{"id":6894,"date":"2024-01-10T18:56:00","date_gmt":"2024-01-10T10:56:00","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6894"},"modified":"2024-12-13T21:07:24","modified_gmt":"2024-12-13T13:07:24","slug":"dify-%e6%8e%a8%e5%87%ba%e6%96%b0%e6%9e%b6%e6%a7%8b%ef%bc%8c%e5%a2%9e%e5%bc%b7%e4%ba%86%e9%9d%88%e6%b4%bb%e6%80%a7%e5%92%8c%e5%8f%af%e6%93%b4%e5%85%85%e6%80%a7","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6894","title":{"rendered":"Dify \u63a8\u51fa\u65b0\u67b6\u69cb\uff0c\u589e\u5f37\u4e86\u9748\u6d3b\u6027\u548c\u53ef\u64f4\u5145\u6027"},"content":{"rendered":"\n<p>2024-01-10 | Levi Tian<\/p>\n\n\n\n<p>Dify \u662f\u4e00\u500b\u958b\u6e90\u5e73\u81fa\uff0c\u7528\u65bc\u5efa\u7acb\u5177\u6709\u5927\u578b\u8a9e\u8a00\u6a21\u578b \uff08LLM\uff09 \u7684\u61c9\u7528\u7a0b\u5f0f\uff0c\u5b83\u8207 LangChain \u548c\u5c08\u6ce8\u65bc\u55ae\u500b\u63a5\u89f8\u9ede\u7684\u985e\u4f3c\u7522\u54c1\u4e0d\u540c\u3002Dify \u63d0\u4f9b\u4e86\u773e\u591a\u7684\u4e92\u52d5\u9ede\uff0c\u53ef\u4ee5\u6eff\u8db3\u66f4\u8907\u96dc\u7684\u5167\u5efa\u9700\u6c42\u3002\u5b83\u662f\u4e00\u500b\u5c16\u7aef\u7684\u591a\u63a5\u89f8\u9ede\u670d\u52d9\u5c64\uff0c\u53ef\u78ba\u4fdd\u4e0d\u540c\u4ecb\u9762\u548c\u5e73\u81fa\u4e4b\u9593\u7684\u9ad8\u5ea6\u76f8\u5bb9\u6027\u548c\u4e00\u81f4\u6027\u3002\u9019\u4fdd\u8b49\u4e86\u5404\u7a2e\u7cfb\u7d71\u548c\u61c9\u7528\u7a0b\u5f0f\u4e4b\u9593\u7684\u9806\u5229\u5167\u5efa\u548c\u4e92\u52d5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/framerusercontent.com\/images\/glKkxpqK8KFrC4qe1nYH5Hnk7s.png?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p>2024\u5e74\u5c07\u662f\u591a\u5f0f\u806f\u904b\u767c\u5c55\u7684\u95dc\u9375\u4e00\u5e74\uff0c\u8981\u5728\u884c\u696d\u4e2d\u4fdd\u6301\u9818\u5148\u5730\u4f4d\u610f\u5473\u8457\u8981\u5feb\u901f\u9069\u61c9\u4e0d\u65b7\u8b8a\u5316\u7684\u6280\u8853\u8da8\u52e2\u3002\u6211\u5011\u660e\u767d\uff0c\u66f4\u597d\u5730\u70ba\u958b\u767c\u4eba\u54e1\u670d\u52d9\u9700\u8981\u5c07\u6211\u5011\u67b6\u69cb\u7684\u5f37\u5927\u57fa\u790e\u8207\u66f4\u9ad8\u7684\u9748\u6d3b\u6027\u3001\u53ef\u64f4\u5145\u6027\u548c\u5718\u968a\u5408\u4f5c\u529f\u80fd\u76f8\u7d50\u5408\u3002\u9019\u4fc3\u4f7f\u6211\u5011\u5fb9\u5e95\u6539\u9020\u4e86 Dify \u7684\u67b6\u69cb\uff0c\u8f49\u5411\u66f4\u52a0\u6a21\u7d44\u5316\u7684\u8a2d\u8a08\u3002\u6b64\u66f4\u65b0\u5141\u8a31\u6bcf\u500b\u5143\u4ef6\u7368\u7acb\u958b\u767c\u3001\u6e2c\u8a66\u548c\u90e8\u7f72\u3002\u5b83\u9084\u652f\u63f4\u6c34\u5e73\u64f4\u5145\uff0c\u7121\u9700\u7b49\u5f85\u5b98\u65b9\u66f4\u65b0\u5373\u53ef\u9069\u61c9\u4e00\u7cfb\u5217\u61c9\u7528\u5834\u666f\uff0c\u4e26\u4fdd\u6301 