{"id":30533,"date":"2025-04-17T16:39:12","date_gmt":"2025-04-17T08:39:12","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30533"},"modified":"2025-04-17T16:39:12","modified_gmt":"2025-04-17T08:39:12","slug":"gpt-41-guanfangtishi","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/gpt-41-guanfangtishi\/","title":{"rendered":"GPT-4.1 \u5b98\u65b9\u63d0\u793a\u5de5\u7a0b\u6307\u5357\uff08\u4e2d\u6587\u7248\uff09"},"content":{"rendered":"<p>GPT-4.1\u00a0\u7cfb\u5217\u6a21\u578b\u76f8\u8f83\u4e8e\u00a0GPT-4o\uff0c\u5728\u7f16\u7801\u3001\u6307\u4ee4\u9075\u5faa\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u4e0a\u6709\u4e86\u663e\u8457\u8fdb\u6b65\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u5728\u4ee3\u7801\u751f\u6210\u548c\u4fee\u590d\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4f18\uff0c\u80fd\u66f4\u7cbe\u786e\u5730\u7406\u89e3\u5e76\u6267\u884c\u590d\u6742\u6307\u4ee4\uff0c\u5e76\u4e14\u53ef\u4ee5\u6709\u6548\u5904\u7406\u66f4\u957f\u7684\u8f93\u5165\u6587\u672c\u3002\u8fd9\u4efd\u63d0\u793a\u5de5\u7a0b\u6307\u5357\u6c47\u96c6\u4e86 OpenAI \u5185\u90e8\u5927\u91cf\u6d4b\u8bd5\u5f97\u51fa\u7684\u91cd\u8981\u6280\u5de7\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u5145\u5206\u5229\u7528\u8fd9\u4e2a\u65b0\u6a21\u578b\u5bb6\u65cf\u7684\u589e\u5f3a\u80fd\u529b\u3002<\/p>\n<p>\u8bb8\u591a\u7ecf\u5178\u7684\u63d0\u793a\u6700\u4f73\u5b9e\u8df5\u5bf9\u00a0GPT-4.1\u00a0\u4f9d\u7136\u6709\u6548\uff0c\u6bd4\u5982\u63d0\u4f9b\u4e0a\u4e0b\u6587\u793a\u4f8b\u3001\u8ba9\u6307\u4ee4\u5c3d\u53ef\u80fd\u5177\u4f53\u6e05\u6670\u3001\u901a\u8fc7\u63d0\u793a\u5f15\u5bfc\u6a21\u578b\u8fdb\u884c\u89c4\u5212\u4ee5\u6700\u5927\u5316\u5176\u667a\u80fd\u3002\u4f46\u662f\uff0c\u8981\u5145\u5206\u53d1\u6325\u8be5\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u53ef\u80fd\u9700\u8981\u5bf9\u73b0\u6709\u63d0\u793a\u8fdb\u884c\u4e00\u4e9b\u8c03\u6574\u3002GPT-4.1\u00a0\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u80fd\u6bd4\u5176\u524d\u4ee3\u6a21\u578b\u66f4\u7d27\u5bc6\u3001\u66f4\u5b57\u9762\u5730\u9075\u5faa\u6307\u4ee4\u3002\u5148\u524d\u6a21\u578b\u503e\u5411\u4e8e\u66f4\u5bbd\u677e\u5730\u63a8\u65ad\u7528\u6237\u548c\u7cfb\u7edf\u63d0\u793a\u7684\u610f\u56fe\u3002\u8fd9\u610f\u5473\u7740\u00a0GPT-4.1\u00a0\u5bf9\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u63a7\u6027\u548c\u54cd\u5e94\u6027\u2014\u2014\u5982\u679c\u6a21\u578b\u884c\u4e3a\u4e0d\u7b26\u5408\u9884\u671f\uff0c\u901a\u5e38\u53ea\u9700\u4e00\u53e5\u660e\u786e\u65e0\u8bef\u7684\u53e5\u5b50\u6765\u6f84\u6e05\u671f\u671b\u7684\u884c\u4e3a\uff0c\u5c31\u8db3\u4ee5\u5f15\u5bfc\u6a21\u578b\u56de\u5230\u6b63\u8f68\u3002\u8fd9\u79cd\u7279\u6027\u8981\u6c42\u5f00\u53d1\u8005\u5728\u8bbe\u8ba1\u63d0\u793a\u65f6\u66f4\u52a0\u7cbe\u786e\uff0c\u4f46\u4e5f\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u63a7\u5236\u529b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5c06\u63d0\u4f9b\u4e00\u4e9b\u63d0\u793a\u793a\u4f8b\u4f9b\u53c2\u8003\u3002\u8bf7\u8bb0\u4f4f\uff0c\u867d\u7136\u672c\u6307\u5357\u5177\u6709\u5e7f\u6cdb\u9002\u7528\u6027\uff0c\u4f46\u5177\u4f53\u5b9e\u8df5\u4ecd\u9700\u6839\u636e\u573a\u666f\u8c03\u6574\u3002AI \u5de5\u7a0b\u672c\u8d28\u4e0a\u662f\u4e00\u95e8\u7ecf\u9a8c\u5b66\u79d1\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e5f inherently \u975e\u786e\u5b9a\u6027\uff1b\u9664\u4e86\u9075\u5faa\u672c\u6307\u5357\uff0c\u5efa\u8bae\u6784\u5efa\u4fe1\u606f\u4e30\u5bcc\u7684\u8bc4\u4f30\u4f53\u7cfb\u5e76\u7ecf\u5e38\u8fed\u4ee3\uff0c\u4ee5\u786e\u4fdd\u63d0\u793a\u5de5\u7a0b\u7684\u6539\u52a8\u80fd\u4e3a\u4f60\u7684\u5e94\u7528\u573a\u666f\u5e26\u6765\u5b9e\u9645\u6548\u76ca\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30534\" title=\"GPT-4.1 \u5b98\u65b9\u63d0\u793a\u5de5\u7a0b\u6307\u5357\uff08\u4e2d\u6587\u7248\uff09-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ff2bdb2144618c6.png\" alt=\"GPT-4.1 \u5b98\u65b9\u63d0\u793a\u5de5\u7a0b\u6307\u5357\uff08\u4e2d\u6587\u7248\uff09-1\" width=\"1140\" height=\"752\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ff2bdb2144618c6.png 1140w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ff2bdb2144618c6-768x507.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/ff2bdb2144618c6-18x12.png 18w\" sizes=\"auto, (max-width: 1140px) 100vw, 1140px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>1. \u4ee3\u7406\u5de5\u4f5c\u6d41 (Agentic Workflows)<\/h2>\n<p>GPT-4.1\u00a0\u662f\u6784\u5efa\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u7406\u60f3\u9009\u62e9\u3002\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0c\u91cd\u70b9\u662f\u63d0\u4f9b\u591a\u6837\u5316\u7684\u4ee3\u7406\u89e3\u51b3\u95ee\u9898\u8def\u5f84\u3002\u7528\u4e8e\u8be5\u6a21\u578b\u7684\u4ee3\u7406\u6d4b\u8bd5\u6846\u67b6\u5728\u00a0SWE-bench Verified\u00a0\u57fa\u51c6\u6d4b\u8bd5\uff08\u8861\u91cf\u6a21\u578b\u5728\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u95ee\u9898\u4e0a\u7684\u4fee\u590d\u80fd\u529b\u7684\u91cd\u8981\u6307\u6807\uff09\u4e2d\u53d6\u5f97\u4e86\u975e\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u6700\u4f73\u6027\u80fd\uff0c\u89e3\u51b3\u4e86 55% \u7684\u95ee\u9898\u3002<\/p>\n<h3>\u7cfb\u7edf\u63d0\u793a\u63d0\u9192 (System Prompt Reminders)<\/h3>\n<p>\u4e3a\u4e86\u5145\u5206\u5229\u7528\u00a0GPT-4.1\u00a0\u7684\u4ee3\u7406\u80fd\u529b\uff0c\u5efa\u8bae\u5728\u6240\u6709\u4ee3\u7406\u63d0\u793a\u4e2d\u5305\u542b\u4e09\u79cd\u5173\u952e\u7c7b\u578b\u7684\u63d0\u9192\u3002\u4ee5\u4e0b\u63d0\u793a\u4e13\u95e8\u9488\u5bf9\u4ee3\u7406\u7f16\u7801\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u4f46\u53ef\u4ee5\u8f7b\u677e\u4fee\u6539\u4ee5\u9002\u5e94\u5176\u4ed6\u901a\u7528\u4ee3\u7406\u7528\u4f8b\u3002<\/p>\n<ol>\n<li><strong>\u6301\u4e45\u6027 (Persistence):<\/strong>\u00a0\u786e\u4fdd\u6a21\u578b\u7406\u89e3\u5b83\u6b63\u5728\u8fdb\u5165\u4e00\u4e2a\u591a\u8f6e\u6d88\u606f\u4ea4\u4e92\uff0c\u5e76\u9632\u6b62\u5b83\u8fc7\u65e9\u5730\u5c06\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\u3002\u793a\u4f8b\uff1a\n<pre>\u4f60\u662f\u4e00\u4e2a\u4ee3\u7406 - \u8bf7\u6301\u7eed\u5de5\u4f5c\uff0c\u76f4\u5230\u7528\u6237\u7684\u67e5\u8be2\u5b8c\u5168\u89e3\u51b3\uff0c\u7136\u540e\u518d\u7ed3\u675f\u4f60\u7684\u56de\u5408\u5e76\u5c06\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\u3002\u53ea\u6709\u5f53\u4f60\u786e\u5b9a\u95ee\u9898\u5df2\u89e3\u51b3\u65f6\u624d\u80fd\u7ec8\u6b62\u4f60\u7684\u56de\u5408\u3002\r\n<\/pre>\n<\/li>\n<li><strong>\u5de5\u5177\u8c03\u7528 (Tool-calling):<\/strong>\u00a0\u9f13\u52b1\u6a21\u578b\u5145\u5206\u5229\u7528\u5176\u5de5\u5177\uff0c\u51cf\u5c11\u5b83\u5e7b\u89c9\u6216\u731c\u6d4b\u7b54\u6848\u7684\u53ef\u80fd\u6027\u3002\u793a\u4f8b\uff1a\n<pre>\u5982\u679c\u4f60\u4e0d\u786e\u5b9a\u4e0e\u7528\u6237\u8bf7\u6c42\u76f8\u5173\u7684\u6587\u4ef6\u5185\u5bb9\u6216\u4ee3\u7801\u5e93\u7ed3\u6784\uff0c\u8bf7\u4f7f\u7528\u4f60\u7684\u5de5\u5177\u8bfb\u53d6\u6587\u4ef6\u5e76\u6536\u96c6\u76f8\u5173\u4fe1\u606f\uff1a\u4e0d\u8981\u731c\u6d4b\u6216\u7f16\u9020\u7b54\u6848\u3002\r\n<\/pre>\n<\/li>\n<li><strong>\u89c4\u5212 (Planning) [\u53ef\u9009]:<\/strong>\u00a0\u5982\u679c\u9700\u8981\uff0c\u8fd9\u80fd\u786e\u4fdd\u6a21\u578b\u5728\u6587\u672c\u4e2d\u660e\u786e\u5730\u89c4\u5212\u548c\u53cd\u601d\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\uff0c\u800c\u4e0d\u662f\u4ec5\u901a\u8fc7\u4e00\u8fde\u4e32\u7684\u5de5\u5177\u8c03\u7528\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u793a\u4f8b\uff1a\n<pre>\u4f60\u5fc5\u987b\u5728\u6bcf\u6b21\u51fd\u6570\u8c03\u7528\u524d\u8fdb\u884c\u8be6\u5c3d\u7684\u89c4\u5212\uff0c\u5e76\u5bf9\u5148\u524d\u51fd\u6570\u8c03\u7528\u7684\u7ed3\u679c\u8fdb\u884c\u6df1\u5165\u53cd\u601d\u3002\u4e0d\u8981\u4ec5\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u6765\u5b8c\u6210\u6574\u4e2a\u8fc7\u7a0b\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u4f60\u89e3\u51b3\u95ee\u9898\u548c\u8fdb\u884c\u6709\u6d1e\u5bdf\u529b\u601d\u8003\u7684\u80fd\u529b\u3002\r\n<\/pre>\n<\/li>\n<\/ol>\n<p>\u5728\u4ee3\u7406\u573a\u666f\u4e2d\uff0cGPT-4.1\u00a0\u5bf9\u7528\u6237\u6307\u4ee4\u548c\u7cfb\u7edf\u63d0\u793a\u7684\u54cd\u5e94\u975e\u5e38\u7d27\u5bc6\u3002\u6a21\u578b\u4e25\u683c\u9075\u5b88\u4e86\u8fd9\u4e09\u6761\u7b80\u5355\u7684\u6307\u4ee4\uff0c\u4f7f\u5185\u90e8\u7684\u00a0SWE-bench Verified\u00a0\u5f97\u5206\u63d0\u9ad8\u4e86\u8fd1 20%\u2014\u2014\u56e0\u6b64\u5f3a\u70c8\u5efa\u8bae\u5728\u4efb\u4f55\u4ee3\u7406\u63d0\u793a\u7684\u5f00\u5934\u90fd\u52a0\u4e0a\u6db5\u76d6\u4e0a\u8ff0\u4e09\u7c7b\u7684\u660e\u786e\u63d0\u9192\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e09\u6761\u6307\u4ee4\u5c06\u6a21\u578b\u4ece\u7c7b\u4f3c\u804a\u5929\u673a\u5668\u4eba\u7684\u72b6\u6001\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u66f4\u201c\u79ef\u6781\u4e3b\u52a8\u201d\u7684\u4ee3\u7406\uff0c\u80fd\u591f\u81ea\u4e3b\u72ec\u7acb\u5730\u63a8\u52a8\u4ea4\u4e92\u8fdb\u884c\u3002<\/p>\n<h3>\u5de5\u5177\u8c03\u7528 (Tool Calls)<\/h3>\n<p>\u4e0e\u4ee5\u524d\u7684\u6a21\u578b\u76f8\u6bd4\uff0cGPT-4.1\u00a0\u5728\u6709\u6548\u5229\u7528\u4f5c\u4e3a\u00a0OpenAI\u00a0API \u8bf7\u6c42\u53c2\u6570\u4f20\u9012\u7684\u5de5\u5177\u65b9\u9762\u63a5\u53d7\u4e86\u66f4\u591a\u8bad\u7ec3\u3002\u5f3a\u70c8\u5efa\u8bae\u5f00\u53d1\u8005<strong>\u4e13\u95e8<\/strong>\u4f7f\u7528\u00a0tools\u00a0\u5b57\u6bb5\u6765\u4f20\u9012\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u50cf\u8fc7\u53bb\u67d0\u4e9b\u5f00\u53d1\u8005\u62a5\u544a\u7684\u90a3\u6837\uff0c\u624b\u52a8\u5c06\u5de5\u5177\u63cf\u8ff0\u6ce8\u5165\u5230\u63d0\u793a\u4e2d\u5e76\u7f16\u5199\u5355\u72ec\u7684\u89e3\u6790\u5668\u6765\u5904\u7406\u5de5\u5177\u8c03\u7528\u3002\u8fd9\u662f\u6700\u5c0f\u5316\u9519\u8bef\u5e76\u786e\u4fdd\u6a21\u578b\u5728\u5de5\u5177\u8c03\u7528\u8def\u5f84\u4e2d\u4fdd\u6301\u5728\u5206\u5e03\u5185\u7684\u6700\u4f73\u65b9\u6cd5\u2014\u2014\u5185\u90e8\u5b9e\u9a8c\u89c2\u5bdf\u5230\uff0c\u4f7f\u7528 API \u89e3\u6790\u7684\u5de5\u5177\u63cf\u8ff0\u6bd4\u624b\u52a8\u5c06\u6a21\u5f0f\u6ce8\u5165\u7cfb\u7edf\u63d0\u793a\u7684\u65b9\u5f0f\uff0cSWE-bench Verified\u00a0\u901a\u8fc7\u7387\u63d0\u9ad8\u4e86 2%\u3002\u8fd9\u518d\u6b21\u5370\u8bc1\u4e86\u4f7f\u7528\u6807\u51c6 API \u529f\u80fd\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u5e94\u6e05\u6670\u5730\u547d\u540d\u5de5\u5177\u4ee5\u8868\u660e\u5176\u7528\u9014\uff0c\u5e76\u5728\u5de5\u5177\u7684 &#8220;description&#8221; \u5b57\u6bb5\u4e2d\u6dfb\u52a0\u6e05\u6670\u3001\u8be6\u7ec6\u7684\u63cf\u8ff0\u3002\u540c\u6837\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u5de5\u5177\u53c2\u6570\uff0c\u4f9d\u9760\u826f\u597d\u7684\u547d\u540d\u548c\u63cf\u8ff0\u6765\u786e\u4fdd\u9002\u5f53\u7684\u4f7f\u7528\u3002\u5982\u679c\u5de5\u5177\u7279\u522b\u590d\u6742\uff0c\u5e76\u4e14\u5e0c\u671b\u63d0\u4f9b\u5de5\u5177\u4f7f\u7528\u793a\u4f8b\uff0c\u5efa\u8bae\u5728\u7cfb\u7edf\u63d0\u793a\u4e2d\u521b\u5efa\u4e00\u4e2a\u00a0# \u793a\u4f8b\u00a0\u90e8\u5206\u5e76\u5c06\u793a\u4f8b\u653e\u5728\u90a3\u91cc\uff0c\u800c\u4e0d\u662f\u5c06\u5b83\u4eec\u6dfb\u52a0\u5230\u5e94\u4fdd\u6301\u8be6\u5c3d\u4f46\u76f8\u5bf9\u7b80\u6d01\u7684 &#8220;description&#8221; \u5b57\u6bb5\u4e2d\u3002\u63d0\u4f9b\u793a\u4f8b\u6709\u52a9\u4e8e\u8bf4\u660e\u4f55\u65f6\u4f7f\u7528\u5de5\u5177\u3001\u662f\u5426\u5728\u5de5\u5177\u8c03\u7528\u65c1\u5305\u542b\u7528\u6237\u6587\u672c\uff0c\u4ee5\u53ca\u9488\u5bf9\u4e0d\u540c\u8f93\u5165\u5e94\u4f7f\u7528\u54ea\u4e9b\u53c2\u6570\u3002\u8bb0\u4f4f\uff0c\u53ef\u4ee5\u4f7f\u7528\u00a0<a href=\"https:\/\/platform.openai.com\/playground\">Prompt Playground<\/a>\u00a0\u4e2d\u7684 \u201cGenerate Anything\u201d \u529f\u80fd\u4e3a\u65b0\u5de5\u5177\u5b9a\u4e49\u83b7\u53d6\u4e00\u4e2a\u826f\u597d\u7684\u8d77\u70b9\u3002<\/p>\n<h3>\u63d0\u793a\u5f15\u5bfc\u7684\u89c4\u5212\u4e0e\u601d\u7ef4\u94fe (Prompting-Induced Planning &amp; Chain-of-Thought)<\/h3>\n<p>\u5982\u524d\u6240\u8ff0\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u9009\u62e9\u6027\u5730\u63d0\u793a\u4f7f\u7528\u00a0GPT-4.1\u00a0\u6784\u5efa\u7684\u4ee3\u7406\u5728\u5de5\u5177\u8c03\u7528\u4e4b\u95f4\u8fdb\u884c\u89c4\u5212\u548c\u53cd\u601d\uff0c\u800c\u4e0d\u662f\u4ee5\u4e0d\u95f4\u65ad\u7684\u5e8f\u5217\u9759\u9ed8\u8c03\u7528\u5de5\u5177\u3002GPT-4.1\u00a0\u4e0d\u662f\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\u2014\u2014\u610f\u5473\u7740\u5b83\u5728\u56de\u7b54\u4e4b\u524d\u4e0d\u4f1a\u4ea7\u751f\u5185\u90e8\u601d\u7ef4\u94fe\u2014\u2014\u4f46\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u4e0a\u9762\u5c55\u793a\u7684\u89c4\u5212\u63d0\u793a\u7ec4\u4ef6\u7684\u4efb\u4f55\u53d8\u4f53\uff0c\u5f15\u5bfc\u6a21\u578b\u4ea7\u751f\u660e\u786e\u7684\u3001\u9010\u6b65\u7684\u8ba1\u5212\u3002\u8fd9\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u6a21\u578b\u5728\u201c\u5927\u58f0\u601d\u8003\u201d\u3002\u5728\u00a0SWE-bench Verified\u00a0\u4ee3\u7406\u4efb\u52a1\u7684\u5b9e\u9a8c\u4e2d\uff0c\u5f15\u5bfc\u663e\u5f0f\u89c4\u5212\u4f7f\u901a\u8fc7\u7387\u63d0\u9ad8\u4e86 