{"id":961,"date":"2024-07-21T07:40:00","date_gmt":"2024-07-20T23:40:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=961"},"modified":"2024-07-21T07:40:00","modified_gmt":"2024-07-20T23:40:00","slug":"dspy-%ef%bc%9a%e6%8f%90%e7%a4%ba%e8%af%8d%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%bb%88%e7%ab%a0%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/21\/dspy-%ef%bc%9a%e6%8f%90%e7%a4%ba%e8%af%8d%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%bb%88%e7%ab%a0%ef%bc%9f\/","title":{"rendered":"DSPy\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u7684\u201c\u7ec8\u7ae0\u201d\uff1f"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p class=\"has-text-align-left\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\"><strong>\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/strong><\/mark><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/DSPy8.png\" alt=\"\" class=\"wp-image-962\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u4f34\u968f AI \u5e94\u7528\u7684\u5e7f\u6cdb\u63a8\u5e7f\u4e0e\u666e\u53ca\uff0c\u4eba\u4eec\u9010\u6e10\u610f\u8bc6\u5230\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u7edd\u975e\u4e07\u80fd\u7684\u827a\u672f\u6291\u6216\u79d1\u5b66\uff0c\u5b83\u5e76\u975e\u5bf9\u6240\u6709\u95ee\u9898\u7684\u63d0\u793a\u7b56\u7565\u90fd\u884c\u4e4b\u6709\u6548\uff0c\u53ea\u6709\u90e8\u5206\u63d0\u793a\u8bed\u5728\u5b64\u7acb\u60c5\u5f62\u4e0b\u770b\u4f3c\u4f18\u826f\uff0c\u7136\u800c\u5728\u7efc\u5408\u8fd0\u7528\u65f6\u5374\u96be\u62c5\u91cd\u4efb\u3002\u5e76\u4e14\uff0c\u6bcf\u5f53\u5927\u6a21\u578b\u5e73\u53f0\u7684\u67d0\u4e2a\u7248\u672c\u8fdb\u884c\u5347\u7ea7\u540e\uff0c\u539f\u5148\u6709\u6548\u7684\u63d0\u793a\u8bcd\u5931\u6548\u7684\u60c5\u51b5\u5c61\u89c1\u4e0d\u9c9c\u3002\u6b63\u56e0\u5982\u6b64\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08<\/mark>\u4f3c\u4e4e\u6108\u53d1\u4e0e\u6570\u636e\u6807\u6ce8\u5458\u7684\u5de5\u4f5c\u6027\u8d28\u8d8b\u540c\uff0c\u9700\u8981\u8fdb\u884c\u5927\u91cf\u7684<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u91cd\u590d\u64cd\u4f5c\u3001\u53cd\u590d\u8bd5\u9a8c\u4ee5\u53ca\u624b\u5de5\u5236\u4f5c\uff0c\u9ad8\u4ef7\u503c\u7684\u4ea7\u51fa\u65e5\u76ca\u51cf\u5c11<\/mark>\uff0c\u9677\u5165\u4e86\u5c34\u5c2c\u4e4b\u5883\uff0c\u540c\u65f6\u8fd9\u4e5f\u5e76\u975e\u80fd\u591f\u53ef\u6301\u7eed\u6784\u5efa\u51fa\u4f18\u8d28\u5e94\u7528\u7684\u6709\u6548\u65b9\u6cd5\u3002\u597d\u5728<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">DSPy \u7684\u51fa\u73b0<\/mark>\u4e3a\u5316\u89e3\u6b64\u96be\u9898\u5f00\u8f9f\u4e86\u4e00\u6761\u5d2d\u65b0\u7684\u8def\u5f84\u3002<\/pre>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e00\u3001\u63d0\u793a\u5de5\u7a0b\u5b58\u5728\u7684\u95ee\u9898<\/strong><\/h3>\n\n\n\n<p>\u6211\u6e05\u6670\u5730\u8bb0\u5f97\u5c31\u5728\u51e0\u4e2a\u6708\u4e4b\u524d\uff0c\u63d0\u793a\u5de5\u7a0b\u8fd8\u662f\u4e2a\u70ed\u95e8\u8bdd\u9898\uff0c\u800c\u4e14\u6574\u4e2a\u5c31\u4e1a\u5e02\u573a\u90fd\u904d\u5e03\u7740\u62db\u8058\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u7684\u8eab\u5f71\u3002\u7136\u800c\u73b0\u4eca\u5728\u7845\u8c37\uff0c\u60c5\u51b5\u4f3c\u4e4e\u5e76\u975e\u5982\u6b64\u3002AI \u4ece\u4e1a\u516c\u53f8\u5df2\u666e\u904d\u610f\u8bc6\u5230\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e76\u975e\u4ec0\u4e48\u827a\u672f\u6216\u8005\u79d1\u5b66\uff0c\u5b83\u4ec5\u4ec5\u662f\u4e00\u79cd\u7cbe\u5999\u7684\u6c49\u65af\u73b0\u8c61\uff08<em>\u662f\u6307\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4eba\u4eec\u9519\u8bef\u5730\u5c06\u7b80\u5355\u7684\u5173\u8054\u6216\u5de7\u5408\u89c6\u4e3a\u5177\u6709\u67d0\u79cd\u6df1\u523b\u542b\u4e49\u6216\u89c4\u5f8b\u7684\u73b0\u8c61<\/em>\uff09\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u4eba\u7c7b\u4e3aAI\u63d0\u4f9b\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\uff0c\u4f7f\u7cfb\u7edf\u80fd\u4ee5\u66f4\u4f18\u7684\u65b9\u5f0f\u7ed9\u51fa\u56de\u7b54\u3002\u4eba\u4eec\u751a\u81f3\u8fd8\u64b0\u5199\u4e86\u4e00\u4e9b\u4e66\u7c4d\/\u535a\u5ba2\uff0c\u8bf8\u5982\u300a\u4eba\u4eba\u90fd\u662f\u63d0\u793a\u5de5\u7a0b\u5e08\u300b\u4e4b\u7c7b\u7684\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/4lB_hhIWW26bhDnO-LPLBA-1-1024x705.jpg\" alt=\"\" class=\"wp-image-968\"\/><\/figure>\n<\/div>\n\n\n<p>\u968f\u7740\u5927\u89c4\u6a21\u7684\u5e94\u7528\u5df2\u660e\u786e\u8868\u660e\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e76\u4e0d\u9002\u7528\u4e8e\u6240\u6709\u95ee\u9898\u7684\u5355\u4e00\u63d0\u793a\u8bed\u6216\u63d0\u793a\u7b56\u7565\uff0c\u53ea\u662f\u6709\u90e8\u5206\u63d0\u793a\u8bed\u5728\u5b64\u7acb\u7684\u72b6\u6001\u4e0b\u770b\u4f3c\u66f4\u597d\uff0c\u53ef\u5728\u7efc\u5408\u5206\u6790\u65f6\u5374\u4e0d\u582a\u91cd\u7528\u3002\u800c\u5f53\u5927\u6a21\u578b\u5e73\u53f0\u7684\u67d0\u4e2a\u7248\u672c\u5347\u7ea7\u540e\uff0c\u539f\u6765\u7684\u63d0\u793a\u8bcd\u65e0\u6548\u7684\u4f8b\u5b50\u6bd4\u6bd4\u7686\u662f\u3002\u6240\u4ee5\u5c31\u9020\u6210\u4e86\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u770b\u4e0a\u53bb\u8d8a\u6765\u8d8a\u548c\u6570\u636e\u6807\u6ce8\u5458\u8fd9\u4e2a\u5de5\u79cd\u7684\u5de5\u4f5c\u6027\u8d28\u7c7b\u4f3c\uff0c\u9700\u8981<strong>\u5927\u91cf\u91cd\u590d\u3001\u53cd\u590d\u8bd5\u9a8c\u624b\u5de5\u5236\u4f5c\uff0c\u9ad8\u4ef7\u503c\u4ea7\u51fa\u7269\u5728\u4e0d\u65ad\u51cf\u5c11<\/strong>\u7684\u5c34\u5c2c\u5883\u5730\uff0c\u540c\u65f6\u8fd9\u4e5f\u4e0d\u662f\u80fd\u53ef\u6301\u7eed\u6784\u5efa\u51fa\u4e00\u4e2a\u597d\u5e94\u7528\u7684\u65b9\u6cd5\u3002\u800c<strong>DSPy<\/strong>\u7684\u51fa\u73b0\u4e3a\u7834\u89e3\u8fd9\u4e2a\u95ee\u9898\u63a2\u7d22\u51fa\u4e00\u6761\u65b0\u7684\u9053\u8def\u3002<\/p>\n\n\n\n<p><strong>\u8fdb\u4e00\u6b65\u7406\u89e3\u63d0\u793a\u5de5\u7a0b\u5b58\u5728\u7684\u95ee\u9898<\/strong><\/p>\n\n\n\n<p>\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5f53\u6211\u8bf4<strong><em>\u201cAdd 5-shot CoT with RAG, using hard negative examples\u201d<\/em><\/strong>,\u8fd9\u53e5\u8bdd\u5728\u6982\u5ff5\u4e0a\u662f\u4e0d\u662f\u975e\u5e38\u6e05\u6670\uff1f\u4f46\u5728<strong>\u5177\u4f53\u5230\u63d0\u793a\u8bcd\u5b9e\u8df5\u4e2d\u5374\u5f88\u96be\u5b9e\u73b0<\/strong>\uff0c\u56e0\u4e3aLLM \u5bf9\u63d0\u793a\u975e\u5e38\u654f\u611f\uff0c\u6240\u4ee5\u5728\u63d0\u793a\u4e2d\u52a0\u5165\u8fd9\u79cd\u7ed3\u6784\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u662f\u884c\u4e0d\u901a\u7684\u3002\u540c\u65f6LLM \u7684\u884c\u4e3a\u5bf9\u63d0\u793a\u8bed\u7684\u7f16\u5199\u65b9\u5f0f\u975e\u5e38\u654f\u611f\uff0c\u7167\u6210\u4e86\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u5f88\u96be\u5f15\u5bfc\u5b83\u4eec\u3002\u56e0\u6b64\uff0c\u5f53\u6211\u4eec\u6784\u5efa\u7ba1\u9053\u65f6\uff0c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u8981\u8bf4\u670d LLM \u4ee5\u67d0\u79cd\u65b9\u5f0f\u63d0\u4f9b\u8f93\u51fa\uff0c\u66f4\u591a\u7684\u8f93\u51fa\u5e94\u8be5\u53d7\u5230\u9650\u5236\uff0c\u4f7f\u5176\u53ef\u4ee5\u4f5c\u4e3a\u7ba1\u9053\u4e2d\u5176\u4ed6\u6a21\u5757\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u76ee\u524d\u5df2\u7ecf\u6709\u5f88\u591a\u7814\u7a76\u5728\u8fdb\u884c\uff0c\u4f46\u53d6\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\u7684\u4e0d\u591a\uff0c\u5927\u591a\u6570\u7814\u7a76\u90fd\u81f4\u529b\u4e8e\u5b57\u7b26\u4e32\u6a21\u677f\uff0c\u4f46\u8fd9\u79cd\u6a21\u677f\u65e2\u8106\u5f31\u53c8\u4e0d\u53ef\u6269\u5c55\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u8bed\u8a00\u6a21\u578b\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u63d0\u793a\u4e5f\u4f1a\u968f\u4e4b\u4e2d\u65ad\u3002\u5982\u679c\u6211\u4eec\u60f3\u5c06\u6211\u4eec\u7684\u6a21\u5757\u63d2\u5165\u4e0d\u540c\u7684\u7ba1\u9053\uff0c\u5b83\u5c31\u4f1a\u5931\u6548\u3002\u6211\u4eec\u60f3\u8ba9\u5b83\u4e0e\u66f4\u65b0\u7684\u5de5\u5177\u3001\u65b0\u7684\u6570\u636e\u5e93\u6216\u68c0\u7d22\u5668\u4ea4\u4e92\uff0c\u5b83\u4e5f\u65e0\u6cd5\u5de5\u4f5c\u3002\u800c\u8fd9\u6b63\u662f DSPy \u6240\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5b83\u5c06 LLM \u89c6\u4e3a\u4e00\u4e2a\u6a21\u5757\uff0c\u6839\u636e\u5b83\u4e0e\u7ba1\u9053\u4e2d\u5176\u4ed6\u7ec4\u4ef6\u7684\u4ea4\u4e92\u65b9\u5f0f\u81ea\u52a8\u8c03\u6574\u5176\u884c\u4e3a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e8c\u3001DSPy \u4ecb\u7ecd<\/strong><\/h3>\n\n\n\n<p><strong>DSPy<\/strong>\uff08\u201cDeclarative Self-Improved Language Programs (in Python)\u201d\uff0c\u53d1\u97f3\u4e3a\u201cdee-es-pie\u201d\uff09<strong>\u662f\u4e00\u4e2a\u7531\u65af\u5766\u798f\u5927\u5b66 NLP \u7814\u7a76\u4eba\u5458\u5f00\u53d1\u7684\u201c\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u7f16\u7a0b\u201d\u6846\u67b6\u3002<\/strong>\u63d0\u4f9b\u5f00\u6e90\u4f9b\u5927\u5bb6\u4e00\u8d77\u6765\u7814\u7a76\uff0c GitHub \u9875\u9762\uff08<a href=\"https:\/\/github.com\/stanfordnlp\/dspy\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/stanfordnlp\/dspy<\/a>&nbsp;\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/1ICsY1ih79_x7_VD8Qvtm1Q.webp\" alt=\"\" class=\"wp-image-973\"\/><\/figure>\n\n\n\n<p>\u6b63\u5982\u6211\u524d\u6587\u63cf\u8ff0\u6240\u8ff0\uff0c\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u5e94\u7528\u7a0b\u5e8f\u901a\u5e38\u8f83\u4e3a\u590d\u6742\u4e14\u8106\u5f31\uff0c\u56e0\u4e3a\u5176\u5178\u578b\u7684\u6d41\u7a0b\u5e38\u4f7f\u7528\u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\u624b\u5de5\u5236\u4f5c\u7684\u63d0\u793a\u8bed\u6765\u5b9e\u73b0\uff0c\u800c\u8bed\u8a00\u6a21\u578b\u5bf9\u63d0\u793a\u65b9\u5f0f\u5f88\u654f\u611f\uff0c\u5f53\u66f4\u6539\u6d41\u7a0b\u4e2d\u7684\u90e8\u5206\u7ec4\u4ef6\uff08\u5982\u8bed\u8a00\u6a21\u578b\u6216\u6570\u636e\uff09\u65f6\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u6027\u80fd\uff0c\u9664\u975e\u8c03\u6574\u63d0\u793a\u6216\u8fdb\u884c\u5fae\u8c03\u6b65\u9aa4<strong>\u3002DSPy \u65e8\u5728\u89e3\u51b3\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u8106\u5f31\u6027\u95ee\u9898\uff0c\u5b83\u5f3a\u8c03\u7f16\u7a0b\u800c\u975e\u63d0\u793a\uff0c<\/strong>\u901a\u8fc7\u5c06\u7a0b\u5e8f\u7684\u4fe1\u606f\u6d41\u4e0e\u6bcf\u4e2a\u6b65\u9aa4\u7684\u53c2\u6570\uff08\u5982\u63d0\u793a\u548c\u8bed\u8a00\u6a21\u578b\u6743\u91cd\uff09\u5206\u79bb\uff0c\u4e3a\u6784\u5efa\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u4e86\u66f4\u7cfb\u7edf\u5316\u7684\u65b9\u6cd5\u3002\u8be5\u6846\u67b6\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u6982\u5ff5\uff0c<strong>\u7528\u7b7e\u540d\u62bd\u8c61\u5e76\u66ff\u6362\u624b\u5199\u7684\u63d0\u793a\u548c\u5fae\u8c03<\/strong>\uff0c\u7528\u6a21\u5757\u62bd\u8c61\u5e76\u66ff\u6362\u66f4\u9ad8\u7ea7\u7684\u63d0\u793a\u6280\u672f\uff0c\u540c\u65f6\u901a\u8fc7\u63d0\u793a\u5668\u548c\u7f16\u8bd1\u5668\u5c06\u624b\u52a8\u63d0\u793a\u5de5\u7a0b\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<p>\u4e0e\u5176\u4ed6\u4e00\u4e9b\u6846\u67b6\u76f8\u6bd4\uff0c\u4f7f\u7528 LangChain \u548c LlamaIndex \u7684\u5178\u578b\u6d41\u7a0b\u901a\u5e38\u4f7f\u7528\u63d0\u793a\u6a21\u677f\u5b9e\u73b0\uff0c\u8fd9\u4f7f\u5f97\u6574\u4e2a\u6d41\u7a0b\u5bf9\u7ec4\u4ef6\u53d8\u5316\u975e\u5e38\u654f\u611f\u3002\u800c DSPy \u4e2d\u5f15\u5165\u7684\u7f16\u8bd1\u5668\u5728\u6539\u53d8\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u7ec4\u4ef6\uff08\u5982\u8bed\u8a00\u6a21\u578b\u6216\u6570\u636e\uff09\u65f6\uff0c\u6d88\u9664\u4e86\u989d\u5916\u7684\u63d0\u793a\u5de5\u7a0b\u6216\u5fae\u8c03\u5de5\u4f5c\uff0c\u5f00\u53d1\u4eba\u5458\u53ea\u9700\u91cd\u65b0\u7f16\u8bd1\u7a0b\u5e8f\uff0c\u5373\u53ef\u4f18\u5316\u6d41\u7a0b\u4ee5\u9002\u5e94\u65b0\u7684\u53d8\u5316\uff0c\u4ece\u800c\u80fd\u4ee5\u66f4\u5c11\u7684\u5de5\u4f5c\u91cf\u83b7\u5f97\u8f83\u597d\u7684\u6d41\u7a0b\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u6709\u6570\u636e\u79d1\u5b66\u80cc\u666f\u7684\u4eba\u6765\u8bf4\uff0cDSPy \u7684\u8bed\u6cd5\u4e0e PyTorch \u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f8b\u5982\u5728 PyTorch \u4e2d\u901a\u7528\u5c42\u53ef\u5728\u4efb\u4f55\u6a21\u578b\u67b6\u6784\u4e2d\u7ec4\u5408\uff0c\u5728 DSPy \u4e2d\u901a\u7528\u6a21\u5757\u53ef\u5728\u4efb\u4f55\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7ec4\u5408\uff0c\u7f16\u8bd1 DSPy \u7a0b\u5e8f\u7c7b\u4f3c\u4e8e\u5728 PyTorch \u4e2d\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\uff08\u5176\u4e2d\u4f7f\u7528\u4f18\u5316\u5668\u8bad\u7ec3\u6a21\u578b\u6743\u91cd\uff09\u3002\u56e0\u6b64\uff0cDSPy \u7684\u76ee\u6807\u662f\u5c06\u91cd\u70b9\u4ece\u8c03\u6574 LLM \u8f6c\u79fb\u5230\u826f\u597d\u7684\u603b\u4f53\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\u3002<\/p>\n\n\n\n<p><strong>\u4f46\u5982\u4f55\u505a\u5230\u8fd9\u4e00\u70b9\u5462\uff1f<\/strong><br>\u4ece\u601d\u7ef4\u5c42\u9762\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06 LLMs \u89c6\u4e3a \u8bbe\u5907\uff1a\u6267\u884c\u6307\u4ee4\u5e76\u901a\u8fc7\u7c7b\u4f3c DNN \u7684\u62bd\u8c61\u65b9\u6cd5\u8fdb\u884c\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u5728 PyTorch \u4e2d\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5377\u79ef\u5c42\uff0c\u5b83\u53ef\u4ee5\u5bf9\u6765\u81ea\u5176\u4ed6\u5c42\u7684\u4e00\u7ec4\u8f93\u5165\u8fdb\u884c\u64cd\u4f5c\u3002\u4ece\u6982\u5ff5\u4e0a\u8bb2\uff0c\u6211\u4eec\u53ef\u4ee5\u5806\u53e0\u8fd9\u4e9b\u5c42\uff0c\u5e76\u5728\u539f\u59cb\u8f93\u5165\u4e0a\u5b9e\u73b0\u6240\u9700\u7684\u62bd\u8c61\u7ea7\u522b\uff0c\u6211\u4eec\u4e0d\u9700\u8981\u5b9a\u4e49\u4efb\u4f55 CUDA \u5185\u6838\u548c\u8bb8\u591a\u5176\u4ed6\u6307\u4ee4\u3002\u6240\u6709\u8fd9\u4e9b\u90fd\u5df2\u5728\u5377\u79ef\u5c42\u7684\u5b9a\u4e49\u4e2d\u8fdb\u884c\u4e86\u62bd\u8c61\u3002\u8fd9\u5c31\u662f\u6211\u4eec\u5e0c\u671b\u901a\u8fc7 LLMs \u5b9e\u73b0\u7684\u6548\u679c\uff0cLLMs \u662f\u62bd\u8c61\u5316\u7684\u6a21\u5757\uff0c\u901a\u8fc7\u4e0d\u540c\u7684\u7ec4\u5408\u5806\u53e0\u6765\u5b9e\u73b0\u67d0\u79cd\u884c\u4e3a\uff0c\u65e0\u8bba\u662f CoT\u3001ReAct \u8fd8\u662f\u5176\u4ed6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e09\u3001\u7528 DSPy \u8fdb\u884c\u6a21\u578b\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u6240\u9700\u7684\u884c\u4e3a\uff0c\u6211\u4eec\u9700\u8981\u7528 DSPy \u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u4f7f\u7528 DSPy \u6784\u5efa\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684<strong>\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/strong>\u9996\u5148\u6536\u96c6\u6570\u636e\u96c6\uff0c\u5373\u6536\u96c6\u7a0b\u5e8f\u8f93\u5165\u548c\u8f93\u51fa\u7684\u4e00\u4e9b\u793a\u4f8b\uff08\u5982\u95ee\u9898\u548c\u7b54\u6848\u5bf9\uff09\uff0c\u7528\u4e8e\u4f18\u5316\u6d41\u7a0b\uff1b\u7136\u540e\u7f16\u5199 DSPy \u7a0b\u5e8f\uff0c\u4f7f\u7528\u7b7e\u540d\u548c\u6a21\u5757\u5b9a\u4e49\u7a0b\u5e8f\u903b\u8f91\u4ee5\u53ca\u7ec4\u4ef6\u4e4b\u95f4\u7684\u4fe1\u606f\u6d41\u6765\u89e3\u51b3\u4efb\u52a1\uff1b\u63a5\u7740\u5b9a\u4e49\u9a8c\u8bc1\u903b\u8f91\uff0c\u5373\u4f7f\u7528\u9a8c\u8bc1\u5ea6\u91cf\u548c\u4f18\u5316\u5668\uff08\u63d0\u793a\u5668\uff09\u6765\u4f18\u5316\u7a0b\u5e8f\uff1b\u4e4b\u540e\u7f16\u8bd1 DSPy \u7a0b\u5e8f\uff0c\u7f16\u8bd1\u5668\u4f1a\u5c06\u8bad\u7ec3\u6570\u636e\u3001\u7a0b\u5e8f\u3001\u4f18\u5316\u5668\u548c\u9a8c\u8bc1\u5ea6\u91cf\u7b49\u90fd\u8003\u8651\u5728\u5185\uff0c\u4ee5\u4f18\u5316\u7a0b\u5e8f\uff08\u4f8b\u5982\u63d0\u793a\u6216\u5fae\u8c03\uff09\uff1b\u6700\u540e\u8fdb\u884c\u8fed\u4ee3\uff0c\u901a\u8fc7\u6539\u8fdb\u6570\u636e\u3001\u7a0b\u5e8f\u6216\u9a8c\u8bc1\u7b49\uff0c\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u76f4\u81f3\u5bf9\u6d41\u7a0b\u7684\u6027\u80fd\u6ee1\u610f\u4e3a\u6b62\u3002\u6211\u4e0b\u9762\u7528<strong>python<\/strong>\u4e00\u6b65\u6b65\u7684\u6f14\u793a\u7ed9\u5927\u5bb6\u770b\uff1a<\/p>\n\n\n\n<p><strong>1. \u914d\u7f6e\u8bed\u8a00\u6a21\u578b\uff1a<\/strong>\u4f7f\u7528&nbsp;<code>dspy.openai<\/code>&nbsp;\u51fd\u6570\u914d\u7f6e\u6240\u9700\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4f8b\u5982\u6307\u5b9a\u6a21\u578b\u540d\u79f0\uff08\u5982\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684gpt-4o-mini\uff09\u548c API \u5bc6\u94a5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import dspy llm = dspy.openai(model='gpt-4o-mini-2024-07-18', api_key=your_openai_api_key) dspy.settings.configure(lm=llm)<\/code><\/pre>\n\n\n\n<p><strong>2.\u5b9a\u4e49\u4efb\u52a1\u7b7e\u540d\uff1a<\/strong>\u4efb\u52a1\u7b7e\u540d\u7528\u4e8e\u63cf\u8ff0\u8f93\u5165\u548c\u8f93\u51fa\u7684\u683c\u5f0f\u3002\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u7b7e\u540d\u7c7b\uff0c\u660e\u786e\u8f93\u5165\u5b57\u6bb5\u548c\u8f93\u51fa\u5b57\u6bb5\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>class your_signature(dspy.signature): \"\"\"\u4efb\u52a1\u7684\u5177\u4f53\u63cf\u8ff0\"\"\" input_field = dspy.inputfield(desc=\"\u8f93\u5165\u5b57\u6bb5\u7684\u63cf\u8ff0\") output_field = dspy.outputfield(desc=\"\u8f93\u51fa\u5b57\u6bb5\u7684\u63cf\u8ff0\")<\/code><\/pre>\n\n\n\n<p><strong>3.\u521b\u5efa\u6a21\u5757\uff1a<\/strong>\u57fa\u4e8e\u5b9a\u4e49\u7684\u7b7e\u540d\u521b\u5efa\u76f8\u5e94\u7684\u6a21\u5757\uff0c\u6a21\u5757\u5c06\u4f7f\u7528\u7b7e\u540d\u6765\u6267\u884c\u5177\u4f53\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>class your_module(dspy.module): def forward(self, *inputs): # \u5728\u6b64\u5904\u5b9e\u73b0\u6a21\u5757\u7684\u5177\u4f53\u903b\u8f91 # \u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5904\u7406\u5e76\u8fd4\u56de\u8f93\u51fa return output<\/code><\/pre>\n\n\n\n<p><strong>4.\u751f\u6210\u5408\u6210\u6570\u636e\uff08\u53ef\u9009\uff09\uff1a<\/strong>\u5982\u679c\u6570\u636e\u7a00\u7f3a\uff0c\u53ef\u4ee5\u4f7f\u7528\u5176\u4ed6\u65b9\u6cd5\uff08\u5982\u7ed3\u5408 LangChain\uff09\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u8fdb\u884c\u63d0\u793a\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 LangChain \u6839\u636e\u9884\u8bbe\u7684\u6807\u51c6\u6216\u7ed3\u6784\u751f\u6210\u5177\u6709\u771f\u5b9e\u6570\u636e\u7279\u5f81\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u3002<\/p>\n\n\n\n<p><br><strong>5.\u8fdb\u884c\u63d0\u793a\u4f18\u5316\uff08\u5982\u679c\u9700\u8981\uff09\uff1a<\/strong>\u5229\u7528 DSPy \u7684\u63d0\u793a\u4f18\u5316\u529f\u80fd\uff0c\u6839\u636e\u5408\u6210\u6570\u636e\u6216\u5df2\u6709\u6570\u636e\u6765\u4f18\u5316\u63d0\u793a\u3002\u53ef\u4ee5\u4f7f\u7528 bootstrap_fewshot \u7b49\u65b9\u6cd5\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n\n\n\n<p><br><strong>6.