{"id":953,"date":"2024-12-25T22:36:15","date_gmt":"2024-12-25T14:36:15","guid":{"rendered":"https:\/\/www.huimiworld.com\/?p=953"},"modified":"2025-06-10T01:04:52","modified_gmt":"2025-06-09T17:04:52","slug":"dify","status":"publish","type":"post","link":"https:\/\/www.huimiworld.com\/index.php\/dify\/","title":{"rendered":"Dify(LLM) \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u4ecb\u7ecd"},"content":{"rendered":"\n

Dify\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM) \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u3002\u5b83\u878d\u5408\u4e86\u540e\u7aef\u5373\u670d\u52a1\uff08Backend as Service\uff09\u548cLLMOps\u7684\u7406\u5ff5\uff0c\u4f7f\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u751f\u4ea7\u7ea7\u7684\u751f\u6210\u5f0fAI\u5e94\u7528\u3002\u5373\u4f7f\u4f60\u662f\u975e\u6280\u672f\u4eba\u5458\uff0c\u4e5f\u80fd\u53c2\u4e0e\u5230 AI \u5e94\u7528\u7684\u5b9a\u4e49\u548c\u6570\u636e\u8fd0\u8425\u8fc7\u7a0b\u4e2d\u3002<\/p>\n\n\n\n

\u7531\u4e8eDify\u5185\u7f6e\u4e86\u6784\u5efaLLM\u5e94\u7528\u6240\u9700\u7684\u5173\u952e\u6280\u672f\u6808\uff0c\u5305\u62ec\u5bf9\u6570\u767e\u4e2a\u6a21\u578b\u7684\u652f\u6301\u3001\u76f4\u89c2\u7684Prompt \u7f16\u6392\u754c\u9762\u3001\u9ad8\u8d28\u91cf\u7684RAG\u5f15\u64ce\u3001\u7a33\u5065\u7684Agent\u6846\u67b6\u3001\u7075\u6d3b\u7684\u6d41\u7a0b\u7f16\u6392\uff0c\u5e76\u540c\u65f6\u63d0\u4f9b\u4e86\u4e00\u5957\u6613\u7528\u7684\u754c\u9762\u548cAPI\u3002\u8fd9\u4e3a\u5f00\u53d1\u8005\u8282\u7701\u4e86\u8bb8\u591a\u91cd\u590d\u9020\u8f6e\u5b50\u7684\u65f6\u95f4\uff0c\u4f7f\u5176\u53ef\u4ee5\u4e13\u6ce8\u5728\u521b\u65b0\u548c\u4e1a\u52a1\u9700\u6c42\u4e0a\u3002<\/p>\n\n\n\n

2\u3001<\/strong>\u4e3a\u4ec0\u4e48\u4f7f\u7528Dify\uff1f<\/strong><\/strong><\/p>\n\n\n\n

\u4f60\u6216\u8bb8\u53ef\u4ee5\u628aLangChain\u8fd9\u7c7b\u7684\u5f00\u53d1\u5e93\uff08Library\uff09\u60f3\u8c61\u4e3a\u6709\u7740\u9524\u5b50\u3001\u9489\u5b50\u7684\u5de5\u5177\u7bb1\u3002\u4e0e\u4e4b\u76f8\u6bd4\uff0cDify\u63d0\u4f9b\u4e86\u66f4\u63a5\u8fd1\u751f\u4ea7\u9700\u8981\u7684\u5b8c\u6574\u65b9\u6848\uff0cDify\u597d\u6bd4\u662f\u4e00\u5957\u811a\u624b\u67b6\uff0c\u5e76\u4e14\u7ecf\u8fc7\u4e86\u7cbe\u826f\u7684\u5de5\u7a0b\u8bbe\u8ba1\u548c\u8f6f\u4ef6\u6d4b\u8bd5\u3002<\/p>\n\n\n\n

