{"id":32387,"date":"2025-07-15T00:15:26","date_gmt":"2025-07-14T16:15:26","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32387"},"modified":"2025-07-15T00:15:26","modified_gmt":"2025-07-14T16:15:26","slug":"refactyigeshica","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/refactyigeshica\/","title":{"rendered":"Refact\uff1a\u4e00\u4e2a\u8bd5\u56fe\u6574\u5408\u8f6f\u4ef6\u5f00\u53d1\u5168\u6d41\u7a0b\u7684 AI \u4ee3\u7406"},"content":{"rendered":"

\u5728\u5f53\u524d\u7684\u8f6f\u4ef6\u5f00\u53d1\u9886\u57df\uff0c\u4e00\u4e2a\u540d\u4e3a\u00a0Refact<\/a><\/code>\u00a0\u7684\u5f00\u6e90 AI \u5f00\u53d1\u4ee3\u7406\u6b63\u5f15\u8d77\u5173\u6ce8\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u5176\u76ee\u6807\u662f\u8986\u76d6\u4ece\u9700\u6c42\u7406\u89e3\u5230\u6700\u7ec8\u90e8\u7f72\u7684\u6574\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u751f\u547d\u5468\u671f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cRefact<\/code>\u00a0\u662f\u9996\u4e2a\u901a\u8fc7\u00a0SWE-bench<\/code>\u00a0\u6d4b\u8bd5\u7684 AI \u5f00\u53d1\u4ee3\u7406\u3002SWE-bench<\/code>\u00a0\u662f\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u901a\u8fc7\u8be5\u6d4b\u8bd5\u610f\u5473\u7740\u5176\u5728\u5904\u7406\u5b9e\u9645\u5f00\u53d1\u95ee\u9898\u4e0a\u5177\u5907\u4e86\u53ef\u9760\u7684\u80fd\u529b\u3002<\/p>\n

\u6838\u5fc3\u529f\u80fd\u4e0e\u67b6\u6784<\/h3>\n

Refact<\/code>\u00a0\u7684\u80fd\u529b\u6784\u5efa\u4e8e\u56db\u5927\u6838\u5fc3\u7279\u6027\u4e4b\u4e0a\uff1a<\/p>\n

    \n
  1. \u5168\u6d41\u7a0b\u4ee3\u7406<\/strong>\uff1a\u5b83\u80fd\u76f4\u63a5\u4e0e\u00a0GitHub<\/code>\u3001Docker<\/code>\u00a0\u548c\u00a0PostgreSQL<\/code>\u00a0\u7b49\u5f00\u53d1\u5de5\u5177\u94fe\u8fdb\u884c\u4ea4\u4e92\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u81ea\u52a8\u5316\u5904\u7406\u4ee3\u7801\u7f16\u5199\u3001\u73af\u5883\u914d\u7f6e\u3001\u6570\u636e\u5e93\u8fc1\u79fb\u7b49\u4e00\u7cfb\u5217\u4efb\u52a1\uff0c\u5c06\u8fc7\u53bb\u9700\u8981\u624b\u52a8\u6267\u884c\u7684\u591a\u4e2a\u6b65\u9aa4\u8fde\u63a5\u8d77\u6765\u3002<\/li>\n
  2. \u4e0a\u4e0b\u6587\u611f\u77e5<\/strong>\uff1a\u5de5\u5177\u5185\u7f6e\u4e86\u57fa\u4e8e\u00a0Qwen2.5-Coder-1.5B<\/code>\u00a0\u6a21\u578b\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG<\/a>) \u6280\u672f\u3002\u901a\u8fc7\u68c0\u7d22\u672c\u5730\u4ee3\u7801\u5e93\u548c\u76f8\u5173\u6280\u672f\u6587\u6863\uff0c\u5b83\u80fd\u63d0\u4f9b\u66f4\u8d34\u5408\u9879\u76ee\u73b0\u6709\u89c4\u8303\u548c\u4e1a\u52a1\u903b\u8f91\u7684\u4ee3\u7801\uff0c\u5b98\u65b9\u6570\u636e\u663e\u793a\u8fd9\u4f7f\u5176\u8865\u5168\u51c6\u786e\u7387\u63d0\u5347\u4e86 67%\u3002<\/li>\n
  3. \u591a\u6a21\u578b\u652f\u6301<\/strong>\uff1aRefact<\/code>\u00a0\u7684\u67b6\u6784\u662f\u5f00\u653e\u7684\u3002\u9664\u4e86\u539f\u751f\u652f\u6301\u00a0Claude<\/a> 3.5 Sonnet<\/code>\u00a0\u548c\u00a0GPT-4o<\/code>\u00a0\u7b49\u6a21\u578b\u5916\uff0c\u5b83\u8fd8\u5141\u8bb8\u7528\u6237\u63a5\u5165\u5e76\u5207\u6362\u5230\u00a0Gemini<\/a><\/code>\u3001Deepseek<\/a><\/code>\u00a0\u6216\u5176\u4ed6\u7b2c\u4e09\u65b9\u5927\u8bed\u8a00\u6a21\u578b\u3002\u8fd9\u79cd\u6a21\u578b\u5373\u670d\u52a1 (MaaS) \u7684\u8bbe\u8ba1\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u6839\u636e\u6210\u672c\u548c\u6027\u80fd\u9700\u6c42\u52a8\u6001\u9009\u62e9\u6700\u4f18\u6a21\u578b\u7684\u7075\u6d3b\u6027\u3002<\/li>\n
  4. \u79c1\u6709\u5316\u90e8\u7f72<\/strong>\uff1a\u5bf9\u4e8e\u6570\u636e\u5b89\u5168\u548c\u4ee3\u7801\u9690\u79c1\u8981\u6c42\u6781\u9ad8\u7684\u4f01\u4e1a\uff0cRefact<\/code>\u00a0\u63d0\u4f9b\u4e86\u81ea\u6258\u7ba1\u90e8\u7f72\u9009\u9879\u3002\u8fd9\u610f\u5473\u7740\u6240\u6709\u6570\u636e\u548c AI \u8ba1\u7b97\u90fd\u53ef\u4ee5\u5728\u4f01\u4e1a\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\uff0c\u5b8c\u5168\u638c\u63a7\u6570\u636e\u4e3b\u6743\uff0c\u8fd9\u5bf9\u4e8e\u91d1\u878d\u3001\u533b\u7597\u7b49\u53d7\u4e25\u683c\u76d1\u7ba1\u7684\u884c\u4e1a\u5c24\u5176\u91cd\u8981\u3002<\/li>\n<\/ol>\n