\u5b9a\u4e49\u8bad\u7ec3\u96c6\uff1a<\/strong>\u5982\u679c\u9700\u8981\u8bad\u7ec3\u6a21\u578b\uff0c\u5c06\u5408\u6210\u6570\u636e\u6216\u5b9e\u9645\u6570\u636e\u8f6c\u6362\u4e3a\u9002\u5408\u8bad\u7ec3\u7684\u683c\u5f0f\u3002\u4f8b\u5982\uff0c\u5c06\u6570\u636e\u4e0e\u5b9a\u4e49\u7684\u7b7e\u540d\u8fdb\u884c\u5173\u8054\uff0c\u4e3a\u6a21\u5757\u63d0\u4f9b\u8f93\u5165\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>train_set = (x.with_inputs('input_field_name') for x in few_shot_examples)<\/code><\/pre>\n\n\n\n<p><strong>7.\u4f7f\u7528\u6a21\u5757\u8fdb\u884c\u63a8\u7406\u6216\u8bad\u7ec3\uff1a<\/strong>\u5728\u8bad\u7ec3\u6216\u63a8\u7406\u9636\u6bb5\uff0c\u8c03\u7528\u6a21\u5757\u7684\u65b9\u6cd5\u5e76\u4f20\u5165\u76f8\u5e94\u7684\u8f93\u5165\u6570\u636e\uff0c\u83b7\u53d6\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>module = your_module() response = module(input_data)<\/code><\/pre>\n\n\n\n<p><strong>8.\u7f16\u8bd1\u548c\u4f18\u5316\uff08\u53ef\u9009\uff09\uff1a<\/strong>\u4f7f\u7528 DSPy \u7f16\u8bd1\u5668\u5bf9\u6574\u4e2a\u6d41\u7a0b\u8fdb\u884c\u7f16\u8bd1\u548c\u4f18\u5316\uff0c\u7f16\u8bd1\u5668\u4f1a\u8003\u8651\u7a0b\u5e8f\u3001\u8bad\u7ec3\u6570\u636e\u3001\u9a8c\u8bc1\u6307\u6807\u7b49\uff0c\u81ea\u52a8\u751f\u6210\u4f18\u5316\u7684\u8c03\u7528\u7b56\u7565\u548c\u63d0\u793a\uff08\u6216\u5fae\u8c03\u6a21\u578b\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from dspy.teleprompt import bootstrap_fewshot from dspy.evaluate import answer_exact_match # \u8fdb\u884c\u7f16\u8bd1\u548c\u4f18\u5316\u7684\u4ee3\u7801\u793a\u4f8b compiler_optimized_module = bootstrap_fewshot(module, train_set) response = compiler_optimized_module(input_data)<\/code><\/pre>\n\n\n\n<p><strong>9.\u8fed\u4ee3\u548c\u6539\u8fdb\uff1a<\/strong>\u6839\u636e\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\u548c\u6027\u80fd\u8bc4\u4f30\uff0c\u4e0d\u65ad\u6539\u8fdb\u6570\u636e\u3001\u7a0b\u5e8f\u6216\u9a8c\u8bc1\u903b\u8f91\uff0c\u91cd\u590d\u4e0a\u8ff0\u6b65\u9aa4\u8fdb\u884c\u8fed\u4ee3\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u8fd9\u53ea\u662f\u4e00\u4e2a\u57fa\u672c\u7684\u6982\u8ff0\uff0c\u5b9e\u9645\u4f7f\u7528 DSPy \u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u7684\u4efb\u52a1\u548c\u9700\u6c42\u6765\u8be6\u7ec6\u8bbe\u8ba1\u7b7e\u540d\u3001\u6a21\u5757\u4ee5\u53ca\u4f18\u5316\u7b56\u7565\u3002\u540c\u65f6\uff0c\u8fd8\u9700\u8981\u6839\u636e\u6570\u636e\u7684\u7279\u70b9\u548c\u95ee\u9898\u7684\u590d\u6742\u6027\u8fdb\u884c\u8c03\u6574\u548c\u6269\u5c55\u3002<\/p>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c\u786e\u4fdd\u5df2\u7ecf\u6b63\u786e\u5b89\u88c5\u4e86 DSPy \u53ca\u5176\u6240\u9700\u7684\u4f9d\u8d56\u9879\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u7684\u4efb\u52a1\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684\u7b7e\u540d\u3001\u6a21\u5757\u548c\u4f18\u5316\u65b9\u6cd5\uff0c\u5177\u4f53\u7684\u5b9e\u73b0\u4f1a\u56e0\u95ee\u9898\u800c\u5f02\u3002\u5efa\u8bae\u53c2\u8003 DSPy \u7684\u6587\u6863\u3001\u793a\u4f8b\u4ee3\u7801\u4ee5\u53ca\u76f8\u5173\u7684\u6559\u7a0b\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528\u4e8e\u7279\u5b9a\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5c55\u793a\u4e86\u4f7f\u7528 DSPy \u8fdb\u884c\u8c0e\u8a00\u68c0\u6d4b\u7684\u57fa\u672c\u6b65\u9aa4\uff0c\u5305\u62ec\u5b9a\u4e49\u7b7e\u540d\u3001\u751f\u6210\u5408\u6210\u6570\u636e\u548c\u8fdb\u884c\u63d0\u793a\u4f18\u5316\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import dspy \nfrom typing import List \nfrom langchain.prompts import