\u91cd\u8981\u7684\u662f\uff0cDify\u662f\u5f00\u6e90\u7684\uff0c\u5b83\u7531\u4e00\u4e2a\u4e13\u4e1a\u7684\u5168\u804c\u56e2\u961f\u548c\u793e\u533a\u5171\u540c\u6253\u9020\u3002\u4f60\u53ef\u4ee5\u57fa\u4e8e\u4efb\u4f55\u6a21\u578b\u81ea\u90e8\u7f72\u7c7b\u4f3cAssistants API\u548cGPTs\u7684\u80fd\u529b\uff0c\u5728\u7075\u6d3b\u548c\u5b89\u5168\u7684\u57fa\u7840\u4e0a\uff0c\u540c\u65f6\u4fdd\u6301\u5bf9\u6570\u636e\u7684\u5b8c\u5168\u63a7\u5236\u3002<\/p>\n\n\n\n

3\u3001<\/strong>Dify\u80fd\u505a\u4ec0\u4e48\uff1f<\/strong><\/strong><\/p>\n\n\n\n

Dify\u4e00\u8bcd\u6e90\u81ea Define + Modify\uff0c\u610f\u6307\u5b9a\u4e49\u5e76\u4e14\u6301\u7eed\u7684\u6539\u8fdb\u4f60\u7684AI\u5e94\u7528\uff0c\u5b83\u662f\u4e3a\u4f60\u800c\u505a\u7684\uff08Do it for you\uff09\u3002<\/p>\n\n\n\n

\u521b\u4e1a\uff0c<\/strong>\u5feb\u901f\u7684\u5c06\u4f60\u7684AI\u5e94\u7528\u521b\u610f\u53d8\u6210\u73b0\u5b9e\uff0c\u65e0\u8bba\u6210\u529f\u548c\u5931\u8d25\u90fd\u9700\u8981\u52a0\u901f\u3002\u5728\u771f\u5b9e\u4e16\u754c\uff0c\u5df2\u7ecf\u6709\u51e0\u5341\u4e2a\u56e2\u961f\u901a\u8fc7Dify\u6784\u5efa MVP\uff08\u6700\u5c0f\u53ef\u7528\u4ea7\u54c1\uff09\u83b7\u5f97\u6295\u8d44\uff0c\u6216\u901a\u8fc7 POC\uff08\u6982\u5ff5\u9a8c\u8bc1\uff09\u8d62\u5f97\u4e86\u5ba2\u6237\u7684\u8ba2\u5355\u3002<\/p>\n\n\n\n

\u5c06LLM \u96c6\u6210\u81f3\u5df2\u6709\u4e1a\u52a1<\/strong>\uff0c\u901a\u8fc7\u5f15\u5165LLM\u589e\u5f3a\u73b0\u6709\u5e94\u7528\u7684\u80fd\u529b\uff0c\u63a5\u5165Dify\u7684 RESTful API \u4ece\u800c\u5b9e\u73b0Prompt\u4e0e\u4e1a\u52a1\u4ee3\u7801\u7684\u89e3\u8026\uff0c\u5728Dify\u7684\u7ba1\u7406\u754c\u9762\u662f\u8ddf\u8e2a\u6570\u636e\u3001\u6210\u672c\u548c\u7528\u91cf\uff0c\u6301\u7eed\u6539\u8fdb\u5e94\u7528\u6548\u679c\u3002<\/p>\n\n\n\n

\u4f5c\u4e3a\u4f01\u4e1a\u7ea7LLM\u57fa\u7840\u8bbe\u65bd<\/strong>\uff0c\u4e00\u4e9b\u94f6\u884c\u548c\u5927\u578b\u4e92\u8054\u7f51\u516c\u53f8\u6b63\u5728\u5c06Dify\u90e8\u7f72\u4e3a\u4f01\u4e1a\u5185\u7684LLM\u7f51\u5173\uff0c\u52a0\u901fGenAI\u6280\u672f\u5728\u4f01\u4e1a\u5185\u7684\u63a8\u5e7f\uff0c\u5e76\u5b9e\u73b0\u4e2d\u5fc3\u5316\u7684\u76d1\u7ba1\u3002<\/p>\n\n\n\n

\u63a2\u7d22LLM\u7684\u80fd\u529b\u8fb9\u754c<\/strong>\uff0c\u5373\u4f7f\u4f60\u662f\u4e00\u4e2a\u6280\u672f\u7231\u597d\u8005\uff0c\u901a\u8fc7Dify\u4e5f\u53ef\u4ee5\u8f7b\u677e\u7684\u5b9e\u8df5Prompt\u5de5\u7a0b\u548cAgent\u6280\u672f\uff0c\u5728GPTs \u63a8\u51fa\u4ee5\u524d\u5c31\u5df2\u7ecf\u6709\u8d85\u8fc760,000 \u5f00\u53d1\u8005\u5728Dify\u4e0a\u521b\u5efa\u4e86\u81ea\u5df1\u7684\u7b2c\u4e00\u4e2a\u5e94\u7528\u3002<\/p>\n\n\n\n

