{"id":22083,"date":"2025-04-19T05:22:23","date_gmt":"2025-04-18T21:22:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/22083.html"},"modified":"2025-04-19T05:22:23","modified_gmt":"2025-04-18T21:22:23","slug":"llms%e4%b9%8bdify%ef%bc%9adify%e7%9a%84%e7%ae%80%e4%bb%8b%e3%80%81%e5%ae%89%e8%a3%85%e5%92%8c%e4%bd%bf%e7%94%a8%e6%96%b9%e6%b3%95%e3%80%81%e6%a1%88%e4%be%8b%e5%ba%94%e7%94%a8%e4%b9%8b%e8%af%a6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/22083.html","title":{"rendered":"LLMs\u4e4bDify\uff1aDify\u7684\u7b80\u4ecb\u3001\u5b89\u88c5\u548c\u4f7f\u7528\u65b9\u6cd5\u3001\u6848\u4f8b\u5e94\u7528\u4e4b\u8be6\u7ec6\u653b\u7565"},"content":{"rendered":"<p>LLMs\u4e4bDify&#xff1a;Dify\u7684\u7b80\u4ecb\u3001\u5b89\u88c5\u548c\u4f7f\u7528\u65b9\u6cd5\u3001\u6848\u4f8b\u5e94\u7528\u4e4b\u8be6\u7ec6\u653b\u7565<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p 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style=\"margin-left:40px\">LLMs\u4e4bRAG&#xff1a;\u53ea\u9700\u56db\u6b65\u9aa4\u2014\u57fa\u4e8eOllama\u540e\u7aef\u6846\u67b6(\u914d\u7f6ephi3\/LLaMA-3\/Deepseek-r1\u7b49\u6a21\u578b)\u7ed3\u5408Dify\u524d\u7aef\u6846\u67b6(\u8bbe\u7f6e\u77e5\u8bc6\u5e93\u6587\u4ef6&#043;\u5411\u91cf\u5316\u5b58\u50a8&#043;\u5e94\u7528\u53d1\u5e03)\u521b\u5efa\u5305\u62ec\u5b9e\u73b0\u672c\u5730\u77e5\u8bc6\u5e93\u95ee\u7b54\/\u7ffb\u8bd1\u52a9\u624b\u7b49\u591a\u4e2a\u5e94\u7528<\/p>\n<hr id=\"hr-toc\" \/>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h2 id=\"Dify%E7%9A%84%E7%AE%80%E4%BB%8B\" style=\"background-color:transparent;text-align:justify\">Dify\u7684\u7b80\u4ecb<\/h2>\n<p style=\"margin-left:.0001pt;text-align:justify\">2023\u5e745\u6708&#xff0c;Dify\u6b63\u5f0f\u53d1\u5e03&#xff0c;\u8fd9\u662f\u4e00\u4e2a<span style=\"color:#ff0000\">\u5f00\u6e90<\/span>\u7684LLM\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u5e73\u53f0\u3002\u5b83\u76f4\u89c2\u7684\u754c\u9762\u7ed3\u5408\u4e86\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u6d41\u7a0b\u3001RAG\u7ba1\u9053\u3001\u4ee3\u7406\u80fd\u529b\u3001\u6a21\u578b\u7ba1\u7406\u3001\u53ef\u89c2\u5bdf\u6027\u7279\u6027\u7b49\u7b49&#xff0c;\u8ba9\u60a8\u80fd\u591f\u5feb\u901f\u4ece\u539f\u578b\u5230\u751f\u4ea7\u3002<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">GitHub\u5730\u5740&#xff1a;GitHub &#8211; langgenius\/dify: Dify is an open-source LLM app development platform. Dify&#039;s intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h3 id=\"1%E3%80%81%E6%A0%B8%E5%BF%83%E5%8A%9F%E8%83%BD%E5%88%97%E8%A1%A8\" style=\"text-align:left\">1\u3001\u6838\u5fc3\u529f\u80fd\u5217\u8868<\/h3>\n<p style=\"margin-left:.0001pt;text-align:justify\">&gt;&gt; \u5de5\u4f5c\u6d41&#xff1a;\u5728\u53ef\u89c6\u5316\u753b\u5e03\u4e0a<span style=\"color:#ff0000\">\u6784\u5efa\u548c\u6d4b\u8bd5\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u6d41\u7a0b<\/span>&#xff0c;\u5229\u7528\u4ee5\u4e0b\u6240\u6709\u529f\u80fd\u4ee5\u53ca\u66f4\u591a\u529f\u80fd\u3002 &gt;&gt; \u5168\u9762\u7684\u6a21\u578b\u652f\u6301&#xff1a;\u4e0e\u6570\u767e\u4e2a\u4e13\u6709\/\u5f00\u6e90LLM&#xff08;Language Model&#xff09;\u4ee5\u53ca\u6570\u5341\u4e2a\u63a8\u7406\u63d0\u4f9b\u5546\u548c\u81ea\u6258\u7ba1\u89e3\u51b3\u65b9\u6848\u5b9e\u73b0\u65e0\u7f1d\u96c6\u6210&#xff0c;\u6db5\u76d6\u4e86GPT\u3001Mistral\u3001Llama3\u4ee5\u53ca\u4efb\u4f55\u4e0eOpenAI API\u517c\u5bb9\u7684\u6a21\u578b\u3002\u652f\u6301\u7684\u6a21\u578b\u63d0\u4f9b\u5546\u5b8c\u6574\u5217\u8868\u53ef\u4ee5\u5728\u8fd9\u91cc\u627e\u5230\u3002 &gt;&gt; \u63d0\u793aIDE&#xff1a;\u4e3a\u5236\u4f5c\u63d0\u793a\u3001\u6bd4\u8f83\u6a21\u578b\u6027\u80fd\u4ee5\u53ca\u4e3a\u57fa\u4e8e\u804a\u5929\u7684\u5e94\u7528\u7a0b\u5e8f\u6dfb\u52a0\u5176\u4ed6\u529f\u80fd&#xff08;\u5982\u6587\u672c\u8f6c\u8bed\u97f3&#xff09;\u63d0\u4f9b\u76f4\u89c2\u7684\u754c\u9762\u3002 &gt;&gt; RAG\u7ba1\u9053&#xff1a;\u5e7f\u6cdb\u7684RAG\u529f\u80fd&#xff0c;\u6db5\u76d6\u4e86\u4ece\u6587\u6863\u6444\u53d6\u5230\u68c0\u7d22\u7684\u6240\u6709\u5185\u5bb9&#xff0c;\u652f\u6301\u4ecePDF\u3001PPT\u7b49\u5e38\u89c1\u6587\u6863\u683c\u5f0f\u4e2d\u63d0\u53d6\u6587\u672c\u3002 &gt;&gt; \u4ee3\u7406\u80fd\u529b&#xff1a;\u60a8\u53ef\u4ee5\u57fa\u4e8eLLM\u51fd\u6570\u8c03\u7528\u6216ReAct\u5b9a\u4e49\u4ee3\u7406&#xff0c;\u5e76\u4e3a\u4ee3\u7406\u6dfb\u52a0\u9884\u6784\u5efa\u6216\u81ea\u5b9a\u4e49\u5de5\u5177\u3002Dify\u63d0\u4f9b\u4e86<span style=\"color:#ff0000\">50\u591a\u4e2a\u7528\u4e8eAI\u4ee3\u7406\u7684\u5185\u7f6e\u5de5\u5177<\/span>&#xff0c;\u5982Google\u641c\u7d22\u3001DELL\u00b7E\u3001\u7a33\u5b9a\u6269\u6563\u548cWolframAlpha\u3002 &gt;&gt; LLMOps&#xff1a;\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u76d1\u89c6\u548c\u5206\u6790\u5e94\u7528\u7a0b\u5e8f\u65e5\u5fd7\u548c\u6027\u80fd\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u751f\u4ea7\u6570\u636e\u548c\u6ce8\u91ca\u6301\u7eed\u6539\u8fdb\u63d0\u793a\u3001\u6570\u636e\u96c6\u548c\u6a21\u578b\u3002 &gt;&gt; \u4f5c\u4e3a\u540e\u7aef\u670d\u52a1&#xff1a;Dify\u7684\u6240\u6709\u529f\u80fd\u90fd\u914d\u5907\u4e86\u76f8\u5e94\u7684API&#xff0c;\u56e0\u6b64\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06Dify\u96c6\u6210\u5230\u81ea\u5df1\u7684\u4e1a\u52a1\u903b\u8f91\u4e2d\u3002<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h3 id=\"2%E3%80%81%E7%89%B9%E6%80%A7%E6%AF%94%E8%BE%83\" style=\"text-align:left\">2\u3001\u7279\u6027\u6bd4\u8f83<\/h3>\n<table>\n<tbody>\n<tr>Feature<span style=\"color:#fe2c24\">Dify.AI<\/span>LangChainFlowiseOpenAI Assistants API<\/tr>\n<tr>\n<td>Programming Approach<\/td>\n<td><span style=\"color:#fe2c24\">API &#043; App-oriented<\/span><\/td>\n<td>Python Code<\/td>\n<td>App-oriented<\/td>\n<td>API-oriented<\/td>\n<\/tr>\n<tr>\n<td>Supported LLMs<\/td>\n<td><span style=\"color:#fe2c24\">Rich Variety<\/span><\/td>\n<td>Rich