prompt_template \nfrom langchain_core.output_parsers import json_output_parser \nfrom langchain_core.pydantic_v1 import BaseModel, Field \nfrom langchain_openai import ChatOpenAI \n\n# \u914d\u7f6e\u8bed\u8a00\u6a21\u578b \nllm = ChatOpenAI(temperature=1, api_key=your_openai_api_key) dspy.settings.configure(lm=llm) \n\n# \u5b9a\u4e49\u8c0e\u8a00\u68c0\u6d4b\u7684\u7b7e\u540d \nclass Veracity(dspy.signature): \n\"\"\"\u8bc4\u4f30\u4e00\u4e2a\u9648\u8ff0\u7684\u771f\u5b9e\u6027\"\"\" \nfact = dspy.inputfield(desc=\"\u4e00\u4e2a\u9648\u8ff0\") \nanswer = dspy.outputfield(desc=\"\u5bf9\u9648\u8ff0\u771f\u5b9e\u6027\u7684\u8bc4\u4f30\")\n\nclass LieDetector(dspy.module): \ndef forward(self, fact):\n# \u8fd9\u91cc\u53ef\u4ee5\u6dfb\u52a0\u5177\u4f53\u7684\u5904\u7406\u903b\u8f91\uff0c\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5224\u65ad\u7b49 \nreturn {\"answer\": True} # \u5047\u8bbe\u7b80\u5355\u5730\u8fd4\u56de True \u4f5c\u4e3a\u793a\u4f8b \n\n# \u751f\u6210\u5408\u6210\u6570\u636e \nclass Data(BaseModel): \nfact: str = Field(description=\"\u5173\u4e8e\u751f\u6d3b\u3001\u79d1\u5b66\u6216\u5386\u53f2\u7684\u4e00\u822c\u4e8b\u5b9e\") \nanswer: str = Field(description=\"\u4e8b\u5b9e\u7684\u771f\u5b9e\u6027\uff0c\u5e03\u5c14\u503c 1 \u6216 0\") \n\nparser = json_output_parser(pydantic_object=Data) \nprompt = prompt_template( template=\"\u56de\u7b54\u7528\u6237\u67e5\u8be2\\n{format_instructions}\\n{query}\\n\", \ninput_variables=(\"query\"), \npartial_variables={\"format_instructions\": parser.get_format_instructions()} ) \nchain = prompt | model | parser \n\nlist_of_facts = (chain.invoke({\"query\": \"\u751f\u6210\u6570\u636e\"}) for _ in range(10)) # \u751f\u6210 10 \u4e2a\u4e8b\u5b9e-\u7b54\u6848\u5bf9 few_shot_examples = (dspy.example(fact) for fact in list_of_facts) \n\n# \u5408\u6210\u63d0\u793a\u4f18\u5316 \nfrom dspy.teleprompt import bootstrap_fewshot \n\n# \u5c06\u4e8b\u5b9e\u5b9a\u4e49\u4e3a\u8c0e\u8a00\u68c0\u6d4b\u5668\u7684\u8f93\u5165 \ntrain_set = (x.with_inputs('fact') for x in few_shot_examples) \n\n# \u4f18\u5316\u8c0e\u8a00\u68c0\u6d4b\u5668\u6a21\u5757 \ncompiled_lie_detector = bootstrap_fewshot(LieDetector(), train_set) \n\n# \u8fdb\u884c\u8c0e\u8a00\u68c0\u6d4b \ntext = \"\u6708\u4eae\u662f\u7531\u5976\u916a\u7ec4\u6210\u7684\" \nresponse = compiled_lie_detector(fact=text) \nprint(response.answer)<\/code><\/pre>\n\n\n\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c\u9996\u5148\u5b9a\u4e49\u4e86\u4e00\u4e2a\u7528\u4e8e\u8c0e\u8a00\u68c0\u6d4b\u7684\u7b7e\u540d&nbsp;<code>Veracity<\/code>\uff0c\u5176\u4e2d\u5305\u542b\u8f93\u5165\u5b57\u6bb5&nbsp;<code>fact<\/code>\uff08\u5f85\u68c0\u6d4b\u7684\u9648\u8ff0\uff09\u548c\u8f93\u51fa\u5b57\u6bb5&nbsp;<code>answer<\/code>\uff08\u771f\u5b9e\u6027\u8bc4\u4f30\uff09\u3002\u7136\u540e\u521b\u5efa\u4e86\u4e00\u4e2a\u7b80\u5355\u7684&nbsp;<code>LieDetector<\/code>&nbsp;\u6a21\u5757\uff0c\u5176&nbsp;<code>forward<\/code>&nbsp;\u65b9\u6cd5\u76ee\u524d\u53ea\u662f\u7b80\u5355\u5730\u8fd4\u56de&nbsp;<code>True<\/code>&nbsp;\u4f5c\u4e3a\u793a\u4f8b\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u4f7f\u7528&nbsp;<code>LangChain<\/code>&nbsp;\u751f\u6210\u4e86\u4e00\u4e9b\u5e26\u6709\u4e8b\u5b9e\u548c\u771f\u5b9e\u6027\u7b54\u6848\u7684\u793a\u4f8b\u6570\u636e\u3002\u63a5\u7740\uff0c\u4f7f\u7528&nbsp;<code>bootstrap_fewshot<\/code>&nbsp;\u51fd\u6570\u5bf9&nbsp;<code>LieDetector<\/code>&nbsp;\u6a21\u5757\u8fdb\u884c\u4e86\u63d0\u793a\u4f18\u5316\uff0c\u5f97\u5230\u4f18\u5316\u540e\u7684&nbsp;<code>compiled_lie_detector<\/code>\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u4f7f\u7528\u4f18\u5316\u540e\u7684\u6a21\u