API \u4e00\u81f4\u6027\uff0c\u4ee5\u5be6\u4f5c\u4e0d\u540c\u89f8\u9ede\u4e4b\u9593\u66f4\u5e73\u6ed1\u7684\u76f8\u5bb9\u6027\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"heading-0\">Dify Beehive \u67b6\u69cb<\/h1>\n\n\n\n<p>\u6211\u5011\u975e\u5e38\u9ad8\u8208 Dify \u5728\u9019\u4e00\u9818\u57df\u8655\u65bc\u9818\u5148\u5730\u4f4d\uff0c\u5c24\u5176\u662f\u5728\u9019\u6a23\u4e00\u500b\u95dc\u9375\u6642\u523b\u3002\u4f7f\u7528 Dify Beehive \u67b6\u69cb\u5728\u9019\u500b\u65b0\u6642\u4ee3\u7559\u4e0b\u6211\u5011\u7684\u7b2c\u4e00\u500b\u5370\u8a18\u662f\u5411\u524d\u9081\u51fa\u7684\u4e00\u5927\u6b65\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/framerusercontent.com\/images\/TaRijfypD3mHWpggoYE4DHVyQ0.png?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p>\u6b63\u5982\u5b83\u7684\u540d\u5b57\u4e00\u6a23\uff0cBeehive \u67b6\u69cb\u4ee5\u985e\u4f3c\u65bc\u8702\u5de2\u7684\u516d\u908a\u5f62\u7d50\u69cb\u7684\u65b9\u5f0f\u7d44\u7e54\u4e8b\u7269\u3002\u9019\u7a2e\u8a2d\u8a08\u4f7f\u6bcf\u500b\u90e8\u5206\u65e2\u7368\u7acb\u53c8\u5354\u4f5c\uff0c\u540c\u6642\u53c8\u9748\u6d3b\u53c8\u53ef\u64f4\u5c55\u3002\u5b83\u4f7f\u6574\u500b\u7cfb\u7d71\u66f4\u6613\u65bc\u7dad\u8b77\u548c\u5347\u7d1a\uff0c\u5141\u8a31\u66f4\u6539\u55ae\u500b\u6a21\u7d44\u800c\u4e0d\u6703\u5f04\u4e82\u6574\u9ad4\u7d50\u69cb\u3002\u8a72\u67b6\u69cb\u5305\u62ec\u69cb\u5efa LLM \u61c9\u7528\u7a0b\u5f0f\u6240\u9700\u7684\u6240\u6709\u95dc\u9375\u6280\u8853\uff0c\u4f8b\u5982\u652f\u63f4\u6a21\u578b\u8ca0\u8f09\u3001\u6613\u65bc\u4f7f\u7528\u7684\u63d0\u793a\u7de8\u6392\u4ecb\u9762\u3001\u4e00\u6d41\u7684 RAG \u5f15\u64ce\u3001\u9748\u6d3b\u7684\u4ee3\u7406\u6846\u67b6\u4ee5\u53ca\u4e00\u7d44\u7c21\u55ae\u7684\u4ecb\u9762\u548c API\u3002\u9019\u4f7f\u958b\u767c\u4eba\u54e1\u4e0d\u5fc5\u5f9e\u982d\u958b\u59cb\uff0c\u8b93\u4ed6\u5011\u66f4\u5c08\u6ce8\u65bc\u63d0\u51fa\u65b0\u60f3\u6cd5\u548c\u6eff\u8db3\u696d\u52d9\u9700\u6c42\u3002<\/p>\n\n\n\n<p>Beehive \u67b6\u69cb\u7684\u7dca\u5bc6\u96c6\u6210\u9084\u5c55\u793a\u4e86 Beehive \u7684\u5718\u968a\u5408\u4f5c\u6027\u8cea\uff0c\u4e0d\u540c\u7684\u90e8\u5206\u548c\u90e8\u5206\u5bc6\u5207\u5408\u4f5c\u4ee5\u5b8c\u6210\u8907\u96dc\u7684\u4efb\u52d9\u3002\u9019\u7a2e\u5718\u968a\u5408\u4f5c\u662f Dify \u4e00\u76f4\u81f4\u529b\u65bc\u8b93\u6bcf\u500b\u4eba\u90fd\u80fd\u4f7f\u7528 AI\uff0c\u5373\u4f7f\u662f\u90a3\u4e9b\u6c92\u6709\u6280\u8853\u6280\u80fd\u7684\u4eba\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-1\">\u4e0b\u4e00\u6b65<\/h2>\n\n\n\n<p>\u5c55\u671b\u672a\u4f86\uff0cDify \u8a08\u5283\u5c07\u66f4\u591a\u529f\u80fd\u6a21\u7d44\u5316\uff0c\u4ee5\u63d0\u9ad8\u5176\u9748\u6d3b\u6027\u548c\u589e\u9577\u80fd\u529b\u3002\u9019\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG \u767c\u52d5\u6a5f\u5143\u4ef6\u6a21\u7d44\u5316\uff1a<\/strong>\u5c07RAG\u5f15\u64ce\u5206\u89e3\u70ba\u66f4\u5c0f\u7684\u90e8\u5206\uff0c\u4f8b\u5982ETL\u3001\u5d4c\u5165\u3001\u7d22\u5f15\u69cb\u5efa\u548c\u8cc7\u6599\u547c\u53eb\u3002\u958b\u767c\u4eba\u54e1\u5c07\u80fd\u5920\u70ba\u6bcf\u500b\u90e8\u5206\u6311\u9078\u4ed6\u5011\u7684\u5de5\u5177\u3001\u6a21\u578b\u548c\u7b56\u7565\uff0c\u70ba\u4ed6\u5011\u63d0\u4f9b\u66f4\u591a\u7684\u81ea\u7531\u548c\u81ea\u8a02\u9078\u9805\u3002<\/li>\n\n\n\n<li><strong>\u6dfb\u52a0\u66f4\u591a\u5de5\u5177\uff1a<\/strong>Dify \u5c07\u958b\u59cb\u652f\u63f4\u7b26\u5408 OpenAPI \u898f\u7bc4 API \u6a19\u6e96\u7684\u5de5\u5177\uff0c\u4e26\u4e14\u53ef\u4ee5\u8207\u9075\u5faa OpenAI \u5916\u639b\u7a0b\u5f0f\u6a19\u6e96\u7684\u5de5\u5177\u4e00\u8d77\u4f7f\u7528\u3002\u9019\u5c07\u6975\u5927\u5730\u52a0\u5f37 Dify \u7684\u5de5\u5177\u7bb1\uff0c\u4f7f\u5176\u9069\u5408\u66f4\u5ee3\u6cdb\u7684\u7528\u9014\u548c\u4f7f\u7528\u8005\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u66f4\u9748\u6d3b\u7684\u5de5\u4f5c\u6d41\u7a0b\u8a2d\u5b9a\uff1a <\/strong>Dify \u5c07\u5141\u8a31\u958b\u767c\u4eba\u54e1\u8abf\u6574\u5de5\u4f5c\u6d41\u7a0b\u4ee5\u9069\u61c9\u4ed6\u5011\u81ea\u5df1\u7684\u696d\u52d9\u6d41\u7a0b\u548c\u9700\u6c42\u3002\u9019\u5c07\u4f7f Dify \u6210\u70ba\u5404\u7a2e\u884c\u696d\u548c\u60c5\u6cc1\u7684\u9996\u9078\u5de5\u5177\uff0c\u66f4\u597d\u5730\u6eff\u8db3\u5404\u7a2e\u696d\u52d9\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"heading-2\">\u6a21\u578b\u904b\u884c\u6642<\/h1>\n\n\n\n<p>\u901a\u904e\u6b64\u6b21\u91cd\u7d44\uff0c\u6211\u5011\u63a8\u51fa\u4e86\u6211\u5011\u7684\u7b2c\u4e00\u500b\u670d\u52d9\u6a21\u7d44 Model Runtime\uff0c\u9019\u6a19\u8a8c\u8457\u91cd\u7d44\u8a08\u5283\u7684\u958b\u59cb\uff0c\u4e5f\u662f\u63d0\u9ad8\u9748\u6d3b\u6027\u548c\u53ef\u64f4\u5145\u6027\u7684\u95dc\u9375\u4e00\u6b65\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/framerusercontent.com\/images\/yNoxxcmVePOEVnZ6J42vXHoB78.png?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p>\u5728 0.4.0 \u7248\u672c\u767c\u4f48\u4e4b\u524d\uff0cDify \u5df2\u7d93\u652f\u63f4\u4e86\u6578\u767e\u7a2e\u6d41\u884c\u7684\u5546\u696d\u548c\u958b\u6e90\u6a21\u578b\uff0c\u5305\u62ec\u672c\u5730\u548c\u57fa\u65bc MaaS \u7684\u6a21\u578b\u3002\u9019\u5305\u62ec LLM\u3001\u6587\u672c\u5d4c\u5165\u3001Rerank\u3001Speech2Text\u3001TTS \u7b49\u3002\u4f46\u662f\uff0cDify \u5c0d\u8907\u96dc\u3001\u9069\u61c9\u6027\u8f03\u5dee\u7684 LangChain \u67b6\u69cb\u7684\u4f9d\u8cf4\u4f7f\u5f97\u958b\u767c\u4eba\u54e1\u5f88\u96e3\u6dfb\u52a0\u65b0\u6a21\u578b\u3002\u4ed6\u5011\u9762\u81e8\u7684\u554f\u984c\u5305\u62ec\u4fb5\u5165\u6027\u958b\u767c\u3001\u6c92\u6709\u6a19\u6e96\u4ecb\u9762\u898f\u7bc4\u4ee5\u53ca\u70ba\u524d\u7aef\u548c\u5f8c\u7aef\u4f7f\u7528\u4e0d\u540c\u7684\u7a0b\u5f0f\u8a2d\u8a08\u8a9e\u8a00\u3002<\/p>\n\n\n\n<p>Runtime \u900f\u904e\u7c21\u5316\u6a21\u578b\u5916\u639b\u7a0b\u5f0f\u548c\u8b93\u958b\u767c\u4eba\u54e1\u9748\u6d3b\u5730\u8a2d\u5b9a\u6a21\u578b\u63d0\u4f9b\u7a0b\u5f0f\u4f86\u89e3\u6c7a\u9019\u500b\u554f\u984c\u3002\u9019\u7a2e\u96a8\u63d2\u5373\u7528\u7684\u65b9\u6cd5\u610f\u5473\u8457\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u66f4\u5feb\u5730\u6dfb\u52a0\u5404\u7a2e\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/framerusercontent.com\/images\/ZKQHQqvB7JvBDS2iSKZpHFaj48.png?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-3\">\u4e3b\u8981\u9032\u6b65<\/h2>\n\n\n\n<p><strong>\u7d71\u4e00\u4ecb\u9762<\/strong><\/p>\n\n\n\n<p>\u6240\u6709\u6a21\u578b\u985e\u578b\uff08\u5982\u6587\u672c\u5d4c\u5165\u6216\u63a8\u7406\u6a21\u578b\uff09\u90fd\u6709\u4e00\u500b\u7c21\u5316\u7684\u7d71\u4e00\u4ecb\u9762\u3002\u9019\u7a2e\u4e00\u81f4\u7684\u5b58\u53d6\u65b9\u6cd5\u7c21\u5316\u4e86\u5167\u6a21\u7d44\u5316\u578b\u7684\u904e\u7a0b\uff0c\u4e26\u4f7f\u5167\u6a21\u7d44\u5316\u578b\u7684\u904e\u7a0b\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># Example using Anthropic's large language model, where all models inherit from a model base classclass AnthropicLargeLanguageModel(LargeLanguageModel):    # _invoke()is a universal entry point forcalling any model.    # Inthe LLM class,forexample,it returns generated text.def_invoke():        # Implements the call's specific logic, including handling input\/output transformation, streaming, token counting...    # ... Otherfunctions<\/pre>\n\n\n\n<p><strong>\u4f7f\u7528 YAML \u7c21\u5316\u914d\u7f6e<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u6307\u5b9a\u7684 DSL\uff0c\u6211\u5011\u4ee5\u8072\u660e\u7684\u65b9\u5f0f\u8a2d\u5b9a\u6a21\u578b\u4f9b\u61c9\u5546\u548c\u6a21\u578b\u3002\u4ee3\u78bc\u5eab\u4e2d\u7684\u9019\u7a2e\u6e05\u6670\u5ea6\u4f7f\u6dfb\u52a0\u65b0\u6a21\u578b\u6a19\u6e96\u5316\uff0c\u4e26\u4f7f\u4f9b\u61c9\u5546\u548c\u6a21\u578b\u53c3\u6578\u66f4\u5177\u53ef\u8b80\u6027\u548c\u6613\u65bc\u7406\u89e3\u6027\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">provider:anthropicdescription:  en_US:Anthropic\u2019s powerful models,suchas Claude 2and Claude Instant.supported_model_types:- llm#...  