    \"\u5de5\u5177\u94fe\u6574\u5408\u56fe\"<\/p>\n

    \u4ece\u5176\u7cfb\u7edf\u67b6\u6784\u6765\u770b\uff0cRefact<\/code>\u00a0\u901a\u8fc7\u5de5\u5177\u9002\u914d\u5c42\u63a5\u5165\u4e86\u8d85\u8fc720\u79cd\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u5305\u62ec\u5e38\u89c1\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u00a0Jira<\/code>\u00a0\u548c\u6301\u7eed\u96c6\u6210\u5de5\u5177\u00a0Jenkins<\/code>\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u76f8\u5bf9\u5b8c\u6574\u7684\u5f00\u53d1\u751f\u6001\u3002\u5176\u8bed\u5883\u5f15\u64ce\u548c\u5b89\u5168\u4f53\u7cfb\u5219\u4fdd\u8bc1\u4e86\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\u4e0e\u64cd\u4f5c\u7684\u5408\u89c4\u6027\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u6a21\u5757\u5206\u7c7b<\/th>\n\u529f\u80fd\u5b9e\u73b0<\/th>\n\u4f18\u52bf\u4ef7\u503c<\/th>\n<\/tr>\n<\/thead>\n
    \u5de5\u5177\u9002\u914d\u5c42<\/td>\n\u652f\u630120+\u5f00\u53d1\u8005\u5de5\u5177 API<\/td>\n\u5f62\u6210\u5b8c\u6574\u5f00\u53d1\u751f\u6001\u95ed\u73af<\/td>\n<\/tr>\n
    \u6a21\u578b\u5373\u670d\u52a1 (MaaS)<\/td>\n\u81ea\u7814\u6d41\u91cf\u8c03\u5ea6\u7b97\u6cd5<\/td>\n\u652f\u6301\u52a8\u6001\u5207\u6362\u4e0d\u540c\u6a21\u578b\uff08Claude 3.5<\/code>\u00a0\/\u00a0GPT-4o<\/code>\u00a0\/\u00a0Gemini<\/code>\uff09<\/td>\n<\/tr>\n
    \u8bed\u5883\u5f15\u64ce<\/td>\n\u672c\u5730\u4ee3\u7801\u5e93+\u8fdc\u7a0b\u6587\u6863\u68c0\u7d22<\/td>\n\u786e\u4fdd\u4ee3\u7801\u7b26\u5408\u9879\u76ee\u89c4\u8303\u4e0e\u4e1a\u52a1\u8bed\u4e49<\/td>\n<\/tr>\n
    \u5b89\u5168\u4f53\u7cfb<\/td>\nKubernetes<\/code>\u00a0\u539f\u751f\u517c\u5bb9<\/td>\n\u4fdd\u969c API \u5bc6\u94a5\u5b89\u5168\u4e0e\u654f\u611f\u64cd\u4f5c\u5ba1\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b9e\u9645\u5e94\u7528\u573a\u666f\u6f14\u793a<\/h3>\n

