{"id":53708,"date":"2025-02-16T17:06:51","date_gmt":"2025-02-16T09:06:51","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53708\/"},"modified":"2025-02-16T17:06:51","modified_gmt":"2025-02-16T09:06:51","slug":"deepseek-grpo%e5%ae%9e%e7%8e%b0%e4%bf%a1%e6%81%af%e6%8f%90%e5%8f%96","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53708\/","title":{"rendered":"DeepSeek GRPO\u5b9e\u73b0\u4fe1\u606f\u63d0\u53d6"},"content":{"rendered":"

\u81ea DeepSeek R1 \u53d1\u5e03\u4ee5\u6765\uff0c\u6211\u4e00\u76f4\u5728\u590d\u73b0\u5b83\uff0c\u4ee5\u4e0b\u662f\u6211\u83b7\u5f97\u7684\u65e9\u671f\u89c1\u89e3\u3002<\/p>\n

\u6211\u4e3b\u8981\u5173\u6ce8\u4fe1\u606f\u63d0\u53d6\uff0c\u7279\u522b\u662f\u96f6\u6837\u672c\u6587\u672c\u5230\u56fe\u5f62\u63d0\u53d6\u3002\u8fd9\u662f\u4e00\u9879\u4efb\u52a1\uff0c\u5f53\u7ed9\u51fa\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\u5217\u8868\u65f6\uff0c\u6211\u4eec\u4f1a\u4ece\u76ee\u6807\u6587\u672c\u4e2d\u63d0\u53d6\u5b9e\u4f53\u5217\u8868\u53ca\u5176\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

\u6587\u672c\u5230\u56fe\u8f93\u51fa\u7684\u793a\u4f8b<\/p>\n

{\n    \"entities\": [\n        {\n            \"id\": 0,\n            \"text\": \"Microsoft\",\n            \"type\": \"company\"\n        },\n        {\n            \"id\": 1,\n            \"text\": \"Satya Nadella\",\n            \"type\": \"person\"\n        },\n        {\n            \"id\": 2,\n            \"text\": \"Azure AI\",\n            \"type\": \"product\",\n        }\n    ],\n    \"relations\": [\n        {\n            \"head\": \"Satya Nadella\",\n            \"tail\": \"Microsoft\",\n            \"type\": \"CEO of\"\n        },\n        {\n            \"head\": \"Microsoft\",\n            \"tail\": \"Azure AI\",\n            \"type\": \"developed\"\n        }\n    ]\n}<\/code><\/pre>\n
\u8fd9\u662f\u4e00\u9879\u76f8\u5f53\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u5c0f\u578b\u751f\u6210\u8bed\u8a00\u6a21\u578b\u800c\u8a00\u3002\u5982\u679c\u6211\u4eec\u4e0d\u901a\u8fc7\u6240\u9700\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\u6765\u9650\u5236\u8f93\u51fa\uff0c\u5e76\u5141\u8bb8\u6a21\u578b\u81ea\u7531\u5730\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u6240\u6709\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u76f8\u5bf9\u8f83\u597d\u5730\u5b8c\u6210\u6b64\u4efb\u52a1\u3002\u4f46\u662f\uff0c\u5f53\u6211\u4eec\u6839\u636e\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\u6765\u8bbe\u5b9a\u8f93\u51fa\u6761\u4ef6\u65f6\uff0c\u5b83\u5c31\u53d8\u6210\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