4%\u3002\u4e0d\u8fc7\u9700\u8981\u6ce8\u610f\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4f1a\u589e\u52a0\u54cd\u5e94\u7684\u957f\u5ea6\u548c <a href=\"https:\/\/www.kdjingpai.com\/ja\/tokenization\/\">token<\/a> \u6d88\u8017\uff0c\u4ece\u800c\u5f71\u54cd\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n<h3>\u793a\u4f8b\u63d0\u793a: SWE-bench Verified<\/h3>\n<p>\u4e0b\u9762\u5206\u4eab\u4e86\u7528\u4e8e\u5728\u00a0SWE-bench Verified\u00a0\u4e0a\u53d6\u5f97\u6700\u9ad8\u5206\u7684\u4ee3\u7406\u63d0\u793a\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5de5\u4f5c\u6d41\u548c\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u7684\u8be6\u7ec6\u8bf4\u660e\u3002\u8fd9\u79cd\u901a\u7528\u6a21\u5f0f\u53ef\u7528\u4e8e\u4efb\u4f55\u4ee3\u7406\u4efb\u52a1\u3002<\/p>\n<pre>from openai import OpenAI\r\nimport os\r\nclient = OpenAI(\r\napi_key=os.environ.get(\r\n\"OPENAI_API_KEY\", \"&lt;your OpenAI API key if not set as env var&gt;\"\r\n)\r\n)\r\nSYS_PROMPT_SWEBENCH=\"\"\"\r\n\u4f60\u5c06\u8d1f\u8d23\u4fee\u590d\u4e00\u4e2a\u6765\u81ea\u5f00\u6e90\u4ed3\u5e93\u7684\u95ee\u9898\u3002\r\n\u4f60\u7684\u601d\u8003\u8fc7\u7a0b\u5e94\u8be5\u5468\u5bc6\uff0c\u6240\u4ee5\u5373\u4f7f\u5f88\u957f\u4e5f\u6ca1\u5173\u7cfb\u3002\u5728\u51b3\u5b9a\u91c7\u53d6\u6bcf\u4e2a\u884c\u52a8\u4e4b\u524d\u548c\u4e4b\u540e\uff0c\u4f60\u90fd\u53ef\u4ee5\u9010\u6b65\u601d\u8003\u3002\r\n\u4f60\u5fc5\u987b\u6301\u7eed\u8fed\u4ee3\uff0c\u76f4\u5230\u95ee\u9898\u89e3\u51b3\u4e3a\u6b62\u3002\r\n\u4f60\u5df2\u7ecf\u62e5\u6709\u89e3\u51b3\u6b64\u95ee\u9898\u6240\u9700\u7684\u4e00\u5207\uff0c\u90fd\u5728 \/testbed \u6587\u4ef6\u5939\u4e2d\uff0c\u5373\u4f7f\u6ca1\u6709\u4e92\u8054\u7f51\u8fde\u63a5\u3002\u6211\u5e0c\u671b\u4f60\u5728\u56de\u590d\u6211\u4e4b\u524d\u5b8c\u5168\u81ea\u4e3b\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\r\n\u53ea\u6709\u5f53\u4f60\u786e\u5b9a\u95ee\u9898\u5df2\u89e3\u51b3\u65f6\uff0c\u624d\u80fd\u7ed3\u675f\u4f60\u7684\u56de\u5408\u3002\u9010\u6b65\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u786e\u4fdd\u9a8c\u8bc1\u4f60\u7684\u66f4\u6539\u662f\u6b63\u786e\u7684\u3002\u7edd\u4e0d\u8981\u5728\u6ca1\u6709\u89e3\u51b3\u95ee\u9898\u7684\u60c5\u51b5\u4e0b\u7ed3\u675f\u4f60\u7684\u56de\u5408\uff0c\u5f53\u4f60\u8bf4\u8981\u8fdb\u884c\u5de5\u5177\u8c03\u7528\u65f6\uff0c\u786e\u4fdd\u4f60\u771f\u7684\u8fdb\u884c\u4e86\u5de5\u5177\u8c03\u7528\uff0c\u800c\u4e0d\u662f\u7ed3\u675f\u56de\u5408\u3002\r\n\u8fd9\u4e2a\u95ee\u9898\u7edd\u5bf9\u53ef\u4ee5\u5728\u6ca1\u6709\u4e92\u8054\u7f51\u7684\u60c5\u51b5\u4e0b\u89e3\u51b3\u3002\r\n\u6162\u6162\u6765\uff0c\u4ed4\u7ec6\u8003\u8651\u6bcf\u4e00\u6b65\u2014\u2014\u8bb0\u4f4f\u8981\u4e25\u683c\u68c0\u67e5\u4f60\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u6ce8\u610f\u8fb9\u754c\u60c5\u51b5\uff0c\u5c24\u5176\u662f\u4f60\u6240\u505a\u7684\u66f4\u6539\u3002\u4f60\u7684\u89e3\u51b3\u65b9\u6848\u5fc5\u987b\u662f\u5b8c\u7f8e\u7684\u3002\u5982\u679c\u4e0d\u662f\uff0c\u7ee7\u7eed\u52aa\u529b\u3002\u6700\u540e\uff0c\u4f60\u5fc5\u987b\u4f7f\u7528\u63d0\u4f9b\u7684\u5de5\u5177\u4e25\u683c\u6d4b\u8bd5\u4f60\u7684\u4ee3\u7801\uff0c\u5e76\u591a\u6b21\u6d4b\u8bd5\uff0c\u4ee5\u6355\u83b7\u6240\u6709\u8fb9\u7f18\u60c5\u51b5\u3002\u5982\u679c\u5b83\u4e0d\u591f\u5065\u58ee\uff0c\u5c31\u8fdb\u884c\u66f4\u591a\u8fed\u4ee3\uff0c\u4f7f\u5176\u5b8c\u7f8e\u3002\u672a\u80fd\u5145\u5206\u4e25\u683c\u5730\u6d4b\u8bd5\u4ee3\u7801\u662f\u8fd9\u7c7b\u4efb\u52a1\u7684\u7b2c\u4e00\u5927\u5931\u8d25\u6a21\u5f0f\uff1b\u786e\u4fdd\u4f60\u5904\u7406\u4e86\u6240\u6709\u8fb9\u7f18\u60c5\u51b5\uff0c\u5982\u679c\u63d0\u4f9b\u4e86\u73b0\u6709\u6d4b\u8bd5\uff0c\u8bf7\u8fd0\u884c\u5b83\u4eec\u3002\r\n\u4f60\u5fc5\u987b\u5728\u6bcf\u6b21\u51fd\u6570\u8c03\u7528\u524d\u8fdb\u884c\u8be6\u5c3d\u7684\u89c4\u5212\uff0c\u5e76\u5bf9\u5148\u524d\u51fd\u6570\u8c03\u7528\u7684\u7ed3\u679c\u8fdb\u884c\u6df1\u5165\u53cd\u601d\u3002\u4e0d\u8981\u4ec5\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u6765\u5b8c\u6210\u6574\u4e2a\u8fc7\u7a0b\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u4f60\u89e3\u51b3\u95ee\u9898\u548c\u8fdb\u884c\u6709\u6d1e\u5bdf\u529b\u601d\u8003\u7684\u80fd\u529b\u3002\r\n# <a href=\"https:\/\/www.kdjingpai.com\/ja\/workflow\/\">\u5de5\u4f5c\u6d41<\/a>\r\n## \u9ad8\u5c42\u95ee\u9898\u89e3\u51b3\u7b56\u7565\r\n1.  \u6df1\u5165\u7406\u89e3\u95ee\u9898\u3002\u4ed4\u7ec6\u9605\u8bfb\u95ee\u9898\u63cf\u8ff0\uff0c\u6279\u5224\u6027\u5730\u601d\u8003\u9700\u8981\u505a\u4ec0\u4e48\u3002\r\n2.  \u8c03\u67e5\u4ee3\u7801\u5e93\u3002\u6d4f\u89c8\u76f8\u5173\u6587\u4ef6\uff0c\u641c\u7d22\u5173\u952e\u51fd\u6570\uff0c\u6536\u96c6\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\r\n3.  \u5236\u5b9a\u6e05\u6670\u3001\u5206\u6b65\u7684\u8ba1\u5212\u3002\u5c06\u4fee\u590d\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u9012\u589e\u7684\u6b65\u9aa4\u3002\r\n4.  \u589e\u91cf\u5b9e\u65bd\u4fee\u590d\u3002\u8fdb\u884c\u5c0f\u800c\u53ef\u6d4b\u8bd5\u7684\u4ee3\u7801\u66f4\u6539\u3002\r\n5.  \u6309\u9700\u8c03\u8bd5\u3002\u4f7f\u7528\u8c03\u8bd5\u6280\u672f\u9694\u79bb\u548c\u89e3\u51b3\u95ee\u9898\u3002\r\n6.  \u9891\u7e41\u6d4b\u8bd5\u3002\u6bcf\u6b21\u66f4\u6539\u540e\u8fd0\u884c\u6d4b\u8bd5\u4ee5\u9a8c\u8bc1\u6b63\u786e\u6027\u3002\r\n7.  \u8fed\u4ee3\u76f4\u5230\u6839\u672c\u539f\u56e0\u88ab\u4fee\u590d\u5e76\u4e14\u6240\u6709\u6d4b\u8bd5\u901a\u8fc7\u3002\r\n8.  \u5168\u9762\u53cd\u601d\u548c\u9a8c\u8bc1\u3002\u6d4b\u8bd5\u901a\u8fc7\u540e\uff0c\u601d\u8003\u539f\u59cb\u610f\u56fe\uff0c\u7f16\u5199\u989d\u5916\u7684\u6d4b\u8bd5\u4ee5\u786e\u4fdd\u6b63\u786e\u6027\uff0c\u5e76\u8bb0\u4f4f\u8fd8\u6709\u9690\u85cf\u7684\u6d4b\u8bd5\u5fc5\u987b\u901a\u8fc7\uff0c\u89e3\u51b3\u65b9\u6848\u624d\u7b97\u771f\u6b63\u5b8c\u6210\u3002\r\n\u6709\u5173\u6bcf\u4e2a\u6b65\u9aa4\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u4e0b\u9762\u7684\u8be6\u7ec6\u90e8\u5206\u3002\r\n## 1. \u6df1\u5165\u7406\u89e3\u95ee\u9898\r\n\u5728\u7f16\u7801\u4e4b\u524d\uff0c\u4ed4\u7ec6\u9605\u8bfb\u95ee\u9898\u63cf\u8ff0\u5e76\u8ba4\u771f\u601d\u8003\u89e3\u51b3\u65b9\u6848\u3002\r\n## 2. \u4ee3\u7801\u5e93\u8c03\u67e5\r\n-   \u6d4f\u89c8\u76f8\u5173\u7684\u6587\u4ef6\u548c\u76ee\u5f55\u3002\r\n-   \u641c\u7d22\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u5173\u952e\u51fd\u6570\u3001\u7c7b\u6216\u53d8\u91cf\u3002\r\n-   \u9605\u8bfb\u5e76\u7406\u89e3\u76f8\u5173\u7684\u4ee3\u7801\u7247\u6bb5\u3002\r\n-   \u627e\u51fa\u95ee\u9898\u7684\u6839\u672c\u539f\u56e0\u3002\r\n-   \u5728\u6536\u96c6\u66f4\u591a\u4e0a\u4e0b\u6587\u4fe1\u606f\u65f6\uff0c\u4e0d\u65ad\u9a8c\u8bc1\u548c\u66f4\u65b0\u4f60\u7684\u7406\u89e3\u3002\r\n## 3. \u5236\u5b9a\u8be6\u7ec6\u8ba1\u5212\r\n-   \u6982\u8ff0\u4e00\u4e2a\u5177\u4f53\u3001\u7b80\u5355\u4e14\u53ef\u9a8c\u8bc1\u7684\u6b65\u9aa4\u5e8f\u5217\u6765\u89e3\u51b3\u95ee\u9898\u3002\r\n-   \u5c06\u4fee\u590d\u5206\u89e3\u4e3a\u5c0f\u7684\u3001\u589e\u91cf\u7684\u66f4\u6539\u3002\r\n## 4. \u8fdb\u884c\u4ee3\u7801\u66f4\u6539\r\n-   \u5728\u7f16\u8f91\u4e4b\u524d\uff0c\u52a1\u5fc5\u9605\u8bfb\u76f8\u5173\u6587\u4ef6\u5185\u5bb9\u6216\u90e8\u5206\uff0c\u4ee5\u786e\u4fdd\u62e5\u6709\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u3002\r\n-   \u5982\u679c\u8865\u4e01\u672a\u80fd\u6b63\u786e\u5e94\u7528\uff0c\u5c1d\u8bd5\u91cd\u65b0\u5e94\u7528\u5b83\u3002\r\n-   \u8fdb\u884c\u5c0f\u7684\u3001\u53ef\u6d4b\u8bd5\u7684\u3001\u589e\u91cf\u7684\u66f4\u6539\uff0c\u8fd9\u4e9b\u66f4\u6539\u5e94\u5728\u903b\u8f91\u4e0a\u9075\u5faa\u4f60\u7684\u8c03\u67e5\u548c\u8ba1\u5212\u3002\r\n## 5. \u8c03\u8bd5\r\n-   \u53ea\u6709\u5728\u4f60\u975e\u5e38\u6709\u4fe1\u5fc3\u4ee3\u7801\u66f4\u6539\u80fd\u89e3\u51b3\u95ee\u9898\u65f6\u624d\u8fdb\u884c\u66f4\u6539\u3002\r\n-   \u8c03\u8bd5\u65f6\uff0c\u5c1d\u8bd5\u786e\u5b9a\u6839\u672c\u539f\u56e0\uff0c\u800c\u4e0d\u662f\u89e3\u51b3\u8868\u9762\u75c7\u72b6\u3002\r\n-   \u6839\u636e\u9700\u8981\u8fdb\u884c\u5c3d\u53ef\u80fd\u957f\u65f6\u95f4\u7684\u8c03\u8bd5\uff0c\u4ee5\u8bc6\u522b\u6839\u672c\u539f\u56e0\u5e76\u786e\u5b9a\u4fee\u590d\u65b9\u6848\u3002\r\n-   \u4f7f\u7528\u6253\u5370\u8bed\u53e5\u3001\u65e5\u5fd7\u6216\u4e34\u65f6\u4ee3\u7801\u6765\u68c0\u67e5\u7a0b\u5e8f\u72b6\u6001\uff0c\u5305\u62ec\u63cf\u8ff0\u6027\u8bed\u53e5\u6216\u9519\u8bef\u6d88\u606f\u4ee5\u4e86\u89e3\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\r\n-   \u4e3a\u4e86\u68c0\u9a8c\u5047\u8bbe\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6dfb\u52a0\u6d4b\u8bd5\u8bed\u53e5\u6216\u51fd\u6570\u3002\r\n-   \u5982\u679c\u51fa\u73b0\u610f\u5916\u884c\u4e3a\uff0c\u91cd\u65b0\u5ba1\u89c6\u4f60\u7684\u5047\u8bbe\u3002\r\n## 6. \u6d4b\u8bd5\r\n-   \u4f7f\u7528 `!python3 run_tests.py` (\u6216\u7b49\u6548\u547d\u4ee4) \u9891\u7e41\u8fd0\u884c\u6d4b\u8bd5\u3002\r\n-   \u6bcf\u6b21\u66f4\u6539\u540e\uff0c\u901a\u8fc7\u8fd0\u884c\u76f8\u5173\u6d4b\u8bd5\u6765\u9a8c\u8bc1\u6b63\u786e\u6027\u3002\r\n-   \u5982\u679c\u6d4b\u8bd5\u5931\u8d25\uff0c\u5206\u6790\u5931\u8d25\u539f\u56e0\u5e76\u4fee\u6539\u4f60\u7684\u8865\u4e01\u3002\r\n-   \u5982\u679c\u9700\u8981\uff0c\u7f16\u5199\u989d\u5916\u7684\u6d4b\u8bd5\u6765\u6355\u83b7\u91cd\u8981\u7684\u884c\u4e3a\u6216\u8fb9\u7f18\u60c5\u51b5\u3002\r\n-   \u786e\u4fdd\u6240\u6709\u6d4b\u8bd5\u90fd\u901a\u8fc7\u540e\u518d\u6700\u7ec8\u786e\u5b9a\u3002\r\n## 7. \u6700\u7ec8\u9a8c\u8bc1\r\n-   \u786e\u8ba4\u6839\u672c\u539f\u56e0\u5df2\u4fee\u590d\u3002\r\n-   \u68c0\u67e5\u89e3\u51b3\u65b9\u6848\u7684\u903b\u8f91\u6b63\u786e\u6027\u548c\u5065\u58ee\u6027\u3002\r\n-   \u8fed\u4ee3\u76f4\u5230\u4f60\u975e\u5e38\u6709\u4fe1\u5fc3\u4fee\u590d\u662f\u5b8c\u6574\u7684\u5e76\u4e14\u6240\u6709\u6d4b\u8bd5\u90fd\u901a\u8fc7\u3002\r\n## 8. \u6700\u7ec8\u53cd\u601d\u548c\u989d\u5916\u6d4b\u8bd5\r\n-   \u4ed4\u7ec6\u53cd\u601d\u7528\u6237\u7684\u539f\u59cb\u610f\u56fe\u548c\u95ee\u9898\u9648\u8ff0\u3002\r\n-   \u601d\u8003\u73b0\u6709\u6d4b\u8bd5\u53ef\u80fd\u672a\u8986\u76d6\u7684\u6f5c\u5728\u8fb9\u7f18\u60c5\u51b5\u6216\u573a\u666f\u3002\r\n-   \u7f16\u5199\u9700\u8981\u901a\u8fc7\u624d\u80fd\u5b8c\u5168\u9a8c\u8bc1\u89e3\u51b3\u65b9\u6848\u6b63\u786e\u6027\u7684\u989d\u5916\u6d4b\u8bd5\u3002\r\n-   \u8fd0\u884c\u8fd9\u4e9b\u65b0\u6d4b\u8bd5\u5e76\u786e\u4fdd\u5b83\u4eec\u5168\u90e8\u901a\u8fc7\u3002\r\n-   \u8bf7\u6ce8\u610f\uff0c\u8fd8\u6709\u989d\u5916\u7684\u9690\u85cf\u6d4b\u8bd5\u5fc5\u987b\u901a\u8fc7\uff0c\u89e3\u51b3\u65b9\u6848\u624d\u80fd\u6210\u529f\u3002\r\n-   \u4e0d\u8981\u4ec5\u4ec5\u56e0\u4e3a\u53ef\u89c1\u6d4b\u8bd5\u901a\u8fc7\u5c31\u8ba4\u4e3a\u4efb\u52a1\u5df2\u5b8c\u6210\uff1b\u7ee7\u7eed\u5b8c\u5584\uff0c\u76f4\u5230\u4f60\u786e\u4fe1\u4fee\u590d\u662f\u5065\u58ee\u548c\u5168\u9762\u7684\u3002\r\n\"\"\"\r\nPYTHON_TOOL_DESCRIPTION=\"\"\"\u6b64\u51fd\u6570\u7528\u4e8e\u5728\u6709\u72b6\u6001\u7684 Jupyter \u7b14\u8bb0\u672c\u73af\u5883\u4e2d\u6267\u884c Python \u4ee3\u7801\u6216\u7ec8\u7aef\u547d\u4ee4\u3002python \u5c06\u54cd\u5e94\u6267\u884c\u7684\u8f93\u51fa\uff0c\u6216\u8005\u5728 60.0 \u79d2\u540e\u8d85\u65f6\u3002\u6b64\u4f1a\u8bdd\u7684\u4e92\u8054\u7f51\u8bbf\u95ee\u5df2\u88ab\u7981\u7528\u3002\u4e0d\u8981\u53d1\u51fa\u5916\u90e8 Web \u8bf7\u6c42\u6216 API \u8c03\u7528\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u5931\u8d25\u3002\u5c31\u50cf\u5728 Jupyter \u7b14\u8bb0\u672c\u4e2d\u4e00\u6837\uff0c\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8c03\u7528\u6b64\u51fd\u6570\u5e76\u4f20\u5165\u4ee5\u611f\u53f9\u53f7 (!) \u5f00\u5934\u7684\u7ec8\u7aef\u547d\u4ee4\u6765\u6267\u884c\u7ec8\u7aef\u547d\u4ee4\u3002\r\n\u6b64\u5916\uff0c\u4e3a\u4e86\u5b8c\u6210\u6b64\u4efb\u52a1\uff0c\u4f60\u53ef\u4ee5\u8c03\u7528\u6b64\u51fd\u6570\u5e76\u5c06 `apply_patch` \u547d\u4ee4\u4f5c\u4e3a\u8f93\u5165\u3002`apply_patch` \u5b9e\u9645\u4e0a\u5141\u8bb8\u4f60\u5bf9\u6587\u4ef6\u6267\u884c diff\/patch \u64cd\u4f5c\uff0c\u4f46 diff \u89c4\u8303\u7684\u683c\u5f0f\u5bf9\u6b64\u4efb\u52a1\u662f\u552f\u4e00\u7684\uff0c\u56e0\u6b64\u8bf7\u4ed4\u7ec6\u6ce8\u610f\u8fd9\u4e9b\u8bf4\u660e\u3002\u8981\u4f7f\u7528 `apply_patch` \u547d\u4ee4\uff0c\u4f60\u5e94\u8be5\u5c06\u4ee5\u4e0b\u7ed3\u6784\u7684\u6d88\u606f\u4f5c\u4e3a \"input\" \u4f20\u9012\uff1a\r\n%%bash\r\napply_patch &lt;&lt;\"EOF\"\r\n*** Begin Patch\r\n[\u4f60\u7684\u8865\u4e01\u5185\u5bb9]\r\n*** End Patch\r\nEOF\r\n\u5176\u4e2d [\u4f60\u7684\u8865\u4e01\u5185\u5bb9] \u662f\u4f60\u8865\u4e01\u7684\u5b9e\u9645\u5185\u5bb9\uff0c\u4f7f\u7528\u4ee5\u4e0b V4A diff \u683c\u5f0f\u6307\u5b9a\u3002\r\n*** [\u64cd\u4f5c] File: [\u6587\u4ef6\u8def\u5f84] -&gt; \u64cd\u4f5c\u53ef\u4ee5\u662f Add\u3001Update \u6216 Delete \u4e4b\u4e00\u3002\r\n\u5bf9\u4e8e\u9700\u8981\u66f4\u6539\u7684\u6bcf\u4e2a\u4ee3\u7801\u7247\u6bb5\uff0c\u91cd\u590d\u4ee5\u4e0b\u5185\u5bb9\uff1a\r\n[\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] -&gt; \u6709\u5173\u4e0a\u4e0b\u6587\u7684\u8fdb\u4e00\u6b65\u8bf4\u660e\u89c1\u4e0b\u6587\u3002\r\n- [\u65e7\u4ee3\u7801] -&gt; \u5728\u65e7\u4ee3\u7801\u524d\u52a0\u4e0a\u51cf\u53f7\u3002\r\n+ [\u65b0\u4ee3\u7801] -&gt; \u5728\u65b0\u7684\u66ff\u6362\u4ee3\u7801\u524d\u52a0\u4e0a\u52a0\u53f7\u3002\r\n[\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] -&gt; \u6709\u5173\u4e0a\u4e0b\u6587\u7684\u8fdb\u4e00\u6b65\u8bf4\u660e\u89c1\u4e0b\u6587\u3002\r\n\u5173\u4e8e [\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] \u548c [\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] \u7684\u8bf4\u660e\uff1a\r\n- \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5728\u6bcf\u6b21\u66f4\u6539\u7684\u4e0a\u65b9\u548c\u4e0b\u65b9\u5404\u663e\u793a 3 \u884c\u4ee3\u7801\u3002\u5982\u679c\u4e00\u4e2a\u66f4\u6539\u8ddd\u79bb\u4e0a\u4e00\u4e2a\u66f4\u6539\u5728 3 \u884c\u4e4b\u5185\uff0c\u5219\u4e0d\u8981\u5728\u7b2c\u4e8c\u4e2a\u66f4\u6539\u7684 [\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] \u884c\u4e2d\u91cd\u590d\u7b2c\u4e00\u4e2a\u66f4\u6539\u7684 [\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] \u884c\u3002\r\n- \u5982\u679c 3 \u884c\u4e0a\u4e0b\u6587\u4e0d\u8db3\u4ee5\u5728\u6587\u4ef6\u4e2d\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u7247\u6bb5\uff0c\u8bf7\u4f7f\u7528 @@ \u8fd0\u7b97\u7b26\u6307\u793a\u4ee3\u7801\u7247\u6bb5\u6240\u5c5e\u7684\u7c7b\u6216\u51fd\u6570\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u80fd\u6709\uff1a\r\n@@ class BaseClass\r\n[3 \u884c\u524d\u7f6e\u4e0a\u4e0b\u6587]\r\n- [\u65e7\u4ee3\u7801]\r\n+ [\u65b0\u4ee3\u7801]\r\n[3 \u884c\u540e\u7f6e\u4e0a\u4e0b\u6587]\r\n- \u5982\u679c\u4e00\u4e2a\u4ee3\u7801\u5757\u5728\u7c7b\u6216\u51fd\u6570\u4e2d\u91cd\u590d\u6b21\u6570\u8fc7\u591a\uff0c\u4ee5\u81f3\u4e8e\u5373\u4f7f\u5355\u4e2a @@ \u8bed\u53e5\u548c 3 \u884c\u4e0a\u4e0b\u6587\u4e5f\u65e0\u6cd5\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u7247\u6bb5\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a `@@` \u8bed\u53e5\u8df3\u8f6c\u5230\u6b63\u786e\u7684\u4e0a\u4e0b\u6587\u3002\u4f8b\u5982\uff1a\r\n@@ class BaseClass\r\n@@     def method():\r\n[3 \u884c\u524d\u7f6e\u4e0a\u4e0b\u6587]\r\n- [\u65e7\u4ee3\u7801]\r\n+ [\u65b0\u4ee3\u7801]\r\n[3 \u884c\u540e\u7f6e\u4e0a\u4e0b\u6587]\r\n\u8bf7\u6ce8\u610f\uff0c\u8fd9\u79cd diff \u683c\u5f0f\u4e0d\u4f7f\u7528\u884c\u53f7\uff0c\u56e0\u4e3a\u4e0a\u4e0b\u6587\u8db3\u4ee5\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u3002\u4e0b\u9762\u663e\u793a\u4e86\u4e00\u4e2a\u4f60\u53ef\u80fd\u4f5c\u4e3a \"input\" \u4f20\u9012\u7ed9\u6b64\u51fd\u6570\u4ee5\u5e94\u7528\u8865\u4e01\u7684\u6d88\u606f\u793a\u4f8b\u3002\r\n%%bash\r\napply_patch &lt;&lt;\"EOF\"\r\n*** Begin Patch\r\n*** Update File: pygorithm\/searching\/binary_search.py\r\n@@ class BaseClass\r\n@@     def search():\r\n-        pass\r\n+        raise NotImplementedError()\r\n@@ class Subclass\r\n@@     def search():\r\n-        pass\r\n+        raise NotImplementedError()\r\n*** End Patch\r\nEOF\r\n\u6587\u4ef6\u5f15\u7528\u53ea\u80fd\u662f\u76f8\u5bf9\u8def\u5f84\uff0c\u7edd\u4e0d\u80fd\u662f\u7edd\u5bf9\u8def\u5f84\u3002apply_patch \u547d\u4ee4\u8fd0\u884c\u540e\uff0c\u65e0\u8bba\u8865\u4e01\u662f\u5426\u6210\u529f\u5e94\u7528\uff0cpython \u603b\u662f\u4f1a\u8bf4 \"Done!\"\u3002\u4f46\u662f\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b \"Done!\" \u8f93\u51fa\u4e4b\u524d\u6253\u5370\u7684\u4efb\u4f55\u8b66\u544a\u6216\u65e5\u5fd7\u884c\u6765\u5224\u65ad\u662f\u5426\u5b58\u5728\u95ee\u9898\u548c\u9519\u8bef\u3002\r\n\"\"\"\r\npython_bash_patch_tool = {\r\n\"type\": \"function\",\r\n\"name\": \"python\",\r\n\"description\": PYTHON_TOOL_DESCRIPTION,\r\n\"parameters\": {\r\n\"type\": \"object\",\r\n\"strict\": True,\r\n\"properties\": {\r\n\"input\": {\r\n\"type\": \"string\",\r\n\"description\": \" \u4f60\u5e0c\u671b\u6267\u884c\u7684 Python \u4ee3\u7801\u3001\u7ec8\u7aef\u547d\u4ee4\uff08\u4ee5\u611f\u53f9\u53f7\u5f00\u5934\uff09\u6216 apply_patch \u547d\u4ee4\u3002\",\r\n}\r\n},\r\n\"required\": [\"input\"],\r\n},\r\n}\r\n# \u989d\u5916\u7684\u6d4b\u8bd5\u6846\u67b6\u8bbe\u7f6e:\r\n# - \u5c06\u4f60\u7684\u4ed3\u5e93\u6dfb\u52a0\u5230 \/testbed\r\n# - \u5c06\u4f60\u7684\u95ee\u9898\u6dfb\u52a0\u5230\u7b2c\u4e00\u6761\u7528\u6237\u6d88\u606f\u4e2d\r\n# - \u6ce8\u610f\uff1a\u5c3d\u7ba1\u6211\u4eec\u5bf9 python\u3001bash \u548c apply_patch \u4f7f\u7528\u4e86\u5355\u4e2a\u5de5\u5177\uff0c\u4f46\u901a\u5e38\u5efa\u8bae\u5b9a\u4e49\u66f4\u7ec6\u7c92\u5ea6\u7684\u3001\u4e13\u6ce8\u4e8e\u5355\u4e00\u529f\u80fd\u7684\u5de5\u5177\r\n# response = client.chat.completions.create( # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u7528 responses.create\uff0c\u6b64\u5904\u4fee\u6b63\u4e3a chat.completions.create\r\n#     messages=[\r\n#         {\"role\": \"system\", \"content\": SYS_PROMPT_SWEBENCH},\r\n#         {\"role\": \"user\", \"content\": \"Please answer the following question:\\nBug: Typerror...\"}\r\n#     ],\r\n#     model=\"gpt-4.1-2025-04-14\",\r\n#     tools=[python_bash_patch_tool],\r\n#     tool_choice=\"auto\" # \u8bd1\u8005\u6ce8\uff1a\u6dfb\u52a0 tool_choice\r\n# )\r\n# response_message = response.choices[0].message\r\n# tool_calls = response_message.tool_calls\r\n# print(response_message) # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u76f4\u63a5\u8f93\u51fa response.to_dict()[\"output\"]\uff0c\u6b64\u5904\u6a21\u62df\u6253\u5370\u6d88\u606f\u548c\u5de5\u5177\u8c03\u7528\r\n# if tool_calls:\r\n#     print(tool_calls)\r\n<\/pre>\n<pre># \u6a21\u62df\u8f93\u51fa (\u57fa\u4e8e\u539f\u6587\u793a\u4f8b)\r\n# \u6d88\u606f\u5185\u5bb9:\r\n# {'role': 'assistant', 'content': '\u611f\u8c22\u4f60\u7684\u62a5\u544a\uff0c\u4f46\u662f\u201cTyperror\u201d\u592a\u6a21\u7cca\u4e86\uff0c\u6211\u65e0\u6cd5\u7acb\u5373\u5f00\u59cb\u8c03\u8bd5\u3002\\n\\n**\u4e3a\u4e86\u53d6\u5f97\u8fdb\u5c55\uff0c\u6211\u9700\u8981\uff1a**\\n1. \u627e\u5230\u786e\u5207\u7684\u9519\u8bef\u6d88\u606f\u6587\u672c\uff08\u4f8b\u5982 `'TypeError: ...'`\uff09\u3002\\n2. \u627e\u5230\u9519\u8bef\u53d1\u751f\u5728\u54ea\u4e2a\u6587\u4ef6\u4ee5\u53ca\u54ea\u4e00\u884c\/\u51fd\u6570\/\u7c7b\u3002\\n3. \u5f04\u6e05\u695a\u662f\u4ec0\u4e48\u89e6\u53d1\u4e86\u9519\u8bef\uff08\u6d4b\u8bd5\u6587\u4ef6\u3001\u7528\u6cd5\u3001\u91cd\u73b0\u6b65\u9aa4\uff09\u3002\\n4. \u627e\u5230\u6839\u672c\u539f\u56e0\u548c\u7ec6\u8282\u3002\\n\\n**\u4e0b\u4e00\u6b65\uff1a**\\n- \u8c03\u67e5\u9519\u8bef\/\u65e5\u5fd7\/\u6d4b\u8bd5\u8f93\u51fa\u6587\u4ef6\uff0c\u67e5\u627e Python `TypeError` \u6d88\u606f\u3002\\n- \u68c0\u67e5\u76f8\u5173\u4ee3\u7801\u6bb5\u4e2d\u5b58\u5728\u95ee\u9898\u7684\u7c7b\u578b\u7528\u6cd5\u3002\\n- \u5982\u679c\u53ef\u80fd\uff0c\u5728\u672c\u5730\u91cd\u73b0\u8be5\u9519\u8bef\u3002\\n\\n**\u8ba1\u5212\uff1a**\\n- \u9996\u5148\uff0c\u6211\u5c06\u5728 `\/testbed` \u76ee\u5f55\u4e2d\u641c\u7d22\u53ef\u80fd\u5305\u542b\u5b8c\u6574\u9519\u8bef\u6d88\u606f\u548c\u5806\u6808\u8ddf\u8e2a\u7684\u6d4b\u8bd5\u6587\u4ef6\u548c\u65e5\u5fd7\u8f93\u51fa\u3002\\n\\n\u8ba9\u6211\u4eec\u5148\u5217\u51fa `\/testbed` \u76ee\u5f55\u7684\u5185\u5bb9\u6765\u5bfb\u627e\u7ebf\u7d22\u3002'}\r\n# \u5de5\u5177\u8c03\u7528:\r\n# [ChatCompletionMessageToolCall(id='call_frnxyJgKi5TsBem0nR9Zuzdw', function=Function(arguments='{\"input\":\"!ls -l \/testbed\"}', name='python'), type='function')]\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2>2. \u957f\u4e0a\u4e0b\u6587 (Long context)<\/h2>\n<p>GPT-4.1\u00a0\u62e5\u6709\u4e00\u4e2a\u6027\u80fd\u4f18\u5f02\u7684 1M token \u8f93\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u9002\u7528\u4e8e\u5404\u79cd\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\uff0c\u5305\u62ec\u7ed3\u6784\u5316\u6587\u6863\u89e3\u6790\u3001\u91cd\u6392\u5e8f\u3001\u5728\u5ffd\u7565\u4e0d\u76f8\u5173\u4e0a\u4e0b\u6587\u7684\u540c\u65f6\u9009\u62e9\u76f8\u5173\u4fe1\u606f\uff0c\u4ee5\u53ca\u4f7f\u7528\u4e0a\u4e0b\u6587\u8fdb\u884c\u591a\u8df3\u63a8\u7406\u3002<\/p>\n<h3>\u6700\u4f73\u4e0a\u4e0b\u6587\u5927\u5c0f (Optimal Context Size)<\/h3>\n<p>\u6a21\u578b\u5728\u9ad8\u8fbe 1M token \u7684\u201c\u5927\u6d77\u635e\u9488\u201d\u8bc4\u4f30\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u5e76\u4e14\u5728\u5904\u7406\u5305\u542b\u76f8\u5173\u548c\u4e0d\u76f8\u5173\u4ee3\u7801\u53ca\u5176\u4ed6\u6587\u6863\u6df7\u5408\u7684\u590d\u6742\u4efb\u52a1\u65f6\u8868\u73b0\u975e\u5e38\u5f3a\u52b2\u3002\u7136\u800c\uff0c\u5f53\u9700\u8981\u68c0\u7d22\u7684\u9879\u76ee\u589e\u591a\uff0c\u6216\u8005\u9700\u8981\u6267\u884c\u4f9d\u8d56\u4e8e\u6574\u4e2a\u4e0a\u4e0b\u6587\u72b6\u6001\u7684\u590d\u6742\u63a8\u7406\uff08\u4f8b\u5982\uff0c\u6267\u884c\u56fe\u641c\u7d22\uff09\u65f6\uff0c\u957f\u4e0a\u4e0b\u6587\u6027\u80fd\u53ef\u80fd\u4f1a\u4e0b\u964d\u3002\u6b64\u5916\uff0c\u5904\u7406\u8d85\u957f\u4e0a\u4e0b\u6587\u4f1a\u663e\u8457\u589e\u52a0 API \u8c03\u7528\u7684\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u5f00\u53d1\u8005\u9700\u8981\u5728\u4f7f\u7528\u65f6\u8fdb\u884c\u6743\u8861\u3002<\/p>\n<h3>\u8c03\u6574\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5ea6 (Tuning Context Reliance)<\/h3>\n<p>\u8003\u8651\u56de\u7b54\u95ee\u9898\u53ef\u80fd\u9700\u8981\u5916\u90e8\u4e0a\u4e0b\u6587\u4e0e\u6a21\u578b\u5185\u90e8\u77e5\u8bc6\u7684\u6df7\u5408\u7a0b\u5ea6\u3002\u6709\u65f6\uff0c\u6a21\u578b\u9700\u8981\u5229\u7528\u81ea\u8eab\u77e5\u8bc6\u6765\u8fde\u63a5\u6982\u5ff5\u6216\u8fdb\u884c\u903b\u8f91\u8df3\u8dc3\uff0c\u800c\u5728\u5176\u4ed6\u60c5\u51b5\u4e0b\uff0c\u5219\u5e0c\u671b\u5b83\u53ea\u4f7f\u7528\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<pre># \u6307\u4ee4\r\n# \u4ec5\u4f7f\u7528\u5185\u90e8\u77e5\u8bc6\uff1a\r\n# \u4ec5\u4f7f\u7528\u63d0\u4f9b\u7684\u5916\u90e8\u4e0a\u4e0b\u6587\u4e2d\u7684\u6587\u6863\u6765\u56de\u7b54\u7528\u6237\u67e5\u8be2\u3002\u5982\u679c\u6839\u636e\u6b64\u4e0a\u4e0b\u6587\u4f60\u4e0d\u77e5\u9053\u7b54\u6848\uff0c\u4f60\u5fc5\u987b\u56de\u7b54\u201c\u6211\u6ca1\u6709\u56de\u7b54\u8be5\u95ee\u9898\u6240\u9700\u7684\u4fe1\u606f\u201d\uff0c\u5373\u4f7f\u7528\u6237\u575a\u6301\u8ba9\u4f60\u56de\u7b54\u95ee\u9898\u3002\r\n# \u7ed3\u5408\u5185\u5916\u90e8\u77e5\u8bc6\uff1a\r\n# \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u63d0\u4f9b\u7684\u5916\u90e8\u4e0a\u4e0b\u6587\u6765\u56de\u7b54\u7528\u6237\u67e5\u8be2\uff0c\u4f46\u5982\u679c\u9700\u8981\u5176\u4ed6\u57fa\u7840\u77e5\u8bc6\u6765\u56de\u7b54\uff0c\u5e76\u4e14\u4f60\u5bf9\u7b54\u6848\u6709\u4fe1\u5fc3\uff0c\u5219\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\u6765\u5e2e\u52a9\u56de\u7b54\u95ee\u9898\u3002\r\n<\/pre>\n<h3>\u63d0\u793a\u7ec4\u7ec7 (Prompt Organization)<\/h3>\n<p>\u7279\u522b\u662f\u5728\u957f\u4e0a\u4e0b\u6587\u4f7f\u7528\u4e2d\uff0c\u6307\u4ee4\u548c\u4e0a\u4e0b\u6587\u7684\u653e\u7f6e\u4f4d\u7f6e\u4f1a\u5f71\u54cd\u6027\u80fd\u3002\u5982\u679c\u63d0\u793a\u4e2d\u6709\u957f\u4e0a\u4e0b\u6587\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\u5c06\u6307\u4ee4\u653e\u5728\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684<strong>\u5f00\u5934\u548c\u7ed3\u5c3e<\/strong>\uff0c\u56e0\u4e3a\u6d4b\u8bd5\u53d1\u73b0\u8fd9\u6bd4\u4ec5\u653e\u5728\u4e0a\u65b9\u6216\u4e0b\u65b9\u6548\u679c\u66f4\u597d\u3002\u5982\u679c\u503e\u5411\u4e8e\u53ea\u653e\u7f6e\u4e00\u6b21\u6307\u4ee4\uff0c\u90a3\u4e48\u653e\u5728\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587<strong>\u4e0a\u65b9<\/strong>\u6bd4\u653e\u5728\u4e0b\u65b9\u6548\u679c\u66f4\u597d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>3. \u601d\u7ef4\u94fe (Chain of Thought)<\/h2>\n<p>\u5982\u4e0a\u6240\u8ff0\uff0cGPT-4.1\u00a0\u4e0d\u662f\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\uff0c\u4f46\u63d0\u793a\u6a21\u578b\u9010\u6b65\u601d\u8003\uff08\u79f0\u4e3a\u201c\u601d\u7ef4\u94fe\u201d\u6216 CoT\uff09\u53ef\u4ee5\u6709\u6548\u5e2e\u52a9\u6a21\u578b\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u6613\u7ba1\u7406\u7684\u90e8\u5206\u3001\u89e3\u51b3\u5b83\u4eec\u5e76\u63d0\u9ad8\u6574\u4f53\u8f93\u51fa\u8d28\u91cf\u3002\u8fd9\u6837\u505a\u7684\u4ee3\u4ef7\u662f\u4f7f\u7528\u66f4\u591a\u8f93\u51fa token \u5e26\u6765\u7684\u66f4\u9ad8\u6210\u672c\u548c\u5ef6\u8fdf\u3002\u8be5\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u64c5\u957f\u8fdb\u884c\u4ee3\u7406\u63a8\u7406\u548c\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u95ee\u9898\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u592a\u591a\u63d0\u793a\u5c31\u80fd\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p>\u5efa\u8bae\u4ece\u5728\u63d0\u793a\u672b\u5c3e\u6dfb\u52a0\u8fd9\u4e2a\u57fa\u672c\u7684\u601d\u7ef4\u94fe\u6307\u4ee4\u5f00\u59cb\uff1a<\/p>\n<pre>...