4\u3001<\/strong>\u7279\u6027\u4e0e\u6280\u672f\u89c4\u683c<\/strong><\/strong><\/p>\n\n\n\n

\u5bf9\u4e8e\u5df2\u7ecf\u719f\u6089LLM\u5e94\u7528\u6280\u672f\u6808\u7684\u6280\u672f\u4eba\u58eb\u6765\u8bf4\uff0c\u8fd9\u4efd\u6587\u6863\u5c06\u662f\u4f60\u4e86\u89e3Dify\u72ec\u7279\u4f18\u52bf\u7684\u6377\u5f84\u3002\u8ba9\u4f60\u80fd\u591f\u660e\u667a\u5730\u6bd4\u8f83\u548c\u9009\u62e9\uff0c\u751a\u81f3\u5411\u540c\u4e8b\u548c\u670b\u53cb\u63a8\u8350\u3002<\/p>\n\n\n\n

\u5728Dify\uff0c\u6211\u4eec\u91c7\u7528\u900f\u660e\u5316\u7684\u4ea7\u54c1\u7279\u6027\u548c\u6280\u672f\u89c4\u683c\u653f\u7b56\uff0c\u786e\u4fdd\u4f60\u5728\u5168\u9762\u4e86\u89e3\u6211\u4eec\u4ea7\u54c1\u7684\u57fa\u7840\u4e0a\u505a\u51fa\u51b3\u7b56\u3002\u8fd9\u79cd\u900f\u660e\u5ea6\u4e0d\u4ec5\u6709\u5229\u4e8e\u4f60\u7684\u6280\u672f\u9009\u578b\uff0c\u4e5f\u4fc3\u8fdb\u4e86\u793e\u533a\u6210\u5458\u5bf9\u4ea7\u54c1\u7684\u6df1\u5165\u7406\u89e3\u3002<\/p>\n\n\n\n

