u5206\u6790\u62a5\u544a<\/p>\n

    ## \u7efc\u5408\u5339\u914d\u5ea6：{{ analysis.match_score }} \/ 100<\/p>\n

    ### \u2705 \u5019\u9009\u4eba\u4f18\u52bf
    \n{% for s in analysis.strengths %}
    \n– {{ s }}
    \n{% endfor %}<\/p>\n

    ### \u26a0\ufe0f \u5b58\u5728\u5dee\u8ddd
    \n{% for g in analysis.gaps %}
    \n– {{ g }}
    \n{% endfor %}<\/p>\n

    ### \u2753 \u5f85\u8865\u5145\u4fe1\u606f
    \n{% if analysis.missing_info and analysis.missing_info | length > 0 %}
    \n{% for m in analysis.missing_info %}
    \n– {{ m }}
    \n{% endfor %}
    \n{% else %}
    \n– \u65e0
    \n{% endif %}<\/p>\n

    ### 💡 \u6539\u8fdb\u5efa\u8bae
    \n{% for sug in analysis.suggestions %}
    \n{{ loop.index }}. {{ sug }}
    \n{% endfor %}<\/p>\n

    4.5 \u8f93\u51fa\u8282\u70b9（\u53cc\u8f93\u51fa）<\/h5>\n

    \u8868\u683c<\/p>\n\n\u8f93\u51fa\u540d\u79f0\u53d8\u91cf\u503c\u7528\u9014<\/tr>\n\n\n\n
    report<\/td>\n\u6a21\u677f\u8f6c\u6362\u8282\u70b9\u7684\u6587\u672c\u8f93\u51fa<\/td>\n\u7ed9\u7528\u6237\u770b\u7684 Markdown \u62a5\u544a<\/td>\n<\/tr>\n
    analysis<\/td>\nLLM \u8282\u70b9\u7684 structured_output<\/td>\n\u7ed9\u7a0b\u5e8f\u5904\u7406\u7684\u7ed3\u6784\u5316\u6570\u636e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u6837\u8bbe\u8ba1\u7684\u597d\u5904：\u4eba\u770b\u62a5\u544a，\u7a0b\u5e8f\u62ff JSON，\u4e00\u4efd\u6570\u636e\u4e24\u79cd\u7528\u6cd5\u3002<\/p>\n

    4.6 \u6d4b\u8bd5\u8f93\u5165<\/h5>\n

    \u7b80\u5386\u5185\u5bb9：\u738b\u660e，3\u5e74Java\u5f00\u53d1\u7ecf\u9a8c\u3002\u719f\u6089SpringBoot\u3001MySQL\u548cRedis，\u53c2\u4e0e\u8fc7\u7535\u5546\u8ba2\u5355\u7cfb\u7edf\u5f00\u53d1，\u8d1f\u8d23\u63a5\u53e3\u8bbe\u8ba1\u548c\u6027\u80fd\u4f18\u5316\u3002
    \n\u76ee\u6807\u5c97\u4f4d：Java\u540e\u7aef\u5f00\u53d1\u5de5\u7a0b\u5e08
    \n\u5c97\u4f4d\u8981\u6c42：3\u5e74\u4ee5\u4e0aJava\u7ecf\u9a8c；\u719f\u6089Spring Boot\u3001MySQL\u3001Redis；\u5177\u5907\u5206\u5e03\u5f0f\u7cfb\u7edf\u548c\u6027\u80fd\u4f18\u5316\u7ecf\u9a8c\u3002<\/p>\n

    \u6d4b\u8bd5\u65f6\u91cd\u70b9\u770b： \u5fc5\u586b\u5b57\u6bb5\u5168\u4e0d\u5168？match_score \u662f\u4e0d\u662f\u6570\u503c？\u6280\u80fd\u662f\u4e0d\u662f\u6765\u81ea\u7b80\u5386\u539f\u6587\u800c\u4e0d\u662f\u6a21\u578b\u7f16\u7684？\u7b80\u5386\u5185\u5bb9\u5f88\u5c11\u65f6\u6a21\u578b\u4f1a\u4e0d\u4f1a\u865a\u6784\u7ecf\u5386？<\/p>\n