u5669\u68a6\u3002\u4ece\u6211\u7684\u5b9e\u9a8c\u6765\u770b\uff0c\u5f88\u96be\u4ee5\u76d1\u7763\u7684\u65b9\u5f0f\u8bad\u7ec3\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u4fbf\u6839\u636e\u8f93\u5165\u7684\u5b9e\u4f53\u7c7b\u578b\u6709\u6761\u4ef6\u5730\u4ece\u6587\u672c\u4e2d\u8f93\u51fa\u56fe\u5f62\u3002\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u7ed9\u4e86\u6211\u4eec\u5e0c\u671b\uff0c\u6240\u4ee5\u8ba9\u6211\u4eec\u8be6\u7ec6\u8ba8\u8bba\u4e00\u4e0b\u3002<\/p>\n
\u5f3a\u5316\u5b66\u4e60\u4e0e\u76d1\u7763\u5b66\u4e60\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u6211\u4eec\u4e0d\u4f1a\u660e\u786e\u544a\u8bc9\u6a21\u578b\u8981\u91c7\u53d6\u54ea\u4e9b\u884c\u52a8\u6765\u5b9e\u73b0\u7406\u60f3\u7684\u91cc\u7a0b\u7891\u3002\u5728\u6211\u4eec\u7684\u4f8b\u5b50\u4e2d\uff0c\u91cc\u7a0b\u7891\u662f\u4e00\u4e2a\u6b63\u786e\u63d0\u53d6\u7684\u56fe\u5f62\uff0c\u8003\u8651\u5230\u8f93\u5165\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\uff0c\u800c\u884c\u52a8\u662f\u6a21\u578b\u751f\u6210\u7684\u6807\u8bb0\u3002\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u544a\u8bc9\u6a21\u578b\u5982\u4f55\u901a\u8fc7\u6700\u5927\u5316\u4ee5\u7406\u60f3\u683c\u5f0f\u751f\u6210\u8f93\u51fa\u7684\u6982\u7387\u6765\u91cd\u73b0\u8fd9\u4e2a\u56fe\u5f62\uff0c\u6bd4\u5982\u8bf4 JSON\u3002<\/p>\n
\u8bb8\u591a\u4eba\u90fd\u8c08\u5230\u601d\u8003\u7684\u91cd\u8981\u6027\uff0c\u8fd9\u662f\u5f3a\u5316\u5b66\u4e60\u4e3a LLM \u9886\u57df\u5e26\u6765\u7684\u4e3b\u8981\u63a8\u52a8\u529b\u4e4b\u4e00\uff0c\u867d\u7136\u8bb8\u591a\u8bba\u6587\u8868\u660e\uff0c\u4e00\u7cfb\u5217\u7684\u601d\u7ef4\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4f46\u601d\u8003\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\u4f3c\u4e4e\u5f88\u5408\u7406\u3002\u7136\u800c\uff0c\u6211\u8ba4\u4e3a\u5f3a\u5316\u5b66\u4e60\u7684\u5176\u4ed6\u51e0\u4e2a\u5c5e\u6027\u53ef\u80fd\u4f1a\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u3002\u4f46\u9996\u5148\u8ba9\u6211\u4eec\u8ba8\u8bba\u4e00\u4e0b DeepSeek \u5f15\u5165\u7684 GRPO \u65b9\u6cd5\u3002\u6211\u5c06\u56e2\u961f\u4f7f\u7528\u7684\u635f\u5931\u51fd\u6570\u653e\u5728\u4e0b\u9762\u3002<\/p>\n
\u6211\u4e0d\u4f1a\u6df1\u5165\u7814\u7a76\u6570\u5b66\uff0c\u800c\u662f\u4ece\u9ad8\u5c42\u6b21\u7684\u89d2\u5ea6\u8ba8\u8bba\u5b83\u7684\u542b\u4e49\u3002\u57fa\u672c\u4e0a\uff0c\u6211\u4eec\u4e3a\u7ed9\u5b9a\u7684\u95ee\u9898\u751f\u6210\u4e00\u7ec4\u5019\u9009\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u6839\u636e\u83b7\u5f97\u7684\u5956\u52b1\u6700\u5927\u5316\u8fd4\u56de\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u7684\u6982\u7387\u3002\u6b64\u5916\uff0c\u501f\u52a9 KL \u6536\u655b\u7ec4\u4ef6\uff0c\u6211\u4eec\u5c1d\u8bd5\u6700\u5c0f\u5316\u4e0e\u4f5c\u4e3a\u8d77\u70b9\u7684\u539f\u59cb\u6a21\u578b\u4e4b\u95f4\u7684\u504f\u5dee\u3002<\/p>\n