5757\u5bf9\u4e00\u4e2a\u793a\u4f8b\u6587\u672c\u8fdb\u884c\u8c0e\u8a00\u68c0\u6d4b\uff0c\u5e76\u6253\u5370\u51fa\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u5b9e\u9645\u5e94\u7528\u4e2d\u53ef\u80fd\u9700\u8981\u66f4\u590d\u6742\u7684\u6a21\u5757\u903b\u8f91\u548c\u66f4\u5168\u9762\u7684\u4f18\u5316\u7b56\u7565\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4f60\u7684\u4efb\u52a1\u9700\u6c42\u548c\u6570\u636e\u7279\u70b9\u3002\u540c\u65f6\uff0c\u8fd8\u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8c03\u6574\u7b7e\u540d\u3001\u6a21\u5757\u7684\u5b9a\u4e49\u4ee5\u53ca\u751f\u6210\u5408\u6210\u6570\u636e\u7684\u65b9\u5f0f\u7b49\u3002\u6b64\u5916\uff0c\u786e\u4fdd\u5c06&nbsp;<code>your_openai_api_key<\/code>&nbsp;\u66ff\u6362\u4e3a\u4f60\u5b9e\u9645\u7684 OpenAI API \u5bc6\u94a5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/DSPy-visualizer-1024x633.png\" alt=\"\" class=\"wp-image-977\"\/><\/figure>\n<\/div>\n\n\n<p>\u4e0a\u56fe\u662fDSPy\u4e3a\u4e86\u53ef\u89c6\u5316\u4f18\u5316\u8fc7\u7a0b\u4e2d\u7684\u8fdb\u5ea6\uff0c\u901a\u8fc7\u68c0\u67e5\u6b63\u5728\u4f18\u5316\u7684\u63d0\u793a\u3001\u7b7e\u540d\u548c\u6f14\u793a\u3001\u6b63\u5728\u8bc4\u4f30\u7684\u793a\u4f8b\u4ee5\u53ca LM \u8c03\u7528\u548c\u6210\u672c\u6765\u5e2e\u52a9\u7406\u89e3\u548c\u8c03\u8bd5\u4f18\u5316\u5668\uff1a<a href=\"https:\/\/docs.langwatch.ai\/dspy-visualization\/quickstart\">DSPy Visualizer<\/a>\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u60f3\u8be6\u7ec6\u4e86\u89e3 DSPy\uff0c\u53ef\u4ee5\u8bbf\u95ee\u5176 GitHub \u9875\u9762\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u3002\uff08<a href=\"https:\/\/github.com\/stanfordnlp\/dspy\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/stanfordnlp\/dspy<\/a>&nbsp;\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u56db\u3001\u7ed3\u8bba<\/strong><\/h3>\n\n\n\n<p>\u5f88\u591a\u73b0\u5b9e\u7ed3\u679c\u90fd\u8868\u660e\uff0c\u5728 DSPy \u4e2d\u7ed3\u5408\u591a\u8df3\u8bbe\u7f6e\u751a\u81f3\u53ef\u4ee5\u8d85\u8d8a\u4eba\u5de5\u53cd\u9988\u3002\u751a\u81f3\u5728 DSPy \u8bbe\u7f6e\u4e2d\u5c1d\u8bd5\u4f7f\u7528 T5 \u7b49\u66f4\u5c0f\u7684\u6a21\u578b\u4e5f\u80fd\u4e0e GPT \u76f8\u6bd4\u3002\u5728 lang chain \u53d1\u5e03\u540e\uff0cDSPy \u662f\u6211\u9047\u5230\u8fc7\u7684\u6700\u9177\u7684\u7cfb\u7edf\u4e4b\u4e00\uff0c\u8fd9\u8868\u660e\u6211\u4eec\u6709\u5e0c\u671b\u5236\u9020\u51fa\u66f4\u597d\u7684\u3001\u7cfb\u7edf\u5316\u8bbe\u8ba1\u7684\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u5728\u5927\u578b LLM \u7ba1\u9053\u4e2d\u80e1\u4e71\u62fc\u51d1\u3002\u6700\u540e\uff0c\u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u60a8\u6709\u4ef7\u503c\uff0c\u8bf7\u4e3a\u6211\u70b9\u8d5e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\"><strong>\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u5236\u7528\u4e8e\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/strong><\/mark><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/21\/dspy-%ef%bc%9a%e6%8f%90%e7%a4%ba%e8%af%8d%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%bb%88%e7%ab%a0%ef%bc%9f\/\">Continue reading<span class=\"screen-reader-text\">DSPy\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u7684\u201c\u7ec8\u7ae0\u201d\uff1f<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[3],"class_list":["post-961","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/961","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=961"}],"version-history":[{"count":0,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/961\/revisions"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=961"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}