\u9879\u76ee\u57fa\u7840\u4fe1\u606f<\/strong><\/td><\/tr>
\u9879\u76ee\u8bbe\u7acb<\/td>2023 \u5e74 3 \u6708<\/td><\/tr>
\u5f00\u6e90\u534f\u8bae<\/td>\u57fa\u4e8e Apache License 2.0 \u6709\u9650\u5546\u4e1a\u8bb8\u53ef<\/a><\/td><\/tr>
\u5b98\u65b9\u7814\u53d1\u56e2\u961f<\/td>\u8d85\u8fc7 15 \u540d\u5168\u804c\u5458\u5de5<\/td><\/tr>
\u793e\u533a\u8d21\u732e\u8005<\/td>\u8d85\u8fc7 290 \u4eba<\/a> \uff08\u622a\u6b62 2024 Q2\uff09<\/td><\/tr>
\u540e\u7aef\u6280\u672f<\/td>Python\/Flask\/PostgreSQL<\/td><\/tr>
\u524d\u7aef\u6280\u672f<\/td>Next.js<\/td><\/tr>
\u4ee3\u7801\u884c\u6570<\/td>\u8d85\u8fc713\u4e07\u884c<\/td><\/tr>
\u53d1\u7248\u5468\u671f<\/td>\u5e73\u5747\u6bcf\u5468\u4e00\u6b21<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u6280\u672f\u7279\u5f81<\/td><\/tr>
LLM\u63a8\u7406\u5f15\u64ce<\/td>Dify Runtime (\u81eav0.4\u8d77\u79fb\u9664\u4e86LangChain)<\/td><\/tr>
\u5546\u4e1a\u6a21\u578b\u652f\u6301<\/td>10+\u5bb6\uff0c\u5305\u62ecOpenAI\u4e0eAnthropic,\u65b0\u7684\u4e3b\u6d41\u6a21\u578b\u901a\u5e38\u572848\u5c0f\u65f6\u5185\u5b8c\u6210\u63a5\u5165\u3002<\/td><\/tr>
MaaS\u4f9b\u5e94\u5546\u652f\u6301<\/td>7 \u5bb6\uff0cHugging Face\uff0cReplicate\uff0cAWS Bedrock\uff0cNVIDIA\uff0cGroqCloud\uff0ctogether.ai\uff0cOpenRoute<\/td><\/tr>
\u672c\u5730\u63a8\u7406Runtime\u652f\u6301<\/td>6 \u5bb6\uff0cXoribits\uff08\u63a8\u8350\uff09\uff0cOpenLLM\uff0cLocalAI\uff0cChatGLM\uff0cOllama\uff0cNVIDIA TIS<\/td><\/tr>
OpenAI\u63a5\u53e3\u6807\u51c6\u6a21\u578b\u63a5\u5165\u652f\u6301<\/td>\u4e0d\u9650\u5236<\/td><\/tr>
\u591a\u6a21\u6001\u6280\u672f<\/td>ASR\u6a21\u578b\uff0cGPT-4o \u89c4\u683c\u7684\u5bcc\u6587\u672c\u6a21\u578b<\/td><\/tr>
\u9884\u7f6e\u5e94\u7528\u7c7b\u578b<\/td>\u5bf9\u8bdd\u578b\u5e94\u7528\uff0c\u6587\u672c\u751f\u6210\u5e94\u7528\uff0cAgent\uff0c\u5de5\u4f5c\u6d41\u3002<\/td><\/tr>
Prompt\u5373\u670d\u52a1\u7f16\u6392<\/td>\u7f16\u6392\u6a21\u5f0f\u7b80\u6613\u6a21\u5f0f\u7f16\u6392Assistant \u6a21\u5f0f\u7f16\u6392Flow \u6a21\u5f0f\u7f16\u6392Prompt \u53d8\u91cf\u7c7b\u578b\u5b57\u7b26\u4e32\u5355\u9009\u679a\u4e3e\u5916\u90e8 API\u6587\u4ef6\uff08Q3\u5373\u5c06\u63a8\u51fa\uff09<\/td><\/tr>
Agentic Workflow \u7279\u6027<\/td>\u884c\u4e1a\u9886\u5148\u7684\u53ef\u89c6\u5316\u6d41\u7a0b\u7f16\u6392\u754c\u9762\uff0c\u6240\u89c1\u5373\u6240\u5f97\u7684\u8282\u70b9\u8c03\u8bd5\uff0c\u53ef\u63d2\u62d4\u7684 DSL\uff0c\u539f\u751f\u7684\u4ee3\u7801\u8fd0\u884c\u65f6\uff0c\u6784\u5efa\u66f4\u590d\u6742\u3001\u53ef\u9760\u3001\u7a33\u5b9a\u7684 LLM \u5e94\u7528\u3002\u652f\u6301\u8282\u70b9LLM\u77e5\u8bc6\u5e93\u68c0\u7d22\u95ee\u9898\u5206\u7c7b\u6761\u4ef6\u5206\u652f\u4ee3\u7801\u6267\u884c\u6a21\u677f\u8f6c\u6362HTTP \u8bf7\u6c42\u5de5\u5177<\/td><\/tr>