\u8fd9\u6837\u7684\u8bad\u7ec3\u7b97\u6cd5\u53ef\u4ee5\u5e26\u6765\u6709\u8da3\u7684\u7279\u6027\uff0c\u4f8b\u5982\uff0c\u8003\u8651\u5230\u6a21\u578b\u5206\u914d\u4e86\u76f8\u5bf9\u8f83\u9ad8\u7684\u751f\u6210\u6982\u7387\uff0c\u6211\u4eec\u5f3a\u5236\u6a21\u578b\u751f\u6210\u591a\u4e2a\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u95ee\u9898\u800c\u8a00\u662f\u5148\u9a8c\u786c\u5426\u5b9a\u3002\u56e0\u6b64\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u671f\u95f4\u65e2\u770b\u5230\u4e86\u6b63\u9762\u7684\u4f8b\u5b50\uff0c\u4e5f\u770b\u5230\u4e86\u8d1f\u9762\u7684\u4f8b\u5b50\u3002<\/p>\n
\u6b64\u5916\uff0c\u6b63\u5982 Andrej Karpathy \u6307\u51fa\u7684\u90a3\u6837\uff0c\u76f4\u63a5\u6807\u8bb0\u793a\u4f8b\u65e0\u6cd5\u5f3a\u5236\u6a21\u578b\u5229\u7528\u5176\u77e5\u8bc6\u6765\u63a8\u65ad\u4e00\u4e9b\u65b0\u51fa\u73b0\u7684\u5c5e\u6027\uff0c\u4f8b\u5982\u201c\u987f\u609f\u201d\u65f6\u523b\uff1a<\/p>\n
\n  \u201c\u6a21\u578b\u6c38\u8fdc\u65e0\u6cd5\u901a\u8fc7 1\uff08\u901a\u8fc7\u6a21\u4eff\uff09\u6765\u5b66\u4e60\u8fd9\u4e00\u70b9\uff0c\u56e0\u4e3a\u6a21\u578b\u7684\u8ba4\u77e5\u548c\u4eba\u7c7b\u6807\u8bb0\u8005\u7684\u8ba4\u77e5\u662f\u4e0d\u540c\u7684\u3002\u4eba\u7c7b\u6c38\u8fdc\u4e0d\u4f1a\u77e5\u9053\u5982\u4f55\u6b63\u786e\u5730\u6807\u6ce8\u8fd9\u4e9b\u7c7b\u578b\u7684\u95ee\u9898\u89e3\u51b3\u7b56\u7565\uff0c\u751a\u81f3\u4e0d\u77e5\u9053\u5b83\u4eec\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u5b50\u3002\u5b83\u4eec\u5fc5\u987b\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u88ab\u53d1\u73b0\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u7ecf\u9a8c\u548c\u7edf\u8ba1\u4e0a\u5bf9\u6700\u7ec8\u7ed3\u679c\u6709\u7528\u3002\u201d\n<\/p><\/blockquote>\n
RL \u7684\u53e6\u4e00\u4e2a\u6709\u8da3\u7279\u6027\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u4f18\u5316\u4e0d\u540c\u7684\u76ee\u6807\u5e76\u624b\u52a8\u63a7\u5236\u5b83\u4eec\u7684\u5f71\u54cd\uff0c\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u53d1\u73b0\u6211\u4eec\u7684\u6a21\u578b\u5728\u5173\u7cfb\u63d0\u53d6\u65b9\u9762\u9047\u5230\u56f0\u96be\uff0c\u6211\u4eec\u53ef\u4ee5\u4e3a\u6b63\u786e\u63d0\u53d6\u5173\u7cfb\u751f\u6210\u7684\u793a\u4f8b\u5206\u914d\u6bd4\u5176\u4ed6\u7279\u5f81\u66f4\u9ad8\u7684\u5956\u52b1\u3002<\/p>\n