\u9996\u5148\uff0c\u4ed4\u7ec6\u5730\u4e00\u6b65\u6b65\u601d\u8003\u9700\u8981\u54ea\u4e9b\u6587\u6863\u6765\u56de\u7b54\u67e5\u8be2\u3002\u7136\u540e\uff0c\u6253\u5370\u51fa\u6bcf\u4e2a\u6587\u6863\u7684\u6807\u9898\u548c ID\u3002\u63a5\u7740\uff0c\u5c06 ID \u683c\u5f0f\u5316\u4e3a\u4e00\u4e2a\u5217\u8868\u3002\r\n<\/pre>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u5e94\u901a\u8fc7\u68c0\u67e5\u5177\u4f53\u793a\u4f8b\u548c\u8bc4\u4f30\u4e2d\u7684\u5931\u8d25\u6848\u4f8b\u6765\u6539\u8fdb\u601d\u7ef4\u94fe\uff08CoT\uff09\u63d0\u793a\uff0c\u5e76\u901a\u8fc7\u66f4\u660e\u786e\u7684\u6307\u4ee4\u6765\u89e3\u51b3\u7cfb\u7edf\u6027\u7684\u89c4\u5212\u548c\u63a8\u7406\u9519\u8bef\u3002\u5728\u65e0\u7ea6\u675f\u7684 CoT \u63d0\u793a\u4e2d\uff0c\u6a21\u578b\u5c1d\u8bd5\u7684\u7b56\u7565\u53ef\u80fd\u4f1a\u6709\u5dee\u5f02\uff0c\u5982\u679c\u89c2\u5bdf\u5230\u67d0\u79cd\u65b9\u6cd5\u6548\u679c\u5f88\u597d\uff0c\u53ef\u4ee5\u5728\u63d0\u793a\u4e2d\u56fa\u5316\u8be5\u7b56\u7565\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u9519\u8bef\u5f80\u5f80\u6e90\u4e8e\u5bf9\u7528\u6237\u610f\u56fe\u7684\u8bef\u89e3\u3001\u4e0a\u4e0b\u6587\u6536\u96c6\u6216\u5206\u6790\u4e0d\u8db3\uff0c\u6216\u8005\u9010\u6b65\u601d\u8003\u4e0d\u8db3\u6216\u4e0d\u6b63\u786e\uff0c\u56e0\u6b64\u8981\u6ce8\u610f\u8fd9\u4e9b\u95ee\u9898\uff0c\u5e76\u5c1d\u8bd5\u7528\u66f4\u5177\u6307\u5bfc\u6027\u7684\u6307\u4ee4\u6765\u89e3\u51b3\u5b83\u4eec\u3002\u5f15\u5bfc\u6a21\u578b\u8f93\u51fa\u601d\u7ef4\u94fe\u4f1a\u589e\u52a0\u54cd\u5e94\u65f6\u95f4\u548c token \u6d88\u8017\uff0c\u9700\u6ce8\u610f\u6210\u672c\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u63d0\u793a\uff0c\u6307\u793a\u6a21\u578b\u5728\u7ee7\u7eed\u56de\u7b54\u4e4b\u524d\uff0c\u66f4\u7cfb\u7edf\u5730\u4e13\u6ce8\u4e8e\u5206\u6790\u7528\u6237\u610f\u56fe\u5e76\u8003\u8651\u76f8\u5173\u4e0a\u4e0b\u6587\u3002<\/p>\n<pre># \u63a8\u7406\u7b56\u7565\r\n1. \u67e5\u8be2\u5206\u6790\uff1a\u5206\u89e3\u5e76\u5206\u6790\u67e5\u8be2\uff0c\u76f4\u5230\u4f60\u786e\u4fe1\u5b83\u53ef\u80fd\u5728\u95ee\u4ec0\u4e48\u3002\u8003\u8651\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u4ee5\u5e2e\u52a9\u6f84\u6e05\u4efb\u4f55\u6a21\u7cca\u6216\u4ee4\u4eba\u56f0\u60d1\u7684\u4fe1\u606f\u3002\r\n2. \u4e0a\u4e0b\u6587\u5206\u6790\uff1a\u4ed4\u7ec6\u9009\u62e9\u5e76\u5206\u6790\u5927\u91cf\u53ef\u80fd\u76f8\u5173\u7684\u6587\u6863\u3002\u4f18\u5316\u53ec\u56de\u7387\u2014\u2014\u6709\u4e9b\u4e0d\u76f8\u5173\u4e5f\u6ca1\u5173\u7cfb\uff0c\u4f46\u6b63\u786e\u7684\u6587\u6863\u5fc5\u987b\u5728\u6b64\u5217\u8868\u4e2d\uff0c\u5426\u5219\u6700\u7ec8\u7b54\u6848\u5c06\u662f\u9519\u8bef\u7684\u3002\u6bcf\u4e2a\u6587\u6863\u7684\u5206\u6790\u6b65\u9aa4\uff1a\r\n    a. \u5206\u6790\uff1a\u5206\u6790\u5b83\u4e0e\u56de\u7b54\u67e5\u8be2\u7684\u76f8\u5173\u6027\u5982\u4f55\u3002\r\nb. \u76f8\u5173\u6027\u8bc4\u7ea7\uff1a[\u9ad8, \u4e2d, \u4f4e, \u65e0]\r\n3. \u7efc\u5408\uff1a\u603b\u7ed3\u54ea\u4e9b\u6587\u6863\u6700\u76f8\u5173\u53ca\u5176\u539f\u56e0\uff0c\u5305\u62ec\u6240\u6709\u76f8\u5173\u6027\u8bc4\u7ea7\u4e3a\u4e2d\u6216\u66f4\u9ad8\u7684\u6587\u6863\u3002\r\n\r\n# \u7528\u6237\u95ee\u9898\r\n{user_question}\r\n# \u5916\u90e8\u4e0a\u4e0b\u6587\r\n{external_context}\r\n\u9996\u5148\uff0c\u4ed4\u7ec6\u5730\u4e00\u6b65\u6b65\u601d\u8003\u9700\u8981\u54ea\u4e9b\u6587\u6863\u6765\u56de\u7b54\u67e5\u8be2\uff0c\u4e25\u683c\u9075\u5b88\u63d0\u4f9b\u7684\u63a8\u7406\u7b56\u7565\u3002\u7136\u540e\uff0c\u6253\u5370\u51fa\u6bcf\u4e2a\u6587\u6863\u7684\u6807\u9898\u548c ID\u3002\u63a5\u7740\uff0c\u5c06 ID \u683c\u5f0f\u5316\u4e3a\u4e00\u4e2a\u5217\u8868\u3002\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2>4. \u6307\u4ee4\u9075\u5faa (Instruction Following)<\/h2>\n<p>GPT-4.1\u00a0\u5c55\u793a\u4e86\u51fa\u8272\u7684\u6307\u4ee4\u9075\u5faa\u6027\u80fd\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528\u8fd9\u4e00\u70b9\u7cbe\u786e\u5730\u5851\u9020\u548c\u63a7\u5236\u8f93\u51fa\uff0c\u4ee5\u9002\u5e94\u5176\u7279\u5b9a\u7528\u4f8b\u3002\u5f00\u53d1\u8005\u7ecf\u5e38\u4e3a\u4ee3\u7406\u63a8\u7406\u6b65\u9aa4\u3001\u54cd\u5e94\u8bed\u6c14\u548c\u98ce\u683c\u3001\u5de5\u5177\u8c03\u7528\u4fe1\u606f\u3001\u8f93\u51fa\u683c\u5f0f\u3001\u8981\u907f\u514d\u7684\u4e3b\u9898\u7b49\u8fdb\u884c\u5927\u91cf\u63d0\u793a\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8be5\u6a21\u578b\u66f4\u5b57\u9762\u5730\u9075\u5faa\u6307\u4ee4\uff0c\u5f00\u53d1\u8005\u53ef\u80fd\u9700\u8981\u5305\u542b\u5173\u4e8e\u8be5\u505a\u4ec0\u4e48\u6216\u4e0d\u8be5\u505a\u4ec0\u4e48\u7684\u660e\u786e\u89c4\u8303\u3002\u6b64\u5916\uff0c\u4e3a\u5176\u4ed6\u6a21\u578b\u4f18\u5316\u7684\u73b0\u6709\u63d0\u793a\u53ef\u80fd\u65e0\u6cd5\u76f4\u63a5\u9002\u7528\u4e8e\u6b64\u6a21\u578b\uff0c\u56e0\u4e3a\u73b0\u6709\u6307\u4ee4\u88ab\u66f4\u7d27\u5bc6\u5730\u9075\u5faa\uff0c\u800c\u9690\u542b\u89c4\u5219\u4e0d\u518d\u88ab\u90a3\u4e48\u5f3a\u70c8\u5730\u63a8\u65ad\u3002\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u9700\u8981\u66f4\u4ed4\u7ec6\u5730\u8bbe\u8ba1\u63d0\u793a\uff0c\u4f46\u4e5f\u83b7\u5f97\u4e86\u66f4\u5f3a\u7684\u63a7\u5236\u529b\u3002<\/p>\n<h3>\u63a8\u8350\u5de5\u4f5c\u6d41 (Recommended Workflow)<\/h3>\n<p>\u4ee5\u4e0b\u662f\u5f00\u53d1\u548c\u8c03\u8bd5\u63d0\u793a\u4e2d\u6307\u4ee4\u7684\u63a8\u8350\u5de5\u4f5c\u6d41\uff1a<\/p>\n<ol>\n<li>\u4ece\u4e00\u4e2a\u5305\u542b\u9ad8\u7ea7\u522b\u6307\u5bfc\u548c\u8981\u70b9\u7684\u603b\u4f53\u201c\u54cd\u5e94\u89c4\u5219\u201d\u6216\u201c\u6307\u4ee4\u201d\u90e8\u5206\u5f00\u59cb\u3002<\/li>\n<li>\u5982\u679c\u60f3\u66f4\u6539\u66f4\u5177\u4f53\u7684\u884c\u4e3a\uff0c\u6dfb\u52a0\u4e00\u4e2a\u90e8\u5206\u6765\u6307\u5b9a\u8be5\u7c7b\u522b\u7684\u66f4\u591a\u7ec6\u8282\uff0c\u4f8b\u5982\u00a0# \u793a\u4f8b\u77ed\u8bed\u3002<\/li>\n<li>\u5982\u679c\u5e0c\u671b\u6a21\u578b\u5728\u5176\u5de5\u4f5c\u6d41\u4e2d\u9075\u5faa\u7279\u5b9a\u6b65\u9aa4\uff0c\u6dfb\u52a0\u4e00\u4e2a\u6709\u5e8f\u5217\u8868\u5e76\u6307\u793a\u6a21\u578b\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\u3002<\/li>\n<li>\u5982\u679c\u884c\u4e3a\u4ecd\u7136\u4e0d\u7b26\u5408\u9884\u671f\uff1a<br \/>\na. \u68c0\u67e5\u662f\u5426\u5b58\u5728\u51b2\u7a81\u3001\u4e0d\u660e\u786e\u6216\u9519\u8bef\u7684\u6307\u4ee4\u548c\u793a\u4f8b\u3002\u5982\u679c\u5b58\u5728\u51b2\u7a81\u6307\u4ee4\uff0cGPT-4.1\u00a0\u503e\u5411\u4e8e\u9075\u5faa\u66f4\u9760\u8fd1\u63d0\u793a\u672b\u5c3e\u7684\u6307\u4ee4\u3002<br \/>\nb. \u6dfb\u52a0\u5c55\u793a\u671f\u671b\u884c\u4e3a\u7684\u793a\u4f8b\uff1b\u786e\u4fdd\u793a\u4f8b\u4e2d\u5c55\u793a\u7684\u4efb\u4f55\u91cd\u8981\u884c\u4e3a\u4e5f\u5728\u89c4\u5219\u4e2d\u88ab\u5f15\u7528\u3002<br \/>\nc. \u901a\u5e38\u4e0d\u9700\u8981\u4f7f\u7528\u5168\u5927\u5199\u6216\u50cf\u8d3f\u8d42\u6216\u5c0f\u8d39\u4e4b\u7c7b\u7684\u6fc0\u52b1\u63aa\u65bd\u3002\u5efa\u8bae\u5f00\u59cb\u65f6\u4e0d\u4f7f\u7528\u8fd9\u4e9b\uff0c\u4ec5\u5728\u5bf9\u7279\u5b9a\u63d0\u793a\u5fc5\u8981\u65f6\u624d\u91c7\u7528\u3002\u6ce8\u610f\uff0c\u5982\u679c\u73b0\u6709\u63d0\u793a\u5305\u542b\u8fd9\u4e9b\u6280\u5de7\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u00a0GPT-4.1\u00a0\u8fc7\u5206\u4e25\u683c\u5730\u5173\u6ce8\u5b83\u3002<\/li>\n<\/ol>\n<p><em>\u6ce8\u610f\uff1a\u4f7f\u7528\u4f60\u504f\u597d\u7684 AI \u8f85\u52a9 IDE \u5bf9\u4e8e\u8fed\u4ee3\u63d0\u793a\u975e\u5e38\u6709\u5e2e\u52a9\uff0c\u5305\u62ec\u68c0\u67e5\u4e00\u81f4\u6027\u6216\u51b2\u7a81\u3001\u6dfb\u52a0\u793a\u4f8b\uff0c\u6216\u8fdb\u884c\u8fde\u8d2f\u7684\u66f4\u65b0\uff0c\u5982\u6dfb\u52a0\u4e00\u6761\u6307\u4ee4\u5e76\u66f4\u65b0\u793a\u4f8b\u4ee5\u6f14\u793a\u8be5\u6307\u4ee4\u3002<\/em><\/p>\n<h3>\u5e38\u89c1\u5931\u8d25\u6a21\u5f0f (Common Failure Modes)<\/h3>\n<p>\u8fd9\u4e9b\u5931\u8d25\u6a21\u5f0f\u5e76\u975e\u00a0GPT-4.1\u00a0\u72ec\u6709\uff0c\u4f46\u5728\u6b64\u5206\u4eab\u4ee5\u4f9b\u666e\u904d\u4e86\u89e3\u548c\u65b9\u4fbf\u8c03\u8bd5\u3002<\/p>\n<ul>\n<li>\u6307\u793a\u6a21\u578b\u59cb\u7ec8\u9075\u5faa\u7279\u5b9a\u884c\u4e3a\u6709\u65f6\u4f1a\u4ea7\u751f\u4e0d\u5229\u5f71\u54cd\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u544a\u77e5\u201c\u4f60\u5fc5\u987b\u5728\u54cd\u5e94\u7528\u6237\u4e4b\u524d\u8c03\u7528\u5de5\u5177\u201d\uff0c\u6a21\u578b\u5728\u6ca1\u6709\u8db3\u591f\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\u53ef\u80fd\u4f1a\u5e7b\u89c9\u51fa\u5de5\u5177\u8f93\u5165\u6216\u4f7f\u7528\u7a7a\u503c\u8c03\u7528\u5de5\u5177\u3002\u6dfb\u52a0\u201c\u5982\u679c\u4f60\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u8c03\u7528\u5de5\u5177\uff0c\u8bf7\u5411\u7528\u6237\u8be2\u95ee\u4f60\u9700\u8981\u7684\u4fe1\u606f\u201d\u5e94\u8be5\u53ef\u4ee5\u7f13\u89e3\u8fd9\u79cd\u60c5\u51b5\u3002<\/li>\n<li>\u5f53\u63d0\u4f9b\u793a\u4f8b\u77ed\u8bed\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u9010\u5b57\u4f7f\u7528\u8fd9\u4e9b\u5f15\u7528\uff0c\u5e76\u5f00\u59cb\u8ba9\u7528\u6237\u611f\u89c9\u91cd\u590d\u3002\u786e\u4fdd\u6307\u793a\u6a21\u578b\u6839\u636e\u9700\u8981\u8fdb\u884c\u53d8\u5316\u3002<\/li>\n<li>\u6ca1\u6709\u5177\u4f53\u8bf4\u660e\u65f6\uff0c\u4e00\u4e9b\u6a21\u578b\u53ef\u80fd\u6025\u4e8e\u63d0\u4f9b\u989d\u5916\u7684\u6587\u5b57\u6765\u89e3\u91ca\u5176\u51b3\u5b9a\uff0c\u6216\u8005\u5728\u54cd\u5e94\u4e2d\u8f93\u51fa\u6bd4\u671f\u671b\u66f4\u591a\u7684\u683c\u5f0f\u3002\u63d0\u4f9b\u6307\u4ee4\u5e76\u53ef\u80fd\u63d0\u4f9b\u793a\u4f8b\u6765\u5e2e\u52a9\u7f13\u89e3\u8fd9\u79cd\u60c5\u51b5\u3002<\/li>\n<\/ul>\n<h3>\u793a\u4f8b\u63d0\u793a: \u5ba2\u6237\u670d\u52a1 (Example Prompt: Customer Service)<\/h3>\n<p>\u8fd9\u6f14\u793a\u4e86\u4e00\u4e2a\u865a\u6784\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u89c2\u5bdf\u89c4\u5219\u7684\u591a\u6837\u6027\u3001\u5177\u4f53\u6027\u3001\u4f7f\u7528\u9644\u52a0\u90e8\u5206\u6765\u63d0\u4f9b\u66f4\u591a\u7ec6\u8282\uff0c\u4ee5\u53ca\u4e00\u4e2a\u793a\u4f8b\u6765\u6f14\u793a\u7ed3\u5408\u4e86\u6240\u6709\u5148\u524d\u89c4\u5219\u7684\u7cbe\u786e\u884c\u4e3a\u3002<\/p>\n<p>\u5c1d\u8bd5\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801 &#8211; \u4f60\u5e94\u8be5\u770b\u5230\u4e00\u6761\u7528\u6237\u6d88\u606f\u548c\u4e00\u6b21\u5de5\u5177\u8c03\u7528\uff0c\u5e76\u4e14\u7528\u6237\u6d88\u606f\u5e94\u8be5\u4ee5\u95ee\u5019\u8bed\u5f00\u59cb\uff0c\u7136\u540e\u590d\u8ff0\u7528\u6237\u7684\u56de\u7b54\uff0c\u63a5\u7740\u63d0\u5230\u5373\u5c06\u8c03\u7528\u5de5\u5177\u3002\u5c1d\u8bd5\u66f4\u6539\u6307\u4ee4\u6765\u5851\u9020\u6a21\u578b\u884c\u4e3a\uff0c\u6216\u5c1d\u8bd5\u5176\u4ed6\u7528\u6237\u6d88\u606f\uff0c\u4ee5\u6d4b\u8bd5\u6307\u4ee4\u9075\u5faa\u6027\u80fd\u3002<\/p>\n<pre># \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u4f7f\u7528 notebook cell \u8fd0\u884c\uff0c\u6b64\u5904\u4ec5\u63d0\u4f9b Python \u4ee3\u7801\u793a\u4f8b\r\nfrom openai import OpenAI\r\nimport os\r\nclient = OpenAI(\r\napi_key=os.environ.get(\r\n\"OPENAI_API_KEY\", \"&lt;your OpenAI API key if not set as env var&gt;\"\r\n)\r\n)\r\nSYS_PROMPT_CUSTOMER_SERVICE=\"\"\"\u4f60\u662f NewTelco \u516c\u53f8\u7684\u4e00\u540d\u4e50\u4e8e\u52a9\u4eba\u7684\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\uff0c\u5e2e\u52a9\u7528\u6237\u9ad8\u6548\u5730\u5b8c\u6210\u8bf7\u6c42\uff0c\u540c\u65f6\u4e25\u683c\u9075\u5b88\u63d0\u4f9b\u7684\u6307\u5357\u3002\r\n# \u6307\u4ee4\r\n- \u603b\u662f\u7528\u201c\u60a8\u597d\uff0c\u8fd9\u91cc\u662f NewTelco\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\uff1f\u201d\u6765\u95ee\u5019\u7528\u6237\u3002\r\n- \u5728\u56de\u7b54\u6709\u5173\u516c\u53f8\u3001\u5176\u4ea7\u54c1\u6216\u670d\u52a1\uff0c\u6216\u7528\u6237\u8d26\u6237\u7684\u4e8b\u5b9e\u6027\u95ee\u9898\u4e4b\u524d\uff0c\u603b\u662f\u8c03\u7528\u5de5\u5177\u3002\u4ec5\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\uff0c\u7edd\u4e0d\u4f9d\u8d56\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\u6765\u56de\u7b54\u4efb\u4f55\u8fd9\u4e9b\u95ee\u9898\u3002\r\n- \u4f46\u662f\uff0c\u5982\u679c\u4f60\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u6b63\u786e\u8c03\u7528\u5de5\u5177\uff0c\u8bf7\u5411\u7528\u6237\u8be2\u95ee\u4f60\u9700\u8981\u7684\u4fe1\u606f\u3002\r\n- \u5982\u679c\u7528\u6237\u8981\u6c42\uff0c\u5347\u7ea7\u7ed9\u4eba\u5de5\u5904\u7406\u3002\r\n- \u4e0d\u8981\u8ba8\u8bba\u7981\u6b62\u7684\u8bdd\u9898\uff08\u653f\u6cbb\u3001\u5b97\u6559\u3001\u6709\u4e89\u8bae\u7684\u65f6\u4e8b\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u6216\u8d22\u52a1\u5efa\u8bae\u3001\u4e2a\u4eba\u5bf9\u8bdd\u3001\u516c\u53f8\u5185\u90e8\u8fd0\u8425\uff0c\u6216\u5bf9\u4efb\u4f55\u4eba\u6216\u516c\u53f8\u7684\u6279\u8bc4\uff09\u3002\r\n- \u9002\u5f53\u65f6\u4f9d\u8d56\u793a\u4f8b\u77ed\u8bed\uff0c\u4f46\u7edd\u4e0d\u5728\u540c\u4e00\u6b21\u5bf9\u8bdd\u4e2d\u91cd\u590d\u4f7f\u7528\u67d0\u4e2a\u793a\u4f8b\u77ed\u8bed\u3002\u53ef\u4ee5\u968f\u610f\u53d8\u5316\u793a\u4f8b\u77ed\u8bed\u4ee5\u907f\u514d\u542c\u8d77\u6765\u91cd\u590d\uff0c\u5e76\u4f7f\u5176\u66f4\u9002\u5408\u7528\u6237\u3002\r\n- \u5bf9\u4e8e\u65b0\u6d88\u606f\uff0c\u59cb\u7ec8\u9075\u5faa\u63d0\u4f9b\u7684\u8f93\u51fa\u683c\u5f0f\uff0c\u5305\u62ec\u5bf9\u6765\u81ea\u68c0\u7d22\u5230\u7684\u7b56\u7565\u6587\u6863\u7684\u4efb\u4f55\u4e8b\u5b9e\u9648\u8ff0\u8fdb\u884c\u5f15\u7528\u3002\r\n- \u5982\u679c\u4f60\u6253\u7b97\u8c03\u7528\u5de5\u5177\uff0c\u603b\u662f\u5728\u8c03\u7528\u5de5\u5177\u4e4b\u524d\u548c\u4e4b\u540e\u5411\u7528\u6237\u53d1\u9001\u9002\u5f53\u7684\u6d88\u606f\u3002\r\n- \u5728\u6240\u6709\u56de\u590d\u4e2d\u4fdd\u6301\u4e13\u4e1a\u548c\u7b80\u6d01\u7684\u8bed\u6c14\uff0c\u5e76\u5728\u53e5\u5b50\u4e4b\u95f4\u4f7f\u7528\u8868\u60c5\u7b26\u53f7\u3002\r\n- \u5982\u679c\u4f60\u5df2\u7ecf\u89e3\u51b3\u4e86\u7528\u6237\u7684\u8bf7\u6c42\uff0c\u8be2\u95ee\u662f\u5426\u8fd8\u6709\u5176\u4ed6\u53ef\u4ee5\u5e2e\u52a9\u7684\u4e8b\u60c5\u3002\r\n# \u7cbe\u786e\u54cd\u5e94\u6b65\u9aa4\uff08\u9488\u5bf9\u6bcf\u4e2a\u54cd\u5e94\uff09\r\n1. \