RAG \u7279\u6027<\/td>\u9996\u521b\u7684\u53ef\u89c6\u5316\u7684\u77e5\u8bc6\u5e93\u7ba1\u7406\u754c\u9762\uff0c\u652f\u6301\u5206\u6bb5\u9884\u89c8\u548c\u53ec\u56de\u6548\u679c\u6d4b\u8bd5\u3002\u7d22\u5f15\u65b9\u5f0f\u5173\u952e\u8bcd\u6587\u672c\u5411\u91cf\u7531 LLM \u8f85\u52a9\u7684\u95ee\u9898-\u5206\u6bb5\u6a21\u5f0f\u68c0\u7d22\u65b9\u5f0f\u5173\u952e\u8bcd\u6587\u672c\u76f8\u4f3c\u5ea6\u5339\u914d\u6df7\u5408\u68c0\u7d22N\u90091\u6a21\u5f0f\uff08\u5373\u5c06\u4e0b\u7ebf\uff09\u591a\u8def\u53ec\u56de\u53ec\u56de\u4f18\u5316\u6280\u672f\u4f7f\u7528 ReRank \u6a21\u578b<\/td><\/tr>
ETL \u6280\u672f<\/td>\u652f\u6301\u5bf9 TXT\u3001Markdown\u3001PDF\u3001HTML\u3001DOC\u3001CSV \u7b49\u683c\u5f0f\u6587\u4ef6\u8fdb\u884c\u81ea\u52a8\u6e05\u6d17\uff0c\u5185\u7f6e\u7684 Unstructured \u670d\u52a1\u5f00\u542f\u540e\u53ef\u83b7\u5f97\u6700\u5927\u5316\u652f\u6301\u3002\u652f\u6301\u540c\u6b65\u6765\u81ea Notion \u7684\u6587\u6863\u4e3a\u77e5\u8bc6\u5e93\u3002\u652f\u6301\u540c\u6b65\u7f51\u9875\u4e3a\u77e5\u8bc6\u5e93\u3002<\/td><\/tr>
\u5411\u91cf\u6570\u636e\u5e93\u652f\u6301<\/td>Qdrant\uff08\u63a8\u8350\uff09\uff0cWeaviate\uff0cZilliz\/Milvus\uff0cPgvector\uff0cPgvector-rs\uff0cChroma\uff0cOpenSearch\uff0cTiDB\uff0cTencent Vector\uff0cOracle\uff0cRelyt\uff0cAnalyticdb, Couchbase<\/td><\/tr>
Agent \u6280\u672f<\/td>ReAct\uff0cFunction Call\u5de5\u5177\u652f\u6301\u53ef\u8c03\u7528 OpenAI Plugin \u6807\u51c6\u7684\u5de5\u5177\u53ef\u76f4\u63a5\u52a0\u8f7d OpenAPI Specification \u7684API\u4f5c\u4e3a\u5de5\u5177\u5185\u7f6e\u5de5\u517740+ \u6b3e\uff08\u622a2024Q2\uff09<\/td><\/tr>
\u65e5\u5fd7<\/td>\u652f\u6301\uff0c\u53ef\u57fa\u4e8e\u65e5\u5fd7\u8fdb\u884c\u6807\u6ce8<\/td><\/tr>
\u6807\u6ce8\u56de\u590d<\/td>\u57fa\u4e8e\u7ecf\u4eba\u7c7b\u6807\u6ce8\u7684 Q&A \u5bf9\uff0c\u53ef\u7528\u4e8e\u76f8\u4f3c\u5ea6\u5bf9\u6bd4\u56de\u590d \u53ef\u5bfc\u51fa\u4e3a\u4f9b\u6a21\u578b\u5fae\u8c03\u73af\u8282\u4f7f\u7528\u7684\u6570\u636e\u683c\u5f0f<\/td><\/tr>
\u5185\u5bb9\u5ba1\u67e5\u673a\u5236<\/td>OpenAI Moderation \u6216\u5916\u90e8 API<\/td><\/tr>
\u56e2\u961f\u534f\u540c<\/td>\u5de5\u4f5c\u7a7a\u95f4\u4e0e\u591a\u6210\u5458\u7ba1\u7406\u652f\u6301<\/td><\/tr>
API \u89c4\u683c<\/td>ESTful\uff0c\u5df2\u8986\u76d6\u5927\u90e8\u5206\u529f\u80fd<\/td><\/tr>
\u90e8\u7f72\u65b9\u5f0f<\/td>Docker\uff0cHelm<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"

Dify\u5185\u7f6e\u4e86\u6784\u5efaLLM\u5e94\u7528\u6240\u9700\u7684\u5173\u952e\u6280\u672f\u6808\uff0c\u5305\u62ec\u5bf9\u6570\u767e\u4e2a\u6a21\u578b\u7684\u652f\u6301\u3001\u76f4\u89c2\u7684Prompt \u7f16\u6392\u754c\u9762\u3001\u9ad8\u8d28\u91cf\u7684RAG\u5f15\u64ce\u3002<\/p>\n","protected":false},"author":1,"featured_media":466,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"pagelayer_contact_templates":[],"_pagelayer_content":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-953","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-huimi"],"yoast_head":"\nDify(LLM) \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u4ecb\u7ecd - 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