Variety<\/td>\n<td>Rich Variety<\/td>\n<td>OpenAI-only<\/td>\n<\/tr>\n<tr>\n<td>RAG Engine<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>Agent<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>Workflow<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td>Observability<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td>Enterprise Feature (SSO\/Access control)<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<td>\u274c<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td>Local Deployment<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h2 id=\"Dify%E7%9A%84%E5%AE%89%E8%A3%85%E5%92%8C%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\" style=\"text-align:justify\">Dify\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u65b9\u6cd5<\/h2>\n<h3 id=\"1%E3%80%81Dify%E7%9A%84%E5%AE%89%E8%A3%85%E5%92%8C%E5%90%AF%E5%8A%A8\" style=\"text-align:left\">1\u3001Dify\u7684\u5b89\u88c5\u548c\u542f\u52a8<\/h3>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"vertical-align:top;width:36.9pt\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\u786c\u4ef6<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:389.2pt\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\u5728\u5b89\u88c5Dify\u4e4b\u524d&#xff0c;\u8bf7\u786e\u4fdd\u60a8\u7684\u8ba1\u7b97\u673a\u6ee1\u8db3\u4ee5\u4e0b\u6700\u4f4e\u7cfb\u7edf\u8981\u6c42&#xff1a;<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">CPU &gt;&#061; 2\u6838<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">RAM &gt;&#061; 4GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top;width:36.9pt\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\u542f\u52a8<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:389.2pt\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\u542f\u52a8Dify\u670d\u52a1\u5668\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f<span style=\"color:#ff0000\">\u8fd0\u884c\u6211\u4eec\u7684docker-compose.yml\u6587\u4ef6<\/span>\u3002\u5728\u8fd0\u884c\u5b89\u88c5\u547d\u4ee4\u4e4b\u524d&#xff0c;\u8bf7<span style=\"color:#ff0000\">\u786e\u4fddDocker\u548cDocker Compose\u5df2\u5b89\u88c5<\/span>\u5728\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a&#xff1a;<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">docker &#8211;version<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">docker-compose &#8211;version<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">cd docker<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">docker compose up -d \u00a0# 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style=\"vertical-align:top;width:389.2pt\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\u5982\u679c\u60a8\u9700\u8981\u81ea\u5b9a\u4e49\u914d\u7f6e&#xff0c;\u8bf7\u53c2\u8003\u6211\u4eecdocker-compose.yml\u6587\u4ef6\u4e2d\u7684\u6ce8\u91ca\u5e76\u624b\u52a8\u8bbe\u7f6e\u73af\u5883\u914d\u7f6e\u3002\u5728\u8fdb\u884c\u66f4\u6539\u540e&#xff0c;\u8bf7\u518d\u6b21\u8fd0\u884cdocker-compose