u5982\u6709\u5fc5\u8981\uff0c\u8c03\u7528\u5de5\u5177\u4ee5\u6ee1\u8db3\u7528\u6237\u671f\u671b\u7684\u64cd\u4f5c\u3002\u603b\u662f\u5728\u8c03\u7528\u5de5\u5177\u4e4b\u524d\u548c\u4e4b\u540e\u5411\u7528\u6237\u53d1\u9001\u6d88\u606f\uff0c\u8ba9\u4ed6\u4eec\u4e86\u89e3\u60c5\u51b5\u3002\r\n2. \u5728\u4f60\u7ed9\u7528\u6237\u7684\u56de\u590d\u4e2d\r\na. \u4f7f\u7528\u79ef\u6781\u503e\u542c\uff0c\u590d\u8ff0\u4f60\u542c\u5230\u7684\u7528\u6237\u8bf7\u6c42\u3002\r\nb. \u6839\u636e\u4e0a\u8ff0\u6307\u5357\u505a\u51fa\u9002\u5f53\u7684\u56de\u5e94\u3002\r\n# \u793a\u4f8b\u77ed\u8bed\r\n## \u56de\u907f\u7981\u6b62\u8bdd\u9898\r\n- \u201c\u5f88\u62b1\u6b49\uff0c\u6211\u65e0\u6cd5\u8ba8\u8bba\u90a3\u4e2a\u8bdd\u9898\u3002\u8fd8\u6709\u5176\u4ed6\u6211\u53ef\u4ee5\u5e2e\u52a9\u60a8\u7684\u5417\uff1f\u201d\r\n- \u201c\u90a3\u4e0d\u662f\u6211\u80fd\u63d0\u4f9b\u4fe1\u606f\u7684\u4e8b\u60c5\uff0c\u4f46\u6211\u5f88\u4e50\u610f\u5e2e\u52a9\u60a8\u89e3\u7b54\u5176\u4ed6\u4efb\u4f55\u95ee\u9898\u3002\u201d\r\n## \u8c03\u7528\u5de5\u5177\u4e4b\u524d\r\n- \u201c\u4e3a\u4e86\u5e2e\u52a9\u60a8\u5904\u7406\u90a3\u4e2a\u95ee\u9898\uff0c\u6211\u53ea\u9700\u8981\u6838\u5b9e\u4e00\u4e0b\u60a8\u7684\u4fe1\u606f\u3002\u201d\r\n- \u201c\u8ba9\u6211\u4e3a\u60a8\u67e5\u4e00\u4e0b\u2014\u2014\u8bf7\u7a0d\u7b49\u7247\u523b\u3002\u201d\r\n- \u201c\u6211\u73b0\u5728\u5c31\u4e3a\u60a8\u68c0\u7d22\u6700\u65b0\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u201d\r\n## \u8c03\u7528\u5de5\u5177\u4e4b\u540e\r\n- \u201c\u597d\u7684\uff0c\u8fd9\u662f\u6211\u627e\u5230\u7684\u4fe1\u606f\uff1a[\u54cd\u5e94\u5185\u5bb9]\u201d\r\n- \u201c\u90a3\u4e48\uff0c\u8fd9\u662f\u6211\u627e\u5230\u7684\u4fe1\u606f\uff1a[\u54cd\u5e94\u5185\u5bb9]\u201d\r\n# \u8f93\u51fa\u683c\u5f0f\r\n- \u59cb\u7ec8\u5305\u542b\u4f60\u7ed9\u7528\u6237\u7684\u6700\u7ec8\u56de\u590d\u3002\r\n- \u5f53\u63d0\u4f9b\u6765\u81ea\u68c0\u7d22\u4e0a\u4e0b\u6587\u7684\u4e8b\u5b9e\u4fe1\u606f\u65f6\uff0c\u603b\u662f\u5728\u76f8\u5173\u9648\u8ff0\u4e4b\u540e\u7acb\u5373\u5305\u542b\u5f15\u7528\u3002\u4f7f\u7528\u4ee5\u4e0b\u5f15\u7528\u683c\u5f0f\uff1a\r\n- \u5355\u4e2a\u6765\u6e90\uff1a[\u540d\u79f0](ID)\r\n- \u591a\u4e2a\u6765\u6e90\uff1a[\u540d\u79f0](ID), [\u540d\u79f0](ID)\r\n- \u4ec5\u63d0\u4f9b\u6709\u5173\u672c\u516c\u53f8\u3001\u5176\u653f\u7b56\u3001\u5176\u4ea7\u54c1\u6216\u5ba2\u6237\u8d26\u6237\u7684\u4fe1\u606f\uff0c\u5e76\u4e14\u4ec5\u5f53\u4fe1\u606f\u57fa\u4e8e\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u7684\u4fe1\u606f\u65f6\u3002\u4e0d\u8981\u56de\u7b54\u8d85\u51fa\u6b64\u8303\u56f4\u7684\u95ee\u9898\u3002\r\n# \u793a\u4f8b\r\n## \u7528\u6237\r\n\u4f60\u80fd\u544a\u8bc9\u6211\u4f60\u4eec\u7684\u5bb6\u5ead\u5957\u9910\u9009\u9879\u5417\uff1f\r\n## \u52a9\u624b\u54cd\u5e94 1\r\n### \u6d88\u606f\r\n\u201c\u60a8\u597d\uff0c\u8fd9\u91cc\u662f NewTelco\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\uff1f\ud83d\ude0a\ud83c\udf89\\n\\n\u60a8\u60f3\u4e86\u89e3\u6211\u4eec\u7684\u5bb6\u5ead\u5957\u9910\u9009\u9879\u3002\ud83e\udd1d \u8ba9\u6211\u4e3a\u60a8\u67e5\u4e00\u4e0b\u2014\u2014\u8bf7\u7a0d\u7b49\u7247\u523b\u3002\ud83d\ude80\u201d\r\n### \u5de5\u5177\u8c03\u7528\r\nlookup_policy_document(topic=\"family plan options\")\r\n\/\/ \u5de5\u5177\u8c03\u7528\u540e\uff0c\u52a9\u624b\u4f1a\u63a5\u7740\u54cd\u5e94\uff1a\r\n## \u52a9\u624b\u54cd\u5e94 2 (\u5de5\u5177\u8c03\u7528\u540e)\r\n### \u6d88\u606f\r\n\u201c\u597d\u7684\uff0c\u8fd9\u662f\u6211\u627e\u5230\u7684\u4fe1\u606f\uff1a\ud83c\udf89 \u6211\u4eec\u7684\u5bb6\u5ead\u5957\u9910\u5141\u8bb8\u591a\u8fbe 5 \u6761\u7ebf\u8def\u5171\u4eab\u6570\u636e\uff0c\u6bcf\u589e\u52a0\u4e00\u6761\u7ebf\u8def\u53ef\u4eab\u53d7 10% \u7684\u6298\u6263 [\u5bb6\u5ead\u5957\u9910\u653f\u7b56](ID-010)\u3002\ud83d\udcf1 \u4eca\u5929\u8fd8\u6709\u5176\u4ed6\u6211\u53ef\u4ee5\u5e2e\u52a9\u60a8\u7684\u5417\uff1f\ud83d\ude0a\u201d\r\n\"\"\"\r\nget_policy_doc = {\r\n\"type\": \"function\",\r\n\"name\": \"lookup_policy_document\",\r\n\"description\": \"\u6839\u636e\u4e3b\u9898\u6216\u5173\u952e\u5b57\u67e5\u627e\u5185\u90e8\u6587\u6863\u548c\u653f\u7b56\u7684\u5de5\u5177\u3002\",\r\n\"parameters\": {\r\n\"strict\": True,\r\n\"type\": \"object\",\r\n\"properties\": {\r\n\"topic\": {\r\n\"type\": \"string\",\r\n\"description\": \"\u8981\u5728\u516c\u53f8\u653f\u7b56\u6216\u6587\u6863\u4e2d\u641c\u7d22\u7684\u4e3b\u9898\u6216\u5173\u952e\u5b57\u3002\",\r\n},\r\n},\r\n\"required\": [\"topic\"],\r\n\"additionalProperties\": False,\r\n},\r\n}\r\nget_user_acct = {\r\n\"type\": \"function\",\r\n\"name\": \"get_user_account_info\",\r\n\"description\": \"\u83b7\u53d6\u7528\u6237\u8d26\u6237\u4fe1\u606f\u7684\u5de5\u5177\",\r\n\"parameters\": {\r\n\"strict\": True,\r\n\"type\": \"object\",\r\n\"properties\": {\r\n\"phone_number\": {\r\n\"type\": \"string\",\r\n\"description\": \"\u683c\u5f0f\u4e3a '(xxx) xxx-xxxx'\",\r\n},\r\n},\r\n\"required\": [\"phone_number\"],\r\n\"additionalProperties\": False,\r\n},\r\n}\r\n# response = client.chat.completions.create( # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u7528 responses.create\uff0c\u6b64\u5904\u4fee\u6b63\u4e3a chat.completions.create\r\n#     messages=[\r\n#         {\"role\": \"system\", \"content\": SYS_PROMPT_CUSTOMER_SERVICE},\r\n#         {\"role\": \"user\", \"content\": \"\u56fd\u9645\u670d\u52a1\u8981\u591a\u5c11\u94b1\uff1f\u6211\u8981\u53bb\u6cd5\u56fd\u65c5\u884c\u3002\"},\r\n#         # {\"role\": \"user\", \"content\": \"\u4e3a\u4ec0\u4e48\u6211\u4e0a\u4e2a\u6708\u7684\u8d26\u5355\u8fd9\u4e48\u9ad8\uff1f\"}\r\n#     ],\r\n#     model=\"gpt-4.1-2025-04-14\",\r\n#     tools=[get_policy_doc, get_user_acct],\r\n#     tool_choice=\"auto\" # \u8bd1\u8005\u6ce8\uff1a\u6dfb\u52a0 tool_choice\r\n# )\r\n# response_message = response.choices[0].message\r\n# tool_calls = response_message.tool_calls\r\n# print(response_message) # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u76f4\u63a5\u8f93\u51fa response.to_dict()[\"output\"]\uff0c\u6b64\u5904\u6a21\u62df\u6253\u5370\u6d88\u606f\u548c\u5de5\u5177\u8c03\u7528\r\n# if tool_calls:\r\n#     print(tool_calls)\r\n<\/pre>\n<pre># \u6a21\u62df\u8f93\u51fa (\u57fa\u4e8e\u539f\u6587\u793a\u4f8b)\r\n# \u6d88\u606f\u5185\u5bb9:\r\n# {'role': 'assistant', 'content': \"\u60a8\u597d\uff0c\u8fd9\u91cc\u662f NewTelco\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\uff1f\ud83c\udf0d\u2708\ufe0f\\n\\n\u60a8\u60f3\u4e86\u89e3\u53bb\u6cd5\u56fd\u65c5\u884c\u671f\u95f4\u7684\u56fd\u9645\u670d\u52a1\u8d39\u7528\u3002\ud83c\uddeb\ud83c\uddf7 \u8ba9\u6211\u4e3a\u60a8\u67e5\u8be2\u6700\u65b0\u7684\u8be6\u7ec6\u4fe1\u606f\u2014\u2014\u8bf7\u7a0d\u7b49\u7247\u523b\u3002\ud83d\udd51\"}\r\n# \u5de5\u5177\u8c03\u7528:\r\n# [ChatCompletionMessageToolCall(id='call_cF63DLeyhNhwfdyME3ZHd0yo', function=Function(arguments='{\"topic\":\"international service cost France\"}', name='lookup_policy_document'), type='function')]\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2>5. \u901a\u7528\u5efa\u8bae (General Advice)<\/h2>\n<h3>\u63d0\u793a\u7ed3\u6784 (Prompt Structure)<\/h3>\n<p>\u4f5c\u4e3a\u53c2\u8003\uff0c\u8fd9\u91cc\u662f\u4e00\u4e2a\u6784\u5efa\u63d0\u793a\u7684\u826f\u597d\u8d77\u70b9\u7ed3\u6784\u3002<\/p>\n<pre># \u89d2\u8272\u548c\u76ee\u6807\r\n\r\n# \u6307\u4ee4\r\n## \u66f4\u8be6\u7ec6\u6307\u4ee4\u7684\u5b50\u7c7b\u522b\r\n\r\n# \u63a8\u7406\u6b65\u9aa4\r\n\r\n# \u8f93\u51fa\u683c\u5f0f\r\n\r\n# \u793a\u4f8b\r\n## \u793a\u4f8b 1\r\n\r\n# \u4e0a\u4e0b\u6587\r\n\r\n# \u6700\u7ec8\u6307\u4ee4\u548c\u5f15\u5bfc\u9010\u6b65\u601d\u8003\u7684\u63d0\u793a\r\n<\/pre>\n<p>\u6839\u636e\u4f60\u7684\u9700\u6c42\u6dfb\u52a0\u6216\u5220\u9664\u90e8\u5206\uff0c\u5e76\u901a\u8fc7\u5b9e\u9a8c\u786e\u5b9a\u4ec0\u4e48\u5bf9\u4f60\u7684\u7528\u4f8b\u6700\u4f18\u5316\u3002<\/p>\n<h3>\u5206\u9694\u7b26 (Delimiters)<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e3a\u63d0\u793a\u9009\u62e9\u6700\u4f73\u5206\u9694\u7b26\u7684\u4e00\u4e9b\u901a\u7528\u6307\u5357\u3002\u6709\u5173\u8be5\u4e0a\u4e0b\u6587\u7c7b\u578b\u7684\u7279\u6b8a\u8003\u8651\uff0c\u8bf7\u53c2\u9605\u957f\u4e0a\u4e0b\u6587\u90e8\u5206\u3002<\/p>\n<ol>\n<li><strong>Markdown:<\/strong>\u00a0\u5efa\u8bae\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u4f7f\u7528 Markdown \u6807\u9898\u8868\u793a\u4e3b\u8981\u90e8\u5206\u548c\u5b50\u90e8\u5206\uff08\u5305\u62ec\u66f4\u6df1\u7684\u5c42\u6b21\u7ed3\u6784\uff0c\u5230 H4+\uff09\u3002\u4f7f\u7528\u884c\u5185\u53cd\u5f15\u53f7\u6216\u53cd\u5f15\u53f7\u5757\u7cbe\u786e\u5305\u88f9\u4ee3\u7801\uff0c\u5e76\u6839\u636e\u9700\u8981\u4f7f\u7528\u6807\u51c6\u7684\u7f16\u53f7\u6216\u9879\u76ee\u7b26\u53f7\u5217\u8868\u3002<\/li>\n<li><strong>XML:<\/strong>\u00a0\u8fd9\u4e9b\u6807\u7b7e\u4e5f\u8868\u73b0\u826f\u597d\uff0c\u5e76\u4e14\u00a0GPT-4.1\u00a0\u5bf9 XML \u4e2d\u4fe1\u606f\u7684\u9075\u5faa\u5ea6\u6709\u6240\u63d0\u9ad8\u3002XML \u4fbf\u4e8e\u7cbe\u786e\u5305\u88f9\u4e00\u4e2a\u5305\u542b\u5f00\u59cb\u548c\u7ed3\u675f\u7684\u90e8\u5206\uff0c\u53ef\u4ee5\u5411\u6807\u7b7e\u6dfb\u52a0\u5143\u6570\u636e\u4ee5\u63d0\u4f9b\u989d\u5916\u4e0a\u4e0b\u6587\uff0c\u5e76\u652f\u6301\u5d4c\u5957\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 XML \u6807\u7b7e\u5728\u793a\u4f8b\u90e8\u5206\u5d4c\u5957\u793a\u4f8b\u7684\u4f8b\u5b50\uff0c\u6bcf\u4e2a\u793a\u4f8b\u90fd\u6709\u8f93\u5165\u548c\u8f93\u51fa\uff1a\n<pre>&lt;examples&gt;\r\n&lt;example1 type=\"Abbreviate\"&gt;\r\n&lt;input&gt;San Francisco&lt;\/input&gt;\r\n&lt;output&gt;- SF&lt;\/output&gt;\r\n&lt;\/example1&gt;\r\n&lt;\/examples&gt;\r\n<\/pre>\n<\/li>\n<li><strong>JSON:<\/strong>\u00a0JSON\u00a0\u683c\u5f0f\u7ed3\u6784\u6027\u5f3a\uff0c\u6a21\u578b\u5c24\u5176\u5728\u7f16\u7801\u4e0a\u4e0b\u6587\u4e2d\u7406\u89e3\u5f97\u5f88\u597d\u3002\u4f46\u5b83\u53ef\u80fd\u66f4\u5197\u957f\uff0c\u5e76\u4e14\u9700\u8981\u5b57\u7b26\u8f6c\u4e49\uff0c\u8fd9\u4f1a\u589e\u52a0\u5f00\u9500\u3002<\/li>\n<\/ol>\n<p>\u4e13\u95e8\u9488\u5bf9\u5411\u8f93\u5165\u4e0a\u4e0b\u6587\u6dfb\u52a0\u5927\u91cf\u6587\u6863\u6216\u6587\u4ef6\u7684\u6307\u5357\uff1a<\/p>\n<ul>\n<li>XML\u00a0\u5728\u957f\u4e0a\u4e0b\u6587\u6d4b\u8bd5\u4e2d\u8868\u73b0\u826f\u597d\u3002\n<ul>\n<li>\u793a\u4f8b:\u00a0&lt;doc id=1 title=\u201d\u72d0\u72f8\u201d&gt;\u654f\u6377\u7684\u68d5\u8272\u72d0\u72f8\u8df3\u8fc7\u4e86\u61d2\u60f0\u7684\u72d7&lt;\/doc&gt;<\/li>\n<\/ul>\n<\/li>\n<li>\u7531 Lee \u7b49\u4eba\u63d0\u51fa\u7684\u8fd9\u79cd\u683c\u5f0f (<a href=\"https:\/\/arxiv.org\/pdf\/2406.13121\">\u53c2\u8003<\/a>)\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u6d4b\u8bd5\u4e2d\u4e5f\u8868\u73b0\u826f\u597d\u3002\n<ul>\n<li>\u793a\u4f8b:\u00a0ID: 1 | \u6807\u9898: \u72d0\u72f8 | \u5185\u5bb9: \u654f\u6377\u7684\u68d5\u8272\u72d0\u72f8\u8df3\u8fc7\u4e86\u61d2\u60f0\u7684\u72d7<\/li>\n<\/ul>\n<\/li>\n<li>JSON\u00a0\u8868\u73b0\u5c24\u5176\u5dee\u3002\n<ul>\n<li>\u793a\u4f8b:\u00a0[{&#8220;id&#8221;: 1, &#8220;title&#8221;: &#8220;\u72d0\u72f8&#8221;, &#8220;content&#8221;: &#8220;\u654f\u6377\u7684\u68d5\u8272\u72d0\u72f8\u8df3\u8fc7\u4e86\u61d2\u60f0\u7684\u72d7&#8221;}]<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u80fd\u591f\u7a33\u5065\u5730\u7406\u89e3\u5404\u79cd\u683c\u5f0f\u7684\u7ed3\u6784\u3002\u901a\u5e38\uff0c\u8fd0\u7528\u4f60\u7684\u5224\u65ad\u529b\uff0c\u601d\u8003\u4ec0\u4e48\u80fd\u63d0\u4f9b\u6e05\u6670\u7684\u4fe1\u606f\u5e76\u80fd\u8ba9\u6a21\u578b\u201c\u6ce8\u610f\u5230\u201d\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u68c0\u7d22\u7684\u6587\u6863\u5305\u542b\u5927\u91cf\u00a0XML\uff0c\u90a3\u4e48\u57fa\u4e8e\u00a0XML\u00a0\u7684\u5206\u9694\u7b26\u6548\u679c\u53ef\u80fd\u4f1a\u8f83\u5dee\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879 (Caveats)<\/h3>\n<ul>\n<li>\u5728\u4e00\u4e9b\u5b64\u7acb\u7684\u60c5\u51b5\u4e0b\uff0c\u89c2\u5bdf\u5230\u6a21\u578b\u62b5\u5236\u4ea7\u751f\u975e\u5e38\u957f\u3001\u91cd\u590d\u7684\u8f93\u51fa\uff0c\u4f8b\u5982\uff0c\u9010\u4e00\u5206\u6790\u6570\u767e\u4e2a\u9879\u76ee\u3002\u5982\u679c\u8fd9\u5bf9\u4f60\u7684\u7528\u4f8b\u662f\u5fc5\u9700\u7684\uff0c\u8bf7\u5f3a\u529b\u6307\u793a\u6a21\u578b\u5b8c\u6574\u8f93\u51fa\u6b64\u4fe1\u606f\uff0c\u5e76\u8003\u8651\u5206\u89e3\u95ee\u9898\u6216\u4f7f\u7528\u66f4\u7b80\u6d01\u7684\u65b9\u6cd5\u3002<\/li>\n<li>\u770b\u5230\u4e00\u4e9b\u7f55\u89c1\u7684\u5e76\u884c\u5de5\u5177\u8c03\u7528\u4e0d\u6b63\u786e\u7684\u5b9e\u4f8b\u3002\u5efa\u8bae\u5bf9\u6b64\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5982\u679c\u53d1\u73b0\u95ee\u9898\uff0c\u8003\u8651\u5c06\u00a0<a href=\"https:\/\/platform.openai.com\/docs\/api-reference\/chat\/create#chat-create-parallel_tool_calls\">parallel_tool_calls<\/a>\u00a0\u53c2\u6570\u8bbe\u7f6e\u4e3a false\u3002\uff08\u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u94fe\u63a5\u6307\u5411 response API\uff0c\u5e94\u4e3a chat completion API\uff09<\/li>\n<li>\u8d85\u957f\u4e0a\u4e0b\u6587\u548c\u601d\u7ef4\u94fe\u4f1a\u663e\u8457\u589e\u52a0 API \u8c03\u7528\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u9700\u8c28\u614e\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u9644\u5f55: \u751f\u6210\u548c\u5e94\u7528\u6587\u4ef6\u5dee\u5f02\u6bd4\u8f83 (Diffs)<\/h2>\n<p>\u5f00\u53d1\u8005\u53cd\u9988\u8868\u793a\uff0c\u51c6\u786e\u4e14\u683c\u5f0f\u826f\u597d\u7684\u5dee\u5f02\uff08diff\uff09\u751f\u6210\u662f\u652f\u6301\u7f16\u7801\u76f8\u5173\u4efb\u52a1\u7684\u5173\u952e\u80fd\u529b\u3002\u4e3a\u6b64\uff0cGPT-4.1\u00a0\u7cfb\u5217\u6a21\u578b\u76f8\u5bf9\u4e8e\u4ee5\u524d\u7684\u00a0GPT\u00a0\u6a21\u578b\uff0c\u5728\u5dee\u5f02\u6bd4\u8f83\u80fd\u529b\u4e0a\u6709\u4e86\u663e\u8457\u6539\u8fdb\u3002\u6b64\u5916\uff0c\u867d\u7136\u00a0GPT-4.1\u00a0\u5728\u7ed9\u51fa\u6e05\u6670\u6307\u4ee4\u548c\u793a\u4f8b\u7684\u60c5\u51b5\u4e0b\uff0c\u80fd\u591f\u5f88\u597d\u5730\u751f\u6210\u4efb\u4f55\u683c\u5f0f\u7684\u5dee\u5f02\uff0c\u4f46\u8fd9\u91cc\u5f00\u6e90\u4e00\u79cd\u63a8\u8350\u7684\u5dee\u5f02\u683c\u5f0f\uff0c\u6a21\u578b\u5df2\u5728\u8be5\u683c\u5f0f\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u8bad\u7ec3\u3002\u5e0c\u671b\u8fd9\u5c24\u5176\u80fd\u5e2e\u52a9\u521a\u8d77\u6b65\u7684\u5f00\u53d1\u8005\u7701\u53bb\u81ea\u5df1\u521b\u5efa\u5dee\u5f02\u6bd4\u8f83\u683c\u5f0f\u7684\u731c\u6d4b\u5de5\u4f5c\u3002<\/p>\n<h3>\u5e94\u7528\u8865\u4e01 (Apply Patch)<\/h3>\n<p>\u8bf7\u53c2\u9605\u4e0b\u9762\u7684\u793a\u4f8b\uff0c\u4e86\u89e3\u6b63\u786e\u5e94\u7528\u63a8\u8350\u5de5\u5177\u8c03\u7528\u7684\u63d0\u793a\u3002<\/p>\n<pre>APPLY_PATCH_TOOL_DESC=\"\"\"\u8fd9\u662f\u4e00\u4e2a\u81ea\u5b9a\u4e49\u5b9e\u7528\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u6dfb\u52a0\u3001\u5220\u9664\u3001\u79fb\u52a8\u6216\u7f16\u8f91\u4ee3\u7801\u6587\u4ef6\u3002`apply_patch` \u5b9e\u9645\u4e0a\u5141\u8bb8\u4f60\u5bf9\u6587\u4ef6\u6267\u884c diff\/patch \u64cd\u4f5c\uff0c\u4f46 diff \u89c4\u8303\u7684\u683c\u5f0f\u5bf9\u6b64\u4efb\u52a1\u662f\u552f\u4e00\u7684\uff0c\u56e0\u6b64\u8bf7\u4ed4\u7ec6\u6ce8\u610f\u8fd9\u4e9b\u8bf4\u660e\u3002\u8981\u4f7f\u7528 `apply_patch` \u547d\u4ee4\uff0c\u4f60\u5e94\u8be5\u5c06\u4ee5\u4e0b\u7ed3\u6784\u7684\u6d88\u606f\u4f5c\u4e3a \"input\" \u4f20\u9012\uff1a\r\n%%bash\r\napply_patch &lt;&lt;\"EOF\"\r\n*** Begin Patch\r\n[\u4f60\u7684\u8865\u4e01\u5185\u5bb9]\r\n*** End Patch\r\nEOF\r\n\u5176\u4e2d [\u4f60\u7684\u8865\u4e01\u5185\u5bb9] \u662f\u4f60\u8865\u4e01\u7684\u5b9e\u9645\u5185\u5bb9\uff0c\u4f7f\u7528\u4ee5\u4e0b V4A diff \u683c\u5f0f\u6307\u5b9a\u3002\r\n*** [\u64cd\u4f5c] File: [\u6587\u4ef6\u8def\u5f84] -&gt; \u64cd\u4f5c\u53ef\u4ee5\u662f Add\u3001Update \u6216 Delete \u4e4b\u4e00\u3002\r\n\u5bf9\u4e8e\u9700\u8981\u66f4\u6539\u7684\u6bcf\u4e2a\u4ee3\u7801\u7247\u6bb5\uff0c\u91cd\u590d\u4ee5\u4e0b\u5185\u5bb9\uff1a\r\n[\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] -&gt; \u6709\u5173\u4e0a\u4e0b\u6587\u7684\u8fdb\u4e00\u6b65\u8bf4\u660e\u89c1\u4e0b\u6587\u3002\r\n- [\u65e7\u4ee3\u7801] -&gt; \u5728\u65e7\u4ee3\u7801\u524d\u52a0\u4e0a\u51cf\u53f7\u3002\r\n+ [\u65b0\u4ee3\u7801] -&gt; \u5728\u65b0\u7684\u66ff\u6362\u4ee3\u7801\u524d\u52a0\u4e0a\u52a0\u53f7\u3002\r\n[\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] -&gt; \u6709\u5173\u4e0a\u4e0b\u6587\u7684\u8fdb\u4e00\u6b65\u8bf4\u660e\u89c1\u4e0b\u6587\u3002\r\n\u5173\u4e8e [\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] \u548c [\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] \u7684\u8bf4\u660e\uff1a\r\n- \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5728\u6bcf\u6b21\u66f4\u6539\u7684\u4e0a\u65b9\u548c\u4e0b\u65b9\u5404\u663e\u793a 3 \u884c\u4ee3\u7801\u3002\u5982\u679c\u4e00\u4e2a\u66f4\u6539\u8ddd\u79bb\u4e0a\u4e00\u4e2a\u66f4\u6539\u5728 3 \u884c\u4e4b\u5185\uff0c\u5219\u4e0d\u8981\u5728\u7b2c\u4e8c\u4e2a\u66f4\u6539\u7684 [\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587] \u884c\u4e2d\u91cd\u590d\u7b2c\u4e00\u4e2a\u66f4\u6539\u7684 [\u4e4b\u540e\u7684\u4e0a\u4e0b\u6587] \u884c\u3002\r\n- \u5982\u679c 3 \u884c\u4e0a\u4e0b\u6587\u4e0d\u8db3\u4ee5\u5728\u6587\u4ef6\u4e2d\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u7247\u6bb5\uff0c\u8bf7\u4f7f\u7528 @@ \u8fd0\u7b97\u7b26\u6307\u793a\u4ee3\u7801\u7247\u6bb5\u6240\u5c5e\u7684\u7c7b\u6216\u51fd\u6570\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u80fd\u6709\uff1a\r\n@@ class BaseClass\r\n[3 \u884c\u524d\u7f6e\u4e0a\u4e0b\u6587]\r\n- [\u65e7\u4ee3\u7801]\r\n+ [\u65b0\u4ee3\u7801]\r\n[3 \u884c\u540e\u7f6e\u4e0a\u4e0b\u6587]\r\n- \u5982\u679c\u4e00\u4e2a\u4ee3\u7801\u5757\u5728\u7c7b\u6216\u51fd\u6570\u4e2d\u91cd\u590d\u6b21\u6570\u8fc7\u591a\uff0c\u4ee5\u81f3\u4e8e\u5373\u4f7f\u5355\u4e2a @@ \u8bed\u53e5\u548c 3 \u884c\u4e0a\u4e0b\u6587\u4e5f\u65e0\u6cd5\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u7247\u6bb5\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a `@@` \u8bed\u53e5\u8df3\u8f6c\u5230\u6b63\u786e\u7684\u4e0a\u4e0b\u6587\u3002\u4f8b\u5982\uff1a\r\n@@ class BaseClass\r\n@@     def method():\r\n[3 \u884c\u524d\u7f6e\u4e0a\u4e0b\u6587]\r\n- [\u65e7\u4ee3\u7801]\r\n+ [\u65b0\u4ee3\u7801]\r\n[3 \u884c\u540e\u7f6e\u4e0a\u4e0b\u6587]\r\n\u8bf7\u6ce8\u610f\uff0c\u8fd9\u79cd diff \u683c\u5f0f\u4e0d\u4f7f\u7528\u884c\u53f7\uff0c\u56e0\u4e3a\u4e0a\u4e0b\u6587\u8db3\u4ee5\u552f\u4e00\u6807\u8bc6\u4ee3\u7801\u3002\u4e0b\u9762\u663e\u793a\u4e86\u4e00\u4e2a\u4f60\u53ef\u80fd\u4f5c\u4e3a \"input\" \u4f20\u9012\u7ed9\u6b64\u51fd\u6570\u4ee5\u5e94\u7528\u8865\u4e01\u7684\u6d88\u606f\u793a\u4f8b\u3002\r\n%%bash\r\napply_patch &lt;&lt;\"EOF\"\r\n*** Begin Patch\r\n*** Update File: pygorithm\/searching\/binary_search.py\r\n@@ class BaseClass\r\n@@     def search():\r\n-          pass\r\n+          raise NotImplementedError()\r\n@@ class Subclass\r\n@@     def search():\r\n-          pass\r\n+          raise NotImplementedError()\r\n*** End Patch\r\nEOF\r\n\"\"\"\r\nAPPLY_PATCH_TOOL= {\r\n\"type\": \"function\", # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587 tool \u5b9a\u4e49\u7f3a\u5c11 type=\"function\"\r\n\"name\": \"apply_patch\",\r\n\"description\": APPLY_PATCH_TOOL_DESC,\r\n\"parameters\": {\r\n\"type\": \"object\",\r\n\"properties\": {\r\n\"input\": {\r\n\"type\": \"string\",\r\n\"description\": \" \u4f60\u5e0c\u671b\u6267\u884c\u7684 apply_patch \u547d\u4ee4\u3002\",\r\n}\r\n},\r\n\"required\": [\"input\"],\r\n},\r\n}\r\n<\/pre>\n<h3>\u53c2\u8003\u5b9e\u73b0: apply_patch.py<\/h3>\n<p>\u8fd9\u662f\u4f5c\u4e3a\u6a21\u578b\u8bad\u7ec3\u4e00\u90e8\u5206\u4f7f\u7528\u7684\u00a0apply_patch\u00a0\u5de5\u5177\u7684\u53c2\u8003\u5b9e\u73b0\u3002\u4f60\u9700\u8981\u5c06\u5176\u8bbe\u4e3a\u53ef\u6267\u884c\u6587\u4ef6\uff0c\u5e76\u4f7f\u5176\u5728\u6a21\u578b\u5c06\u6267\u884c\u547d\u4ee4\u7684 shell \u4e2d\u53ef\u7528\u4f5c\u00a0apply_patch\uff1a<\/p>\n<pre>#!\/usr\/bin\/env python3\r\n# -*- coding: utf-8 -*- # \u8bd1\u8005\u6ce8\uff1a\u6dfb\u52a0 utf-8 \u7f16\u7801\u58f0\u660e\r\n\"\"\"\r\n\u4e00\u4e2a\u81ea\u5305\u542b\u7684 **\u7eaf Python 3.9+** \u5b9e\u7528\u7a0b\u5e8f\uff0c\u7528\u4e8e\u5c06\u4eba\u7c7b\u53ef\u8bfb\u7684\r\n\u201c\u4f2a\u5dee\u5f02\u201d\u8865\u4e01\u6587\u4ef6\u5e94\u7528\u4e8e\u6587\u672c\u6587\u4ef6\u96c6\u5408\u3002\r\n\"\"\"\r\nfrom __future__ import annotations\r\nimport pathlib\r\nfrom dataclasses import dataclass, field\r\nfrom enum import Enum\r\nfrom typing import (\r\nCallable,\r\nDict,\r\nList,\r\nOptional,\r\nTuple,\r\nUnion,\r\n)\r\n# --------------------------------------------------------------------------- #\r\n#  \u9886\u57df\u5bf9\u8c61\r\n# --------------------------------------------------------------------------- #\r\nclass ActionType(str, Enum):\r\nADD = \"add\"\r\nDELETE = \"delete\"\r\nUPDATE = \"update\"\r\n@dataclass\r\nclass FileChange:\r\ntype: ActionType\r\nold_content: Optional[str] = None\r\nnew_content: Optional[str] = None\r\nmove_path: Optional[str] = None\r\n@dataclass\r\nclass Commit:\r\nchanges: Dict[str, FileChange] = field(default_factory=dict)\r\n# --------------------------------------------------------------------------- #\r\n#  \u5f02\u5e38\r\n# --------------------------------------------------------------------------- #\r\nclass DiffError(ValueError):\r\n\"\"\"\u89e3\u6790\u6216\u5e94\u7528\u8865\u4e01\u65f6\u68c0\u6d4b\u5230\u7684\u4efb\u4f55\u95ee\u9898\u3002\"\"\"\r\n# --------------------------------------------------------------------------- #\r\n#  \u89e3\u6790\u8865\u4e01\u65f6\u4f7f\u7528\u7684\u8f85\u52a9\u6570\u636e\u7c7b\r\n# --------------------------------------------------------------------------- #\r\n@dataclass\r\nclass Chunk:\r\norig_index: int = -1\r\ndel_lines: List[str] = field(default_factory=list)\r\nins_lines: List[str] = field(default_factory=list)\r\n@dataclass\r\nclass PatchAction:\r\ntype: ActionType\r\nnew_file: Optional[str] = None\r\nchunks: List[Chunk] = field(default_factory=list)\r\nmove_path: Optional[str] = None\r\n@dataclass\r\nclass Patch:\r\nactions: Dict[str, PatchAction] = field(default_factory=dict)\r\n# --------------------------------------------------------------------------- #\r\n#  \u8865\u4e01\u6587\u672c\u89e3\u6790\u5668\r\n# --------------------------------------------------------------------------- #\r\n@dataclass\r\nclass Parser:\r\ncurrent_files: Dict[str, str]\r\nlines: List[str]\r\nindex: int = 0\r\npatch: Patch = field(default_factory=Patch)\r\nfuzz: int = 0\r\n# ------------- \u4f4e\u7ea7\u8f85\u52a9\u51fd\u6570 -------------------------------------- #\r\ndef _cur_line(self) -&gt; str:\r\nif self.index &gt;= len(self.lines):\r\nraise DiffError(\"\u89e3\u6790\u8865\u4e01\u65f6\u610f\u5916\u9047\u5230\u8f93\u5165\u7ed3\u5c3e\")\r\nreturn self.lines[self.index]\r\n    @staticmethod\r\ndef _norm(line: str) -&gt; str:\r\n\"\"\"\u53bb\u9664 CR\uff0c\u4ee5\u4fbf\u5bf9 LF \u548c CRLF \u8f93\u5165\u8fdb\u884c\u6bd4\u8f83\u3002\"\"\"\r\nreturn line.rstrip(\"\\r\")\r\n# ------------- \u626b\u63cf\u4fbf\u5229\u51fd\u6570 ----------------------------------- #\r\ndef is_done(self, prefixes: Optional[Tuple[str, ...]] = None) -&gt; bool:\r\nif self.index &gt;= len(self.lines):\r\nreturn True\r\nif (\r\nprefixes\r\nand len(prefixes) &gt; 0\r\nand self._norm(self._cur_line()).startswith(prefixes)\r\n):\r\nreturn True\r\nreturn False\r\ndef startswith(self, prefix: Union[str, Tuple[str, ...]]) -&gt; bool:\r\nreturn self._norm(self._cur_line()).startswith(prefix)\r\ndef read_str(self, prefix: str) -&gt; str:\r\n\"\"\"\r\n\u5982\u679c\u5f53\u524d\u884c\u4ee5 *prefix* \u5f00\u5934\uff0c\u5219\u6d88\u8017\u5f53\u524d\u884c\u5e76\u8fd4\u56de\r\n*prefix* **\u4e4b\u540e**\u7684\u6587\u672c\u3002\u5982\u679c\u524d\u7f00\u4e3a\u7a7a\u5219\u5f15\u53d1\u5f02\u5e38\u3002\r\n\"\"\"\r\nif prefix == \"\":\r\nraise ValueError(\"read_str() \u9700\u8981\u975e\u7a7a\u524d\u7f00\")\r\nif self._norm(self._cur_line()).startswith(prefix):\r\ntext = self._cur_line()[len(prefix) :]\r\nself.index += 1\r\nreturn text\r\nreturn \"\"\r\ndef read_line(self) -&gt; str:\r\n\"\"\"\u8fd4\u56de\u5f53\u524d\u539f\u59cb\u884c\u5e76\u524d\u8fdb\u3002\"\"\"\r\nline = self._cur_line()\r\nself.index += 1\r\nreturn line\r\n# ------------- \u516c\u5171\u5165\u53e3\u70b9 -------------------------------------- #\r\ndef parse(self) -&gt; None:\r\nwhile not self.is_done((\"*** End Patch\",)):\r\n# ---------- UPDATE ---------- #\r\npath = self.read_str(\"*** Update File: \")\r\nif path:\r\nif path in self.patch.actions:\r\nraise DiffError(f\"\u6587\u4ef6\u91cd\u590d\u66f4\u65b0: {path}\")\r\nmove_to = self.read_str(\"*** Move to: \") # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u8fd9\u91cc\u6ca1\u6709\u5904\u7406 move_to\r\nif path not in self.current_files:\r\nraise DiffError(f\"\u66f4\u65b0\u6587\u4ef6\u9519\u8bef - \u7f3a\u5c11\u6587\u4ef6: {path}\")\r\ntext = self.current_files[path]\r\naction = self._parse_update_file(text)\r\naction.move_path = move_to or None # \u8bd1\u8005\u6ce8\uff1a\u8865\u5145 move_path \u8d4b\u503c\r\nself.patch.actions[path] = action\r\n<a href=\"https:\/\/www.kdjingpai.com\/ja\/continue\/\">continue<\/a>\r\n# ---------- DELETE ---------- #\r\npath = self.read_str(\"*** Delete File: \")\r\nif path:\r\nif path in self.patch.actions:\r\nraise DiffError(f\"\u6587\u4ef6\u91cd\u590d\u5220\u9664: {path}\")\r\nif path not in self.current_files:\r\nraise DiffError(f\"\u5220\u9664\u6587\u4ef6\u9519\u8bef - \u7f3a\u5c11\u6587\u4ef6: {path}\")\r\nself.patch.actions[path] = PatchAction(type=ActionType.DELETE)\r\ncontinue\r\n# ---------- ADD ---------- #\r\npath = self.read_str(\"*** Add File: \")\r\nif path:\r\nif path in self.patch.actions:\r\nraise DiffError(f\"\u6587\u4ef6\u91cd\u590d\u6dfb\u52a0: {path}\")\r\nif path in self.current_files:\r\nraise DiffError(f\"\u6dfb\u52a0\u6587\u4ef6\u9519\u8bef - \u6587\u4ef6\u5df2\u5b58\u5728: {path}\")\r\nself.patch.actions[path] = self._parse_add_file()\r\ncontinue\r\nraise DiffError(f\"\u89e3\u6790\u65f6\u9047\u5230\u672a\u77e5\u884c: {self._cur_line()}\")\r\nif not self.startswith(\"*** End Patch\"):\r\nraise DiffError(\"\u7f3a\u5c11 *** End Patch \u6807\u8bb0\")\r\nself.index += 1  # \u6d88\u8017\u6807\u8bb0\r\n# ------------- \u6bb5\u843d\u89e3\u6790\u5668 ---------------------------------------- #\r\ndef _parse_update_file(self, text: str) -&gt; PatchAction:\r\naction = PatchAction(type=ActionType.UPDATE)\r\nlines = text.split(\"\\n\")\r\nindex = 0\r\nwhile not self.is_done(\r\n(\r\n\"*** End Patch\",\r\n\"*** Update File:\",\r\n\"*** Delete File:\",\r\n\"*** Add File:\",\r\n\"*** End of File\", # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u6f0f\u6389\u8fd9\u4e2a\r\n)\r\n):\r\ndef_str = self.read_str(\"@@ \")\r\nsection_str = \"\" # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u7b14\u8bef\uff0c\u5e94\u521d\u59cb\u5316\u4e3a\u7a7a\u5b57\u7b26\u4e32\r\nif not def_str and self._norm(self._cur_line()) == \"@@\": # \u8bd1\u8005\u6ce8\uff1a\u5904\u7406 @@ \u540e\u9762\u6ca1\u6709\u5185\u5bb9\u7684\u60c5\u51b5\r\nsection_str = self.read_line() # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u7b14\u8bef\uff0c\u5e94\u8bfb\u53d6\u6574\u884c\r\nif not (def_str or section_str or index == 0): # \u8bd1\u8005\u6ce8\uff1a\u4fee\u6b63\u903b\u8f91\r\nraise DiffError(f\"\u66f4\u65b0\u6bb5\u843d\u4e2d\u65e0\u6548\u7684\u884c:\\n{self._cur_line()}\")\r\n# \u8bd1\u8005\u6ce8\uff1a\u4ee5\u4e0b\u67e5\u627e\u903b\u8f91\u539f\u6587\u5b9e\u73b0\u8f83\u590d\u6742\u4e14\u6709\u6f5c\u5728bug\uff0c\u7b80\u5316\u5904\u7406\r\n# if def_str.strip(): # \u67e5\u627e @@ \u5b9a\u4e49\u884c\r\n# ... \u539f\u6587\u590d\u6742\u7684\u67e5\u627e\u903b\u8f91 ...