credential_form_schemas:  - variable:anthropic_api_key    label:      en_US:API Key    type:secret-input# ...Other variables<\/pre>\n\n\n\n<p><strong>\u524d\u7aef\u7368\u7acb\u6027<\/strong><\/p>\n\n\n\n<p>\u73fe\u5728\uff0c\u6a21\u578b\u5b8c\u5168\u5728\u5f8c\u7aef\u5b9a\u7fa9\u548c\u8a2d\u5b9a\uff0c\u7121\u9700\u66f4\u6539\u524d\u7aef\u3002\u6a21\u578b\u908f\u8f2f\u8207UI\u8a2d\u8a08\u7684\u9019\u7a2e\u5206\u96e2\u4f7f\u4ee3\u78bc\u66f4\u52a0\u6a21\u7d44\u5316\u4e26\u52a0\u5feb\u4e86\u958b\u767c\u9031\u671f\u3002<\/p>\n\n\n\n<p><strong>\u52d5\u614b\u6dfb\u52a0<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u4f9b\u61c9\u5546\u8a2d\u5b9a\u4ecb\u9762\u5df2\u5f97\u5230\u6539\u9032\u3002\u73fe\u5728\uff0c\u53ef\u4ee5\u6aa2\u8996\u66f4\u5177\u9ad4\u7684\u6a21\u578b\u985e\u5225\u6a19\u7c64\uff0c\u4e26\u4e14\u53ef\u4ee5\u901a\u904e Runtime \u5167\u5efa\u7684\u6a21\u578b\u52d5\u614b\u6dfb\u52a0\u5230\u6e05\u55ae\u4e2d\u3002\u4f8b\u5982\uff0c\u6dfb\u52a0Google Gemini\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/framerusercontent.com\/images\/jpcw0K03PAFQYFDf2a9AyznOdU.gif?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<h1 class=\"wp-block-heading\" id=\"heading-4\">\u524d\u65b9\u7684\u9053\u8def<\/h1>\n\n\n\n<p>\u5728\u9019\u6bb5\u65c5\u7a0b\u4e2d\uff0c\u6211\u5011\u60f3\u5411 LangChain \u548c LlamaIndex \u7b49\u958b\u62d3\u8005\u5927\u558a\u5927\u53eb\u3002\u4ed6\u5011\u7684\u958b\u5275\u6027\u5de5\u4f5c\u548c\u898b\u89e3\u662f\u6211\u5011\u6210\u529f\u63a8\u51fa 0.1 \u7248\u672c\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n<p>\u9019\u6b21\u91cd\u5927\u7684\u7d50\u69cb\u6539\u9020\u986f\u793a\u4e86\u6211\u5011\u5c0d\u5275\u65b0\u548c\u4e00\u6d41\u54c1\u8cea\u7684\u57f7\u8457\u8ffd\u6c42\u3002\u6211\u5011\u7684\u76ee\u6a19\u662f\u5e6b\u52a9\u6211\u5011\u66f4\u597d\u5730\u70ba\u4f7f\u7528\u8005\u548c\u958b\u767c\u8005\u793e\u7fa4\u670d\u52d9\uff0c\u4e26\u4f7f\u6211\u5011\u5728\u7af6\u722d\u6fc0\u70c8\u7684\u5e02\u5834\u4e2d\u4fdd\u6301\u9818\u5148\u5730\u4f4d\u3002\u6211\u5011\u5c0d\u9019\u6b21\u6539\u9020\u611f\u5230\u8208\u596e\uff0c\u6211\u5011\u5e0c\u671b\u5f9e\u4e00\u958b\u59cb\u5c31\u8207 Dify \u5728\u4e00\u8d77\u7684\u958b\u767c\u4eba\u54e1\u80fd\u5206\u4eab\u6211\u5011\u7684\u71b1\u60c5\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/dify.ai\/blog\/dify-rolls-out-new-architecture\">https:\/\/dify.ai\/blog\/dify-rolls-out-new-architecture<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2024-01-10 | Levi Tian Dify 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