    \u4e94\u3001\u9879\u76ee\u4e09：\u5458\u5de5\u5236\u5ea6\u95ee\u7b54\u52a9\u624b（\u77e5\u8bc6\u5e93 RAG）<\/h4>\n

    \u76f4\u63a5\u95ee\u5927\u6a21\u578b "\u5fd8\u8bb0\u6253\u5361\u591a\u4e45\u80fd\u8865\u5361"，\u5b83\u4e0d\u77e5\u9053\u4f60\u4eec\u516c\u53f8\u5236\u5ea6，\u4f1a\u778e\u7f16\u3002\u8fd9\u5c31\u662f\u77e5\u8bc6\u5e93\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

    5.1 RAG \u6d41\u7a0b<\/h5>\n

    \u7528\u6237\u63d0\u95ee \u2192 \u77e5\u8bc6\u68c0\u7d22\u8282\u70b9\u53ec\u56de\u76f8\u5173\u5206\u6bb5 \u2192 LLM \u57fa\u4e8e\u5206\u6bb5+\u95ee\u9898\u751f\u6210\u7b54\u6848<\/p>\n

    5.2 \u77e5\u8bc6\u5e93\u914d\u7f6e<\/h5>\n

    \u8868\u683c<\/p>\n\n\u914d\u7f6e\u9879\u503c<\/tr>\n\n\n\n\n\n\n\n\n
    \u5206\u6bb5\u6a21\u5f0f<\/td>\n\u901a\u7528<\/td>\n<\/tr>\n
    \u5206\u6bb5\u6807\u8bc6\u7b26<\/td>\n\u7a7a\u884c<\/td>\n<\/tr>\n
    \u6700\u5927\u5206\u6bb5\u957f\u5ea6<\/td>\n600 \u5b57\u7b26<\/td>\n<\/tr>\n
    \u5206\u6bb5\u91cd\u53e0\u957f\u5ea6<\/td>\n80 \u5b57\u7b26<\/td>\n<\/tr>\n
    \u6587\u672c\u9884\u5904\u7406<\/td>\n\u5408\u5e76\u8fde\u7eed\u7a7a\u683c\u3001\u6362\u884c\u3001\u5236\u8868\u7b26<\/td>\n<\/tr>\n
    \u7d22\u5f15\u65b9\u5f0f<\/td>\n\u9ad8\u8d28\u91cf（\u9700\u914d Embedding \u6a21\u578b）\u6216\u7ecf\u6d4e（\u65e0 Embedding）<\/td>\n<\/tr>\n
    Top K<\/td>\n3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7d22\u5f15\u65b9\u5f0f\u600e\u4e48\u9009？ \u9ad8\u8d28\u91cf\u7d22\u5f15\u8c03 Embedding \u6a21\u578b\u505a\u5411\u91cf\u68c0\u7d22，\u8bed\u4e49\u76f8\u4f3c\u5c31\u80fd\u53ec\u56de，\u8981\u82b1 Embedding \u7684\u94b1；\u7ecf\u6d4e\u7d22\u5f15\u63d0\u53d6\u5173\u952e\u8bcd\u505a\u5012\u6392\u7d22\u5f15，\u4e0d\u82b1\u94b1\u4f46\u5bf9\u540c\u4e49\u8bcd\u4e0d\u654f\u611f \u2014\u2014 \u7528\u6237\u8bf4 "\u8865\u5361" \u5b83\u53ef\u80fd\u627e\u4e0d\u5230 "\u8865\u767b\u8bb0"\u3002\u751f\u4ea7\u73af\u5883\u7528\u6237\u7ecf\u5e38\u7528\u53e3\u8bed，\u4f18\u5148\u9ad8\u8d28\u91cf\u7d22\u5f15\u3002<\/p>\n