\u90a3\u4e48\uff0c\u8ba9\u6211\u4eec\u8ba8\u8bba\u4e00\u4e0b\u6211\u4eec\u7a76\u7adf\u662f\u5982\u4f55\u8bad\u7ec3\u4f7f\u7528 GRPO \u8fdb\u884c\u6587\u672c\u5230\u56fe\u5f62\u63a8\u7406\u7684\u6a21\u578b\u7684\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u4e00\u4e2a\u53ef\u89c6\u5316\u56fe\u8868\uff1a<\/p>\n
\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a\u5408\u6210\u6570\u636e\u751f\u6210\u3001\u76d1\u7763\u8bad\u7ec3\u548c\u5f3a\u5316\u5b66\u4e60 (RL) \u8bad\u7ec3\u3002\u6bcf\u4e2a\u9636\u6bb5\u90fd\u5728\u63d0\u9ad8\u6a21\u578b\u6267\u884c\u7ed3\u6784\u5316\u4fe1\u606f\u63d0\u53d6\u7684\u80fd\u529b\u65b9\u9762\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n
1\u3001\u5408\u6210\u6570\u636e\u751f\u6210<\/h2>\n
\u4e3a\u4e86\u542f\u52a8\u8be5\u8fc7\u7a0b\uff0c\u6211\u4eec\u4ece\u6570\u636e\u6536\u96c6\u5f00\u59cb\uff0c\u6536\u96c6\u4e0e\u76ee\u6807\u57df\u76f8\u5173\u7684\u5404\u79cd\u6587\u672c\u6e90\u3002\u6587\u672c\u5230\u56fe\u5f62\u751f\u6210\u6b65\u9aa4\u7531 Llama 70B \u7ed3\u6784\u5316\u751f\u6210\u63d0\u4f9b\u652f\u6301\uff0c\u53ef\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u8f6c\u6362\u4e3a\u57fa\u4e8e\u56fe\u7684\u8868\u793a\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u6b65\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u56e0\u6b64\uff0c\u9009\u62e9\u548c\u6269\u5145\u6570\u636e\u5bf9\u4e8e\u8fc7\u6ee4\u4f4e\u8d28\u91cf\u7684\u63d0\u53d6\u548c\u4e30\u5bcc\u6570\u636e\u96c6\u4ee5\u66f4\u591a\u6837\u5316\u7684\u7ed3\u6784\u81f3\u5173\u91cd\u8981\u3002<\/p>\n
\u6b64\u5916\uff0c\u6211\u4eec\u8f93\u5165\u7ed3\u6784\u5316\u9884\u6d4b JSON \u6570\u636e\uff0c\u5e76\u5c06\u5b83\u4eec\u548c\u6587\u672c\u8f93\u5165 DeepSeek-R1 Lla\u200b\u200bma 70B\uff0c\u4ee5\u751f\u6210\u53ef\u4ee5\u89e3\u91ca\u63d0\u53d6\u8fc7\u7a0b\u7684\u601d\u8def\u94fe\u3002<\/p>\n
\u6211\u4eec\u5c1d\u8bd5\u4e86\u542f\u7528\u548c\u7981\u7528\u601d\u8003\u7684\u6a21\u5f0f\uff0c\u53d1\u73b0\u5c0f\u6a21\u578b\u5f88\u96be\u53d1\u73b0\u4e00\u4e9b\u6709\u8da3\u4e14\u91cd\u8981\u7684\u601d\u8003\u7b56\u7565\u3002<\/p>\n
2\u3001\u76d1\u7763\u8bad\u7ec3<\/h2>\n
\u5728\u5f00\u59cb\u5f3a\u5316\u5b66\u4e60\u4e4b\u524d\uff0c\u8003\u8651\u5230\u6211\u4eec\u4f7f\u7528\u5c0f\u6a21\u578b\uff0c\u9700\u8981\u989d\u5916\u7684\u76d1\u7763\u8bad\u7ec3\u6765\u63a8\u52a8\u6a21\u578b\u8fd4\u56de\u6570\u636e\u4ee5\u6b63\u786e\u7684\u683c\u5f0f\uff0c\u6211\u4eec\u4ec5\u4f7f\u7528\u4e86 1k \u4e2a\u793a\u4f8b\u3002<\/p>\n
3\u3001\u4f7f\u7528 GRPO \u8fdb\u884c\u5f3a\u5316\u5b66\u4e60<\/h2>\n