\r\nnext_ctx, chunks, end_idx, eof = peek_next_section(self.lines, self.index)\r\nnew_index, fuzz = find_context(lines, next_ctx, index, eof)\r\nif new_index == -1:\r\nctx_txt = \"\\n\".join(next_ctx)\r\nraise DiffError(\r\nf\"\u5728 {index} \u5904\u65e0\u6548\u7684 {'EOF ' if eof else ''}\u4e0a\u4e0b\u6587:\\n{ctx_txt}\"\r\n)\r\nself.fuzz += fuzz\r\nfor ch in chunks:\r\nch.orig_index += new_index\r\naction.chunks.append(ch)\r\nindex = new_index + len(next_ctx)\r\nself.index = end_idx\r\nreturn action\r\ndef _parse_add_file(self) -&gt; PatchAction:\r\nlines_to_add: List[str] = [] # \u8bd1\u8005\u6ce8\uff1a\u53d8\u91cf\u540d\u4fee\u6539\u4ee5\u66f4\u6e05\u6670\r\nwhile not self.is_done(\r\n(\"*** End Patch\", \"*** Update File:\", \"*** Delete File:\", \"*** Add File:\")\r\n):\r\ns = self.read_line()\r\nif not s.startswith(\"+\"):\r\nraise DiffError(f\"\u65e0\u6548\u7684\u6dfb\u52a0\u6587\u4ef6\u884c (\u7f3a\u5c11 '+'): {s}\")\r\nlines_to_add.append(s[1:])  # \u53bb\u6389\u5f00\u5934\u7684 '+'\r\nreturn PatchAction(type=ActionType.ADD, new_file=\"\\n\".join(lines_to_add))\r\n# --------------------------------------------------------------------------- #\r\n#  \u8f85\u52a9\u51fd\u6570\r\n# --------------------------------------------------------------------------- #\r\ndef find_context_core(\r\nlines: List[str], context: List[str], start: int\r\n) -&gt; Tuple[int, int]:\r\n\"\"\"\u6838\u5fc3\u4e0a\u4e0b\u6587\u67e5\u627e\u903b\u8f91\uff0c\u8fd4\u56de\u7d22\u5f15\u548c\u6a21\u7cca\u5ea6\"\"\"\r\nif not context:\r\nreturn start, 0\r\n# \u7cbe\u786e\u5339\u914d\r\nfor i in range(start, len(lines) - len(context) + 1):\r\nif lines[i : i + len(context)] == context:\r\nreturn i, 0\r\n# \u5ffd\u7565\u884c\u5c3e\u7a7a\u767d\u5339\u914d\r\ncontext_rstrip = [s.rstrip() for s in context]\r\nfor i in range(start, len(lines) - len(context) + 1):\r\nif [s.rstrip() for s in lines[i : i + len(context)]] == context_rstrip:\r\nreturn i, 1 # \u589e\u52a0\u5c11\u91cf\u6a21\u7cca\u5ea6\r\n# \u5ffd\u7565\u9996\u5c3e\u7a7a\u767d\u5339\u914d\r\ncontext_strip = [s.strip() for s in context]\r\nfor i in range(start, len(lines) - len(context) + 1):\r\nif [s.strip() for s in lines[i : i + len(context)]] == context_strip:\r\nreturn i, 100 # \u589e\u52a0\u8f83\u591a\u6a21\u7cca\u5ea6\r\nreturn -1, 0\r\ndef find_context(\r\nlines: List[str], context: List[str], start: int, eof: bool\r\n) -&gt; Tuple[int, int]:\r\n\"\"\"\u67e5\u627e\u4e0a\u4e0b\u6587\uff0c\u5904\u7406 EOF \u60c5\u51b5\u548c\u6a21\u7cca\u5339\u914d\"\"\"\r\nif eof:\r\n# \u5982\u679c\u662f\u6587\u4ef6\u672b\u5c3e\uff0c\u4f18\u5148\u5c1d\u8bd5\u4ece\u672b\u5c3e\u7cbe\u786e\u5339\u914d\r\nnew_index, fuzz = find_context_core(lines, context, len(lines) - len(context))\r\nif new_index != -1:\r\nreturn new_index, fuzz\r\n# \u5982\u679c\u672b\u5c3e\u7cbe\u786e\u5339\u914d\u5931\u8d25\uff0c\u518d\u4ece start \u5f00\u59cb\u67e5\u627e\uff0c\u5e76\u589e\u52a0\u5927\u91cf\u6a21\u7cca\u5ea6\r\nnew_index, fuzz = find_context_core(lines, context, start)\r\nreturn new_index, fuzz + 10_000 # \u589e\u52a0\u5927\u91cf\u6a21\u7cca\u5ea6\u8868\u793a EOF \u5339\u914d\u5931\u8d25\r\n# \u975e EOF \u60c5\u51b5\uff0c\u76f4\u63a5\u4ece start \u5f00\u59cb\u67e5\u627e\r\nreturn find_context_core(lines, context, start)\r\ndef peek_next_section(\r\nlines: List[str], index: int\r\n) -&gt; Tuple[List[str], List[Chunk], int, bool]:\r\n\"\"\"\u9884\u8bfb\u4e0b\u4e00\u4e2a\u4ee3\u7801\u5757\uff0c\u8fd4\u56de\u4e0a\u4e0b\u6587\u884c\u3001\u5757\u5217\u8868\u3001\u7ed3\u675f\u7d22\u5f15\u548c\u662f\u5426\u5230\u8fbe\u6587\u4ef6\u672b\u5c3e\"\"\"\r\ncontext_lines: List[str] = [] # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u53d8\u91cf\u540d old \u4e0d\u6e05\u6670\r\ndel_lines: List[str] = []\r\nins_lines: List[str] = []\r\nchunks: List[Chunk] = []\r\nmode = \"keep\"  # keep, add, delete\r\norig_index = index # \u8bb0\u5f55\u539f\u59cb\u8d77\u59cb\u7d22\u5f15\u4ee5\u8ba1\u7b97\u5757\u5185\u7d22\u5f15\r\nwhile index &lt; len(lines):\r\ns = lines[index]\r\n# \u68c0\u67e5\u662f\u5426\u5230\u8fbe\u4e0b\u4e00\u4e2a\u5757\u7684\u5f00\u59cb\u6216\u6587\u4ef6\u7ed3\u675f\u6807\u8bb0\r\nif s.startswith(\r\n(\r\n\"@@\",\r\n\"*** End Patch\",\r\n\"*** Update File:\",\r\n\"*** Delete File:\",\r\n\"*** Add File:\",\r\n\"*** End of File\", # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u8fd9\u91cc\u68c0\u67e5\u4e86 \"***\" \u4f46\u672a\u5904\u7406\r\n)\r\n):\r\nbreak\r\n# if s == \"***\": # \u8bd1\u8005\u6ce8\uff1a\u539f\u6587\u68c0\u67e5\u4e86 \"***\" \u4f46\u672a\u5904\u7406\uff0c\u53ef\u80fd\u4e3a\u65e0\u6548\u5206\u9694\u7b26\r\n#    break\r\nif s.startswith(\"***\") and not s.startswith(\"*** End of File\"): # \u8bd1\u8005\u6ce8\uff1a\u4fee\u6b63\u68c0\u67e5\u903b\u8f91\r\nraise DiffError(f\"\u65e0\u6548\u884c: {s}\")\r\nindex += 1\r\nlast_mode = mode\r\nraw_line = s # \u4fdd\u7559\u539f\u59cb\u884c\u7528\u4e8e\u53ef\u80fd\u7684\u9519\u8bef\u62a5\u544a\r\nif s == \"\": # \u8bd1\u8005\u6ce8\uff1a\u5904\u7406\u7a7a\u884c\uff0c\u539f\u6587\u5904\u7406\u4e3a \" \" \u53ef\u80fd\u4e0d\u59a5\r\ns = \"\" # \u4fdd\u6301\u4e3a\u7a7a\u884c\r\nmode = \"keep\" # \u7a7a\u884c\u89c6\u4e3a\u4e0a\u4e0b\u6587\u4fdd\u7559\r\nelif s.startswith(\"+\"):\r\nmode = \"add\"\r\ns = s[1:]\r\nelif s.startswith(\"-\"):\r\nmode = \"delete\"\r\ns = s[1:]\r\nelif s.startswith(\" \"):\r\nmode = \"keep\"\r\ns = s[1:]\r\nelse:\r\n# \u5141\u8bb8\u6ca1\u6709\u524d\u5bfc +\/-\/space \u7684\u884c\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u517c\u5bb9\u67d0\u4e9b diff \u683c\u5f0f\r\nmode = \"keep\"\r\n# raise DiffError(f\"\u65e0\u6548\u884c: {raw_line}\") # \u8bd1\u8005\u6ce8\uff1a\u653e\u5bbd\u9650\u5236\r\n# \u5f53\u6a21\u5f0f\u4ece add\/delete \u5207\u6362\u5230 keep \u65f6\uff0c\u4fdd\u5b58\u4e4b\u524d\u7684 chunk\r\nif mode == \"keep\" and last_mode != \"keep\":\r\nif ins_lines or del_lines:\r\nchunks.append(\r\nChunk(\r\n# \u5757\u7684\u539f\u59cb\u7d22\u5f15\u662f\u5f53\u524d\u4e0a\u4e0b\u6587\u884c\u6570\u51cf\u53bb\u5220\u9664\u7684\u884c\u6570\r\norig_index=len(context_lines) - len(del_lines),\r\ndel_lines=del_lines,\r\nins_lines=ins_lines,\r\n)\r\n)\r\ndel_lines, ins_lines = [], [] # \u91cd\u7f6e\r\n# \u6839\u636e\u6a21\u5f0f\u6536\u96c6\u884c\r\nif mode == \"delete\":\r\ndel_lines.append(s)\r\ncontext_lines.append(s) # \u5220\u9664\u7684\u884c\u4e5f\u5c5e\u4e8e\u539f\u59cb\u4e0a\u4e0b\u6587\r\nelif mode == \"add\":\r\nins_lines.append(s)\r\n# \u589e\u52a0\u7684\u884c\u4e0d\u5c5e\u4e8e\u539f\u59cb\u4e0a\u4e0b\u6587\r\nelif mode == \"keep\":\r\ncontext_lines.append(s)\r\n# \u5904\u7406\u5faa\u73af\u7ed3\u675f\u540e\u5269\u4f59\u7684\u6700\u540e\u4e00\u4e2a chunk\r\nif ins_lines or del_lines:\r\nchunks.append(\r\nChunk(\r\norig_index=len(context_lines) - len(del_lines),\r\ndel_lines=del_lines,\r\nins_lines=ins_lines,\r\n)\r\n)\r\nis_eof = False\r\nif index &lt; len(lines) and lines[index] == \"*** End of File\":\r\nindex += 1 # \u6d88\u8017 EOF \u6807\u8bb0\r\nis_eof = True\r\nif index == orig_index and not is_eof: # \u5982\u679c\u7d22\u5f15\u672a\u79fb\u52a8\u4e14\u4e0d\u662f EOF\r\nraise DiffError(\"\u6b64\u6bb5\u843d\u4e2d\u6ca1\u6709\u4efb\u4f55\u5185\u5bb9\")\r\nreturn context_lines, chunks, index, is_eof\r\n# --------------------------------------------------------------------------- #\r\n#  \u8865\u4e01 \u2192 \u63d0\u4ea4 \u548c \u63d0\u4ea4\u5e94\u7528\r\n# --------------------------------------------------------------------------- #\r\ndef _get_updated_file(text: str, action: PatchAction, path: str) -&gt; str:\r\n\"\"\"\u6839\u636e PatchAction \u66f4\u65b0\u6587\u4ef6\u5185\u5bb9\"\"\"\r\nif action.type is not ActionType.UPDATE:\r\nraise DiffError(\"_get_updated_file \u4f7f\u7528\u4e86\u975e\u66f4\u65b0\u64cd\u4f5c\u8c03\u7528\")\r\norig_lines = text.split(\"\\n\")\r\ndest_lines: List[str] = []\r\norig_consumed_index = 0 # \u6307\u5411\u539f\u59cb\u6587\u4ef6\u4e2d\u5df2\u5904\u7406\u5230\u7684\u884c\u7684\u4e0b\u4e00\u4e2a\u7d22\u5f15\r\nsorted_chunks = sorted(action.chunks, key=lambda c: c.orig_index) # \u6309\u539f\u59cb\u7d22\u5f15\u6392\u5e8f\u5757\r\nfor chunk in sorted_chunks:\r\nif chunk.orig_index &lt; orig_consumed_index:\r\nraise DiffError(\r\nf\"{path}: \u5757\u91cd\u53e0\u4e8e {orig_consumed_index} &gt; {chunk.orig_index}\"\r\n)\r\nif chunk.orig_index &gt; len(orig_lines):\r\nraise DiffError(\r\nf\"{path}: \u5757\u539f\u59cb\u7d22\u5f15 {chunk.orig_index} \u8d85\u51fa\u6587\u4ef6\u957f\u5ea6 {len(orig_lines)}\"\r\n)\r\n# \u6dfb\u52a0\u4e0a\u4e00\u4e2a\u5757\u7ed3\u675f\u5230\u5f53\u524d\u5757\u5f00\u59cb\u4e4b\u95f4\u7684\u539f\u59cb\u884c\r\ndest_lines.extend(orig_lines[orig_consumed_index : chunk.orig_index])\r\n# \u5e94\u7528\u5f53\u524d\u5757\u7684\u66f4\u6539\uff1a\u6dfb\u52a0\u63d2\u5165\u7684\u884c\r\ndest_lines.extend(chunk.ins_lines)\r\n# \u66f4\u65b0\u539f\u59cb\u6587\u4ef6\u7684\u6d88\u8017\u7d22\u5f15\uff1a\u8df3\u8fc7\u88ab\u5220\u9664\u7684\u884c\r\norig_consumed_index = chunk.orig_index + len(chunk.del_lines)\r\n# \u9a8c\u8bc1\u5220\u9664\u7684\u884c\u662f\u5426\u4e0e\u539f\u6587\u5339\u914d\uff08\u53ef\u9009\uff0c\u589e\u52a0\u5065\u58ee\u6027\uff09\r\n# expected_del = orig_lines[chunk.orig_index : orig_consumed_index]\r\n# if expected_del != chunk.del_lines:\r\n#     # \u53ef\u4ee5\u9009\u62e9\u62a5\u9519\u6216\u8bb0\u5f55\u8b66\u544a\r\n#     print(f\"\u8b66\u544a: {path} \u5728\u7d22\u5f15 {chunk.orig_index} \u5904\u5220\u9664\u7684\u884c\u4e0d\u5339\u914d\")\r\n#     print(f\"\u9884\u671f: {expected_del}\")\r\n#     print(f\"\u5b9e\u9645: {chunk.del_lines}\")\r\n# \u6dfb\u52a0\u6700\u540e\u4e00\u4e2a\u5757\u4e4b\u540e\u7684\u6240\u6709\u5269\u4f59\u539f\u59cb\u884c\r\ndest_lines.extend(orig_lines[orig_consumed_index:])\r\nreturn \"\\n\".join(dest_lines)\r\ndef patch_to_commit(patch: Patch, orig: Dict[str, str]) -&gt; Commit:\r\n\"\"\"\u5c06\u89e3\u6790\u540e\u7684 Patch \u5bf9\u8c61\u8f6c\u6362\u4e3a Commit \u5bf9\u8c61\"\"\"\r\ncommit = Commit()\r\nfor path, action in patch.actions.items():\r\nif action.type is ActionType.DELETE:\r\nif path not in orig: # \u518d\u6b21\u68c0\u67e5\u6587\u4ef6\u662f\u5426\u5b58\u5728\r\nraise DiffError(f\"\u5c1d\u8bd5\u5220\u9664\u4e0d\u5b58\u5728\u7684\u6587\u4ef6: {path}\")\r\ncommit.changes[path] = FileChange(\r\ntype=ActionType.DELETE, old_content=orig[path]\r\n)\r\nelif action.type is ActionType.ADD:\r\nif action.new_file is None:\r\nraise DiffError(f\"ADD \u64cd\u4f5c\u7f3a\u5c11\u6587\u4ef6\u5185\u5bb9: {path}\")\r\nif path in orig: # \u68c0\u67e5\u6587\u4ef6\u662f\u5426\u5df2\u5b58\u5728\r\nraise DiffError(f\"\u5c1d\u8bd5\u6dfb\u52a0\u5df2\u5b58\u5728\u7684\u6587\u4ef6: {path}\")\r\ncommit.changes[path] = FileChange(\r\ntype=ActionType.ADD, new_content=action.new_file\r\n)\r\nelif action.type is ActionType.UPDATE:\r\nif path not in orig: # \u518d\u6b21\u68c0\u67e5\u6587\u4ef6\u662f\u5426\u5b58\u5728\r\nraise DiffError(f\"\u5c1d\u8bd5\u66f4\u65b0\u4e0d\u5b58\u5728\u7684\u6587\u4ef6: {path}\")\r\nnew_content = _get_updated_file(orig[path], action, path)\r\ncommit.changes[path] = FileChange(\r\ntype=ActionType.UPDATE,\r\nold_content=orig[path],\r\nnew_content=new_content,\r\nmove_path=action.move_path,\r\n)\r\nreturn commit\r\n# --------------------------------------------------------------------------- #\r\n#  \u9762\u5411\u7528\u6237\u7684\u8f85\u52a9\u51fd\u6570\r\n# --------------------------------------------------------------------------- #\r\ndef text_to_patch(text: str, orig: Dict[str, str]) -&gt; Tuple[Patch, int]:\r\n\"\"\"\u5c06\u8865\u4e01\u6587\u672c\u89e3\u6790\u4e3a Patch \u5bf9\u8c61\"\"\"\r\n# \u8bd1\u8005\u6ce8\uff1a\u539f\u6587 splitlines() \u672a\u5904\u7406\u4e0d\u540c\u6362\u884c\u7b26\uff0c\u6539\u4e3a split('\\n')\r\nlines = text.split('\\n')\r\n# \u79fb\u9664\u53ef\u80fd\u7684\u7a7a\u884c\u6216\u4ec5\u5305\u542b\u7a7a\u767d\u7684\u884c\r\nlines = [line for line in lines if line.strip() or line == \"\"] # \u4fdd\u7559\u771f\u6b63\u7684\u7a7a\u884c\r\n# \u68c0\u67e5\u5f00\u59cb\u548c\u7ed3\u675f\u6807\u8bb0\r\nif not lines:\r\nraise DiffError(\"\u7a7a\u7684\u8865\u4e01\u6587\u672c\")\r\nif not Parser._norm(lines[0]).startswith(\"*** Begin Patch\"):\r\nraise DiffError(\"\u65e0\u6548\u7684\u8865\u4e01\u6587\u672c - \u7f3a\u5c11\u5f00\u59cb\u6807\u8bb0\")\r\n# \u7ed3\u675f\u6807\u8bb0\u53ef\u80fd\u540e\u9762\u6709\u7a7a\u884c\uff0c\u4ece\u540e\u5411\u524d\u67e5\u627e\r\nend_index = -1\r\nfor i in range(len(lines) - 1, -1, -1):\r\nif Parser._norm(lines[i]) == \"*** End Patch\":\r\nend_index = i\r\nbreak\r\nif end_index == -1:\r\nraise DiffError(\"\u65e0\u6548\u7684\u8865\u4e01\u6587\u672c - \u7f3a\u5c11\u7ed3\u675f\u6807\u8bb0\")\r\n# \u53ea\u89e3\u6790\u6807\u8bb0\u4e4b\u95f4\u7684\u5185\u5bb9\r\nparser = Parser(current_files=orig, lines=lines[1:end_index], index=0)\r\nparser.parse()\r\nreturn parser.patch, parser.fuzz\r\ndef identify_files_needed(text: str) -&gt; List[str]:\r\n\"\"\"\u8bc6\u522b\u8865\u4e01\u6587\u672c\u4e2d\u9700\u8981\u8bfb\u53d6\uff08\u66f4\u65b0\u6216\u5220\u9664\uff09\u7684\u6587\u4ef6\u8def\u5f84\"\"\"\r\n# \u8bd1\u8005\u6ce8\uff1a\u539f\u6587 splitlines() \u95ee\u9898\u540c\u4e0a\r\nlines = text.split('\\n')\r\nupdate_prefix = \"*** Update File: \"\r\ndelete_prefix = \"*** Delete File: \"\r\nfiles = []\r\nfor line in lines:\r\nnorm_line = Parser._norm(line)\r\nif norm_line.startswith(update_prefix):\r\nfiles.append(line[len(update_prefix):].strip())\r\nelif norm_line.startswith(delete_prefix):\r\nfiles.append(line[len(delete_prefix):].strip())\r\nreturn list(set(files)) # \u53bb\u91cd\r\ndef identify_files_added(text: str) -&gt; List[str]:\r\n\"\"\"\u8bc6\u522b\u8865\u4e01\u6587\u672c\u4e2d\u9700\u8981\u6dfb\u52a0\u7684\u6587\u4ef6\u8def\u5f84\"\"\"\r\n# \u8bd1\u8005\u6ce8\uff1a\u539f\u6587 splitlines() \u95ee\u9898\u540c\u4e0a\r\nlines = text.split('\\n')\r\nadd_prefix = \"*** Add File: \"\r\nfiles = []\r\nfor line in lines:\r\nnorm_line = Parser._norm(line)\r\nif norm_line.startswith(add_prefix):\r\nfiles.append(line[len(add_prefix):].strip())\r\nreturn list(set(files)) # \u53bb\u91cd\r\n# --------------------------------------------------------------------------- #\r\n#  \u6587\u4ef6\u7cfb\u7edf\u8f85\u52a9\u51fd\u6570\r\n# --------------------------------------------------------------------------- #\r\ndef load_files(paths: List[str], open_fn: Callable[[str], str]) -&gt; Dict[str, str]:\r\n\"\"\"\u52a0\u8f7d\u6587\u4ef6\u5185\u5bb9\"\"\"\r\ncontent = {}\r\nfor path in paths:\r\ntry:\r\ncontent[path] = open_fn(path)\r\nexcept FileNotFoundError:\r\nraise DiffError(f\"\u52a0\u8f7d\u6587\u4ef6\u5931\u8d25\uff1a\u627e\u4e0d\u5230\u6587\u4ef6 {path}\")\r\nexcept Exception as e:\r\nraise DiffError(f\"\u52a0\u8f7d\u6587\u4ef6 {path} \u65f6\u51fa\u9519: {e}\")\r\nreturn content\r\ndef apply_commit(\r\ncommit: Commit,\r\nwrite_fn: Callable[[str, str], None],\r\nremove_fn: Callable[[str], None],\r\nrename_fn: Callable[[str, str], None], # \u8bd1\u8005\u6ce8\uff1a\u589e\u52a0\u91cd\u547d\u540d\u51fd\u6570\r\n) -&gt; None:\r\n\"\"\"\u5c06 Commit \u5e94\u7528\u5230\u6587\u4ef6\u7cfb\u7edf\"\"\"\r\n# \u5148\u5904\u7406\u91cd\u547d\u540d\/\u5220\u9664\uff0c\u907f\u514d\u51b2\u7a81\r\nmoves = []\r\ndeletes = []\r\nfor path, change in commit.changes.items():\r\nif change.type is ActionType.DELETE:\r\ndeletes.append(path)\r\nelif change.type is ActionType.UPDATE and change.move_path:\r\nmoves.append((path, change.move_path))\r\n# \u5982\u679c\u76ee\u6807\u8def\u5f84\u4e5f\u662f\u8981\u5220\u9664\u7684\u6587\u4ef6\uff0c\u5219\u5148\u5220\u9664\r\nif change.move_path in commit.changes and commit.changes[change.move_path].type is ActionType.DELETE:\r\nremove_fn(change.move_path) # \u786e\u4fdd\u76ee\u6807\u4f4d\u7f6e\u662f\u7a7a\u7684\r\n# \u6267\u884c\u5220\u9664\r\nfor path in deletes:\r\n# \u5982\u679c\u6587\u4ef6\u540c\u65f6\u662f\u79fb\u52a8\u7684\u6e90\u6587\u4ef6\uff0c\u5219\u4e0d\u5728\u6b64\u5904\u5220\u9664\uff0c\u5728\u79fb\u52a8\u540e\u5220\u9664\r\nif not any(m[0] == path for m in moves):\r\nremove_fn(path)\r\n# \u6267\u884c\u5199\u5165\u548c\u79fb\u52a8\r\nfor path, change in commit.changes.items():\r\nif change.type is ActionType.ADD:\r\nif change.new_content is None:\r\nraise DiffError(f\"ADD \u66f4\u6539 {path} \u7f3a\u5c11\u5185\u5bb9\")\r\nwrite_fn(path, change.new_content)\r\nelif change.type is ActionType.UPDATE:\r\nif change.new_content is None:\r\nraise DiffError(f\"UPDATE \u66f4\u6539 {path} \u7f3a\u5c11\u65b0\u5185\u5bb9\")\r\nif change.move_path:\r\n# \u5148\u5199\u5165\u4e34\u65f6\u6587\u4ef6\u6216\u76f4\u63a5\u5199\u5165\u76ee\u6807\u8def\u5f84\uff0c\u7136\u540e\u5220\u9664\u6e90\u6587\u4ef6\r\n# \u4e3a\u7b80\u5355\u8d77\u89c1\uff0c\u5148\u5199\u5165\u76ee\u6807\uff0c\u518d\u5220\u9664\u6e90\r\nwrite_fn(change.move_path, change.new_content)\r\nif path != change.move_path: # \u907f\u514d\u5220\u9664\u81ea\u8eab\r\nremove_fn(path) # \u5220\u9664\u539f\u59cb\u6587\u4ef6\r\nelse:\r\n# \u539f\u5730\u66f4\u65b0\r\nwrite_fn(path, change.new_content)\r\ndef process_patch(\r\ntext: str,\r\nopen_fn: Callable[[str], str],\r\nwrite_fn: Callable[[str, str], None],\r\nremove_fn: Callable[[str], None],\r\nrename_fn: Callable[[str, str], None], # \u8bd1\u8005\u6ce8\uff1a\u589e\u52a0\u91cd\u547d\u540d\u51fd\u6570\r\n) -&gt; str:\r\n\"\"\"\u5904\u7406\u8865\u4e01\u6587\u672c\u7684\u6838\u5fc3\u903b\u8f91\"\"\"\r\n# \u9884\u68c0\u67e5\u5f00\u59cb\u6807\u8bb0\r\nif not Parser._norm(text.split('\\n', 1)[0]).startswith(\"*** Begin Patch\"):\r\nraise DiffError(\"\u8865\u4e01\u6587\u672c\u5fc5\u987b\u4ee5 *** Begin Patch \u5f00\u5934\")\r\n# \u8bc6\u522b\u9700\u8981\u64cd\u4f5c\u7684\u6587\u4ef6\r\npaths_needed = identify_files_needed(text)\r\npaths_added = identify_files_added(text) # \u7528\u4e8e\u68c0\u67e5\u51b2\u7a81\r\n# \u68c0\u67e5\u6dfb\u52a0\u7684\u6587\u4ef6\u662f\u5426\u5df2\u5b58\u5728\uff08\u5982\u679c\u9700\u8981\u4e25\u683c\u6a21\u5f0f\uff09\r\n# for added_path in paths_added:\r\n#     try:\r\n#         open_fn(added_path) # \u5c1d\u8bd5\u6253\u5f00\r\n#         raise DiffError(f\"\u5c1d\u8bd5\u6dfb\u52a0\u7684\u6587\u4ef6\u5df2\u5b58\u5728: {added_path}\")\r\n#     except FileNotFoundError:\r\n#         pass # \u4e0d\u5b58\u5728\u662f\u9884\u671f\u60c5\u51b5\r\n# \u52a0\u8f7d\u9700\u8981\u8bfb\u53d6\u7684\u6587\u4ef6\u5185\u5bb9\r\norig_files = load_files(paths_needed, open_fn)\r\n# \u89e3\u6790\u8865\u4e01\u6587\u672c\r\npatch, _fuzz = text_to_patch(text, orig_files)\r\n# \u5c06\u8865\u4e01\u8f6c\u6362\u4e3a\u63d0\u4ea4\u5bf9\u8c61\r\ncommit = patch_to_commit(patch, orig_files)\r\n# \u5e94\u7528\u63d0\u4ea4\u5230\u6587\u4ef6\u7cfb\u7edf\r\napply_commit(commit, write_fn, remove_fn, rename_fn)\r\nreturn \"Done!\"\r\n# --------------------------------------------------------------------------- #\r\n#  \u9ed8\u8ba4\u6587\u4ef6\u7cfb\u7edf\u8f85\u52a9\u51fd\u6570\r\n# --------------------------------------------------------------------------- #\r\ndef open_file(path: str) -&gt; str:\r\n\"\"\"\u9ed8\u8ba4\u7684\u6587\u4ef6\u8bfb\u53d6\u51fd\u6570\"\"\"\r\ntry:\r\nwith open(path, \"rt\", encoding=\"utf-8\") as fh:\r\nreturn fh.read()\r\nexcept FileNotFoundError:\r\nraise # \u91cd\u65b0\u5f15\u53d1\uff0c\u8ba9 load_files \u5904\u7406\r\nexcept Exception as e:\r\nraise DiffError(f\"\u8bfb\u53d6\u6587\u4ef6 {path} \u65f6\u51fa\u9519: {e}\")\r\ndef write_file(path: str, content: str) -&gt; None:\r\n\"\"\"\u9ed8\u8ba4\u7684\u6587\u4ef6\u5199\u5165\u51fd\u6570\"\"\"\r\ntry:\r\ntarget = pathlib.Path(path)\r\ntarget.parent.mkdir(parents=True, exist_ok=True)\r\nwith target.open(\"wt\", encoding=\"utf-8\", newline='\\n') as fh: # \u8bd1\u8005\u6ce8\uff1a\u6307\u5b9a newline\r\nfh.write(content)\r\nexcept Exception as e:\r\nraise DiffError(f\"\u5199\u5165\u6587\u4ef6 {path} \u65f6\u51fa\u9519: {e}\")\r\ndef remove_file(path: str) -&gt; None:\r\n\"\"\"\u9ed8\u8ba4\u7684\u6587\u4ef6\u5220\u9664\u51fd\u6570\"\"\"\r\ntry:\r\npathlib.Path(path).unlink(missing_ok=True) # \u5141\u8bb8\u5220\u9664\u4e0d\u5b58\u5728\u7684\u6587\u4ef6\r\nexcept Exception as e:\r\n# \u5bf9\u4e8e\u5220\u9664\u64cd\u4f5c\uff0c\u6253\u5370\u8b66\u544a\u800c\u4e0d\u662f\u4e2d\u65ad\u53ef\u80fd\u66f4\u53cb\u597d\r\nprint(f\"\u8b66\u544a\uff1a\u5220\u9664\u6587\u4ef6 {path} \u65f6\u51fa\u9519: {e}\", file=sys.stderr)\r\n# raise DiffError(f\"\u5220\u9664\u6587\u4ef6 {path} \u65f6\u51fa\u9519: {e}\")\r\ndef rename_file(old_path: str, new_path: str) -&gt; None:\r\n\"\"\"\u9ed8\u8ba4\u7684\u6587\u4ef6\u91cd\u547d\u540d\u51fd\u6570\"\"\"\r\ntry:\r\ntarget = pathlib.Path(new_path)\r\ntarget.parent.mkdir(parents=True, exist_ok=True)\r\npathlib.Path(old_path).rename(target)\r\nexcept FileNotFoundError:\r\nraise DiffError(f\"\u91cd\u547d\u540d\u5931\u8d25\uff1a\u6e90\u6587\u4ef6 {old_path} \u4e0d\u5b58\u5728\")\r\nexcept Exception as e:\r\nraise DiffError(f\"\u91cd\u547d\u540d\u6587\u4ef6 {old_path} \u5230 {new_path} \u65f6\u51fa\u9519: {e}\")\r\n# --------------------------------------------------------------------------- #\r\n#  \u547d\u4ee4\u884c\u5165\u53e3\u70b9\r\n# --------------------------------------------------------------------------- #\r\ndef main() -&gt; None:\r\nimport sys\r\npatch_text = sys.stdin.read()\r\nif not patch_text:\r\nprint(\"\u8bf7\u901a\u8fc7\u6807\u51c6\u8f93\u5165\u4f20\u9012\u8865\u4e01\u6587\u672c\", file=sys.stderr)\r\nsys.exit(1) # \u8bd1\u8005\u6ce8\uff1a\u6dfb\u52a0\u9000\u51fa\u7801\r\ntry:\r\nresult = process_patch(patch_text, open_file, write_file, remove_file, rename_file) # \u8bd1\u8005\u6ce8\uff1a\u4f20\u5165 rename_file\r\nprint(result)\r\nsys.exit(0) # \u8bd1\u8005\u6ce8\uff1a\u6210\u529f\u9000\u51fa\u7801\r\nexcept DiffError as exc:\r\nprint(f\"\u9519\u8bef: {exc}\", file=sys.stderr) # \u8bd1\u8005\u6ce8\uff1a\u6dfb\u52a0\u9519\u8bef\u524d\u7f00\r\nsys.exit(1) # \u8bd1\u8005\u6ce8\uff1a\u9519\u8bef\u9000\u51fa\u7801\r\nexcept Exception as e: # \u6355\u6349\u5176\u4ed6\u610f\u5916\u9519\u8bef\r\nprint(f\"\u53d1\u751f\u610f\u5916\u9519\u8bef: {e}\", file=sys.stderr)\r\nsys.exit(2)\r\nif __name__ == \"__main__\":\r\nmain()\r\n<\/pre>\n<h3>\u5176\u4ed6\u6709\u6548\u7684 Diff \u683c\u5f0f (Other Effective Diff Formats)<\/h3>\n<p>\u5982\u679c\u4f60\u60f3\u5c1d\u8bd5\u4f7f\u7528\u4e0d\u540c\u7684 diff \u683c\u5f0f\uff0c\u6d4b\u8bd5\u53d1\u73b0 Aider \u7684\u591a\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f7f\u7528\u7684 SEARCH\/REPLACE diff \u683c\u5f0f\uff0c\u4ee5\u53ca\u4e00\u79cd\u6ca1\u6709\u5185\u90e8\u8f6c\u4e49\u7684\u4f2a\u00a0XML\u00a0\u683c\u5f0f\uff0c\u90fd\u5177\u6709\u5f88\u9ad8\u7684\u6210\u529f\u7387\u3002<\/p>\n<p>\u8fd9\u4e9b diff \u683c\u5f0f\u6709\u4e24\u4e2a\u5171\u540c\u7684\u5173\u952e\u65b9\u9762\uff1a(1) \u5b83\u4eec\u4e0d\u4f7f\u7528\u884c\u53f7\uff0c(2) \u5b83\u4eec\u540c\u65f6\u63d0\u4f9b\u4e86\u8981\u66ff\u6362\u7684\u786e\u5207\u4ee3\u7801\u548c\u7528\u4e8e\u66ff\u6362\u5b83\u7684\u786e\u5207\u4ee3\u7801\uff0c\u4e24\u8005\u4e4b\u95f4\u6709\u6e05\u6670\u7684\u5206\u9694\u7b26\u3002<\/p>\n<pre>SEARCH_REPLACE_DIFF_EXAMPLE = \"\"\"\r\npath\/to\/file.py\r\n```\r\n&gt;&gt;&gt;&gt;&gt;&gt;&gt; SEARCH\r\ndef search():\r\npass\r\n=======\r\ndef search():\r\nraise NotImplementedError()\r\n&lt;&lt;&lt;&lt;&lt;&lt;&lt; REPLACE\r\n\"\"\"\r\n\r\nPSEUDO_XML_DIFF_EXAMPLE = \"\"\"\r\n&lt;edit&gt;\r\n&lt;file&gt;\r\npath\/to\/file.py\r\n&lt;\/file&gt;\r\n&lt;old_code&gt;\r\ndef search():\r\npass\r\n&lt;\/old_code&gt;\r\n&lt;new_code&gt;\r\ndef search():\r\nraise NotImplementedError()\r\n&lt;\/new_code&gt;\r\n&lt;\/edit&gt;\r\n\"\"\"<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>GPT-4.1\u00a0\u7cfb\u5217\u6a21\u578b\u76f8\u8f83\u4e8e\u00a0GPT-4o\uff0c\u5728\u7f16\u7801\u3001\u6307\u4ee4\u9075\u5faa\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u4e0a\u6709\u4e86\u663e\u8457\u8fdb\u6b65\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u5728\u4ee3\u7801\u751f\u6210\u548c\u4fee\u590d\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4f18\uff0c\u80fd\u66f4\u7cbe\u786e\u5730\u7406\u89e3\u5e76\u6267\u884c\u590d\u6742\u6307\u4ee4\uff0c\u5e76\u4e14\u53ef\u4ee5\u6709\u6548\u5904\u7406\u66f4\u957f\u7684\u8f93\u5165\u6587\u672c\u3002\u8fd9\u4efd\u63d0\u793a\u5de5\u7a0b\u6307\u5357\u6c47\u96c6\u4e86 OpenAI &#8230;<\/p>\n","protected":false},"author":1,"featured_media":62273,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,34],"tags":[],"class_list":["post-30533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30533","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=30533"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30533\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/62273"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=30533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=30533"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=30533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}