    5.3 RAG Prompt<\/h5>\n

    \u8fd9\u4e2a\u9879\u76ee\u7528 Chatflow（\u4e0d\u662f Workflow），\u56e0\u4e3a\u5ba2\u670d\u95ee\u7b54\u662f\u591a\u8f6e\u5bf9\u8bdd\u3002LLM \u8282\u70b9\u7684 Prompt：<\/p>\n

    \u4f60\u662f\u516c\u53f8\u5185\u90e8\u7684\u5236\u5ea6\u95ee\u7b54\u52a9\u624b\u3002\u8bf7\u6839\u636e\u68c0\u7d22\u5230\u7684\u5236\u5ea6\u8d44\u6599\u56de\u7b54\u5458\u5de5\u95ee\u9898\u3002<\/p>\n

    ## \u5458\u5de5\u95ee\u9898
    \n{{sys.query}}<\/p>\n

    ## \u68c0\u7d22\u5230\u7684\u5236\u5ea6\u8d44\u6599
    \n{{#context#}}<\/p>\n

    ## \u89c4\u5219
    \n1. \u7b54\u6848\u5fc5\u987b\u4e25\u683c\u57fa\u4e8e\u4e0a\u9762\u7684\u5236\u5ea6\u8d44\u6599，\u4e0d\u5f97\u4f7f\u7528\u8d44\u6599\u4ee5\u5916\u7684\u77e5\u8bc6\u7f16\u9020\u5236\u5ea6\u6761\u6b3e\u3002
    \n2. \u5982\u679c\u8d44\u6599\u4e2d\u6ca1\u6709\u76f8\u5173\u5185\u5bb9，\u76f4\u63a5\u56de\u7b54："\u62b1\u6b49，\u672a\u5728\u5236\u5ea6\u5e93\u4e2d\u627e\u5230\u76f8\u5173\u89c4\u5b9a，\u5efa\u8bae\u8054\u7cfbHR\u90e8\u95e8\u54a8\u8be2\u3002"\u4e0d\u8981\u731c\u6d4b\u3002
    \n3. \u56de\u7b54\u65f6\u8bf7\u5305\u542b：\u7ed3\u8bba\u3001\u9002\u7528\u6761\u4ef6\u3001\u529e\u7406\u65f6\u9650\u3001\u5ba1\u6279\u89d2\u8272\u3002
    \n4. \u5f15\u7528\u5236\u5ea6\u65f6\u6ce8\u660e\u6765\u6e90（\u5982"\u6839\u636e\u300a\u5458\u5de5\u8003\u52e4\u7ba1\u7406\u5236\u5ea6\u300b\u7b2cX\u6761"）\u3002
    \n5. \u5982\u679c\u5236\u5ea6\u8d44\u6599\u4e4b\u95f4\u6709\u51b2\u7a81，\u8bf4\u660e\u51b2\u7a81\u5e76\u5efa\u8bae\u4eba\u5de5\u786e\u8ba4\u3002
    \n6. \u4e0d\u8981\u628a\u76f8\u4f3c\u4f46\u4e0d\u540c\u7684\u6761\u6b3e\u5f53\u6210\u7b54\u6848\u3002
    \n7. \u56de\u7b54\u7528\u7b80\u6d01\u7684\u53e3\u8bed，\u4e0d\u8981\u7167\u642c\u5236\u5ea6\u539f\u6587\u7684\u957f\u53e5\u3002<\/p>\n

    {{#context#}} \u662f\u77e5\u8bc6\u68c0\u7d22\u8282\u70b9\u8f93\u51fa\u7684\u5f15\u7528\u53d8\u91cf，\u901a\u8fc7\u53d8\u91cf\u9009\u62e9\u5668\u63d2\u5165，\u4e0d\u8981\u624b\u6253\u3002<\/p>\n

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