\u5355\u72ec\u7684\u76d1\u7763\u8bad\u7ec3\u5e76\u4e0d\u80fd\u5b8c\u5168\u89e3\u51b3\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5728\u6839\u636e\u9884\u5b9a\u4e49\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\u8c03\u8282\u6a21\u578b\u8f93\u51fa\u65f6\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u91c7\u7528\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316 (GRPO) \u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n
GRPO \u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u7528\u591a\u4e2a\u5956\u52b1\u51fd\u6570\u4f18\u5316\u6a21\u578b\uff1a<\/p>\n
    \n
  • \u683c\u5f0f\u5956\u52b1\u786e\u4fdd\u8f93\u51fa\u9075\u5faa\u7ed3\u6784\u5316\u683c\u5f0f\uff0c\u5176\u4e2d\u601d\u7ef4\u88ab\u5c01\u88c5\u5728\u76f8\u5e94\u7684\u6807\u7b7e\u4e2d\uff08\u5728\u601d\u7ef4\u6a21\u5f0f\u7684\u60c5\u51b5\u4e0b\uff09\u3002<\/li>\n
  • JSON \u5956\u52b1\u4e13\u95e8\u9a8c\u8bc1\u683c\u5f0f\u826f\u597d\u3001\u673a\u5668\u53ef\u8bfb\u7684 JSON \u8868\u793a\uff0c\u4ee5\u53ca\u5176\u7ed3\u6784\u662f\u5426\u4e0e\u6240\u9700\u683c\u5f0f\u4e00\u81f4\u3002<\/li>\n
  • F1 \u5956\u52b1\u901a\u8fc7\u5c06\u63d0\u53d6\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u4e0e\u5730\u9762\u5b9e\u51b5\u56fe\u8fdb\u884c\u6bd4\u8f83\u6765\u8bc4\u4f30\u5176\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n
    \u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5141\u8bb8\u6a21\u578b\u52a8\u6001\u8c03\u6574\u5176\u751f\u6210\u7b56\u7565\uff0c\u5728\u5fc5\u8981\u65f6\u5f3a\u8c03\u6b63\u786e\u7684\u5173\u7cfb\u63d0\u53d6\u3002\u6b64\u5916\uff0cGRPO \u4f7f\u6a21\u578b\u80fd\u591f\u751f\u6210\u591a\u4e2a\u5019\u9009\u89e3\u51b3\u65b9\u6848\u5e76\u4ece\u6b63\u9762\u548c\u8d1f\u9762\u793a\u4f8b\u4e2d\u5b66\u4e60\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5f3a\u5927\u7684\u6587\u672c\u5230\u56fe\u5f62\u63d0\u53d6\u3002<\/p>\n
    \u4e0b\u9762\u4f60\u53ef\u4ee5\u770b\u5230\u4e0d\u540c\u5956\u52b1\u968f\u65f6\u95f4\u7684\u53d8\u5316\uff0c\u53ef\u4ee5\u770b\u5230 F1 \u5956\u52b1\u4e0d\u65ad\u589e\u957f\uff0c\u800c JSON \u5956\u52b1\u7531\u4e8e\u76d1\u7763\u9884\u8bad\u7ec3\u800c\u8fc5\u901f\u9971\u548c\u3002<\/p>\n
    \u8be5\u6a21\u578b\u80fd\u591f\u5728\u77ed\u6682\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u540e\u63d0\u9ad8\u5176\u6027\u80fd\uff0c\u5e76\u4e14\u901a\u8fc7\u66f4\u591a\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6b65\u9aa4\uff0c\u5176\u6027\u80fd\u53ef\u80fd\u4f1a\u66f4\u597d\u3002<\/p>\n
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    \n","protected":false},"excerpt":{"rendered":"
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