    Refact<\/code>\u00a0\u7684\u4ef7\u503c\u4f53\u73b0\u5728\u89e3\u51b3\u65e5\u5e38\u5f00\u53d1\u4efb\u52a1\u7684\u6548\u7387\u4e0a\u3002<\/p>\n

    \u573a\u666f\u4e00\uff1a\u5feb\u901f\u5b9e\u73b0 API \u539f\u578b<\/h4>\n

    \u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u4ece\u96f6\u5f00\u59cb\u7f16\u5199\u6837\u677f\u4ee3\u7801\u3002\u4f8b\u5982\uff0c\u5f53\u9700\u8981\u4e00\u4e2a\u7528\u4e8e\u5206\u9875\u67e5\u8be2\u7528\u6237\u6570\u636e\u7684 API \u65f6\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u63d0\u4f9b\u4e00\u4e2a\u7b80\u5355\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff1a<\/p>\n

    “\u6839\u636e\u7528\u6237\u8868\u5b57\u6bb5\u8bbe\u8ba1\u5206\u9875\u67e5\u8be2 RESTful API”<\/p>\n

    Refact<\/code>\u00a0\u7684\u5de5\u4f5c\u6d41\u5982\u4e0b\uff1a<\/p>\n

      \n
    1. \u5206\u6790\u6570\u636e\u5e93\u4e2d\u73b0\u6709\u7684\u7528\u6237\u8868\u00a0schema<\/code>\u3002<\/li>\n
    2. \u751f\u6210\u9002\u914d\u6280\u672f\u6808\uff08\u5982\u00a0Flask<\/code>\u00a0\u6216\u00a0Rust<\/code>\uff09\u7684\u540e\u7aef\u4ee3\u7801\u3002<\/li>\n
    3. \u81ea\u52a8\u521b\u5efa\u7528\u4e8e\u90e8\u7f72\u7684\u00a0Dockerfile<\/code>\u3002<\/li>\n
    4. \u8c03\u7528\u6a21\u578b\u63a8\u7406\u5de5\u5177\u94fe\uff0c\u81ea\u52a8\u6784\u5efa\u5bb9\u5668\u955c\u50cf\u5e76\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u3002<\/li>\n<\/ol>\n

      \"\u5feb\u901f\u5f00\u53d1\u793a\u4f8b\"<\/p>\n

      \u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5c06\u4f20\u7edf\u5f00\u53d1\u4e2d\u6570\u5c0f\u65f6\u7684\u5de5\u4f5c\u7f29\u77ed\u5230\u5206\u949f\u7ea7\u522b\u3002<\/p>\n

      \u573a\u666f\u4e8c\uff1a\u8f85\u52a9\u91cd\u6784\u9057\u7559\u7cfb\u7edf<\/h4>\n

      \u5728\u9762\u5bf9\u590d\u6742\u7684\u7cfb\u7edf\u8fc1\u79fb\u4efb\u52a1\u65f6\uff0cRefact<\/code>\u00a0\u540c\u6837\u80fd\u63d0\u4f9b\u5e2e\u52a9\u3002\u5047\u8bbe\u9700\u8981\u5c06\u4e00\u4e2a\u65e7\u7684\u00a0Node.js<\/code>\u00a0\u65e5\u5fd7\u7cfb\u7edf\u8fc1\u79fb\u5230\u00a0Python FastAPI<\/code>\u00a0\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6267\u884c\u5982\u4e0b\u6307\u4ee4\uff1a<\/p>\n

      # \u6307\u4ee4\uff1a\u5c06 Express \u65e5\u5fd7\u4e2d\u95f4\u4ef6\u91cd\u6784\u4e3a ASGI \u517c\u5bb9\u7684\u683c\u5f0f\r\nrefact suggest \"Express -> ASGI middleware \u91cd\u6784\"\r\n<\/code><\/pre>\n
      \u7cfb\u7edf\u4e0d\u4ec5\u4f1a\u751f\u6210\u7528\u4e8e\u517c\u5bb9\u65b0\u65e7\u7cfb\u7edf\u7684\u4e92\u64cd\u4f5c\u5c42\u4ee3\u7801\uff0c\u8fd8\u4f1a\u63d0\u4f9b\u989d\u5916\u7684\u4f18\u5316\u5efa\u8bae\uff0c\u4f8b\u5982\u7ebf\u7a0b\u5b89\u5168\u6539\u9020\u65b9\u6848\u548c\u5f02\u5e38\u5904\u7406\u6a21\u5f0f\u7684\u6539\u8fdb\u3002<\/p>\n
      \u5feb\u901f\u90e8\u7f72\u6307\u5357<\/h3>\n
      \u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u5355\u673a\u5feb\u901f\u4f53\u9a8c\u6216\u4f01\u4e1a\u7ea7\u5bb9\u5668\u5316\u90e8\u7f72\u3002<\/p>\n
      \u73af\u5883\u51c6\u5907\uff1a<\/strong><\/p>\n