up -d\u3002\u60a8\u53ef\u4ee5\u5728\u6b64\u5904\u67e5\u770b\u5b8c\u6574\u7684\u73af\u5883\u53d8\u91cf\u5217\u8868\u3002<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\u5982\u679c\u60a8\u60f3\u8981\u914d\u7f6e\u9ad8\u53ef\u7528\u6027\u8bbe\u7f6e&#xff0c;\u793e\u533a\u8d21\u732e\u7684Helm Charts\u53ef\u4ee5\u8ba9Dify\u90e8\u7f72\u5728Kubernetes\u4e0a\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h4 id=\"%E5%AE%89%E8%A3%85Docker%E5%92%8CDocker%20Compose%EF%BC%8C%E5%8F%82%E8%80%83A3%E3%80%81Windows11%E7%B3%BB%E7%BB%9F%E5%AE%89%E8%A3%85%E2%86%92%E4%BA%A4%E4%BA%92%E5%BC%8F%E5%AE%89%E8%A3%85%E5%8D%B3%E5%8F%AF%EF%BC%8C%E4%B8%80%E6%AC%A1%E6%80%A7%E5%AE%89%E8%A3%85Docker%E5%92%8CDocker%20Compose\" style=\"text-align:left\">\u7b2c1\u6b65&#xff0c;\u5b89\u88c5Docker\u548cDocker Compose&#xff0c;\u53c2\u8003A3\u3001Windows11\u7cfb\u7edf\u5b89\u88c5\u2192\u4ea4\u4e92\u5f0f\u5b89\u88c5\u5373\u53ef&#xff0c;\u4e00\u6b21\u6027\u5b89\u88c5Docker\u548cDocker Compose<\/h4>\n<p>docker &#8211;version<br \/>\ndocker-compose &#8211;version <\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">Docker&#xff1a;Docker\u7684\u7b80\u4ecb\u3001\u5b89\u88c5\u3001\u4f7f\u7528\u65b9\u6cd5\u4e4b\u8be6\u7ec6\u653b\u7565_docker \u77e5\u4e4e-CSDN\u535a\u5ba2<\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p style=\"margin-left:.0001pt;text-align:justify\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"177\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418212221-6802c28d41660.png\" width=\"419\" \/><\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h4 id=\"%E7%AC%AC2%E6%AD%A5%EF%BC%8C%E5%90%AF%E5%8A%A8Docker%E6%9C%8D%E5%8A%A1%E5%AE%B9%E5%99%A8%EF%BC%8C%E8%AE%A9%E5%85%B6%E5%9C%A8%E5%90%8E%E5%8F%B0%E8%BF%90%E8%A1%8C\" style=\"margin-left:0.0001pt;text-align:justify\">\u7b2c2\u6b65&#xff0c;\u542f\u52a8Docker<span style=\"color:#ff0000\">\u670d\u52a1\u5bb9\u5668<\/span>&#xff0c;\u8ba9\u5176\u5728\u540e\u53f0\u8fd0\u884c<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"957\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418212221-6802c28d5dda3.png\" width=\"1797\" \/><\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h4 id=\"%E7%AC%AC2%E6%AD%A5%EF%BC%8C%E5%90%AF%E5%8A%A8%E6%9C%8D%E5%8A%A1%E5%B9%B6%E8%AE%BF%E9%97%AEhttp%3A%2F%2Flocalhost%2Finstall\" style=\"margin-left:0.0001pt;text-align:justify\">\u7b2c3\u6b65&#xff0c;\u542f\u52a8Dify\u670d\u52a1\u5e76\u8bbf\u95eehttp:\/\/localhost\/install<\/h4>\n<p>e:<br \/>\ncd E:\\\\File_Python\\\\Python_NLP\\\\dify-main<br \/>\ncd docker<br \/>\ndocker compose up -d  <\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"947\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418212222-6802c28e12b67.png\" width=\"1200\" \/><\/p>\n<p style=\"margin-left:.0001pt;text-align:justify\">\n<h4 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