{"id":39688,"date":"2025-03-27T21:02:21","date_gmt":"2025-03-27T13:02:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=39688"},"modified":"2025-03-27T21:02:21","modified_gmt":"2025-03-27T13:02:21","slug":"grpo%e5%9c%a8%e3%80%8a%e6%97%b6%e7%a9%ba%e8%b0%9c%e9%a2%98%e3%80%8b%e4%b8%ad%e5%87%bb%e8%b4%a5o1%e3%80%81o3-mini%e5%92%8cr1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39688","title":{"rendered":"GRPO\u5728\u300a\u65f6\u7a7a\u8c1c\u9898\u300b\u4e2d\u51fb\u8d25o1\u3001o3-mini\u548cR1"},"content":{"rendered":"<p>\u8fd1\u65e5\uff0c\u6d77\u5916\u5927\u6a21\u578b\u4ea7\u54c1\u5e73\u53f0 OpenPipe \u4e0a\u53d1\u5e03\u4e86\u4e00\u9879\u7814\u7a76\uff0c\u9610\u8ff0\u5176\u5982\u4f55\u901a\u8fc7 GRPO \u5728\u91cd\u5ea6\u63a8\u7406\u6e38\u620f\u300a\u65f6\u7a7a\u8c1c\u9898\u300b\u4e2d\u8d85\u8d8aR1\u3001o1\u3001o3-mini \u7b49\u6a21\u578b\u3002\u7814\u7a76\u4f5c\u8005\u5206\u522b\u4e3a\u6765\u81ea Ender Research \u7684\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u5458 Brad Hilton \u548c OpenPipe \u7684\u521b\u59cb\u4eba Kyle Corbitt\u3002<\/p>\n<p>\u4ed6\u4eec\u7684\u7814\u7a76\u8868\u793a\uff0c\u4ed6\u4eec\u4e0d\u4ec5\u5c06\u6a21\u578b\u4e0e Sonnet 3.7 \u7684\u5dee\u8ddd\u7f29\u5c0f\u81f3\u4e2a\u4f4d\u767e\u5206\u6bd4\uff0c\u540c\u65f6\u5b9e\u73b0\u8d85\u8fc7100\u500d\u7684\u63a8\u7406\u6210\u672c\u4f18\u5316\u3002<\/p>\n<p>\u62a5\u544a\u4e2d\u8fd8\u5206\u4eab\u4e86\u4efb\u52a1\u8bbe\u8ba1\u4e0e\u8d85\u53c2\u6570\u8c03\u6574\u7684\u7ecf\u9a8c\uff0c\u5e76\u516c\u5f00\u4e86\u57fa\u4e8etorchtune\u6846\u67b6\u6784\u5efa\u7684\u5b8c\u6574\u8bad\u7ec3\u65b9\u6848\u3002<\/p>\n<p style=\"text-align:center\" class=\"heading-3 ace-line 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\u3002<\/p>\n<p>\u4e8c\u3001\u57fa\u51c6\u6d4b\u8bd5\u6846\u67b6<\/p>\n<p>\u4e3a\u4e86\u5f00\u5c55\u6211\u4eec\u7684\u5b9e\u9a8c\uff0c\u6211\u4eec\u9996\u5148\u5fc5\u987b\u786e\u5b9a\u4e00\u4e2a\u5177\u6709\u660e\u786e\u53ef\u9a8c\u8bc1\u7b54\u6848\u4e14\u5177\u6709\u6311\u6218\u6027\u7684\u63a8\u7406\u4efb\u52a1\u3002\u78b0\u5de7\u5176\u4e2d\u4e00\u4f4d\u4f5c\u8005\u4e4b\u524d\u521b\u5efa\u4e86\u4e00\u4e2a\u5b8c\u5168\u7b26\u5408\u8981\u6c42\u7684\u8c1c\u9898\u96c6\u2014\u2014\u201c\u65f6\u7a7a\u8c1c\u9898\u201d\uff08Temporal Clue\uff09\u3002\u9664\u4e86\u6ee1\u8db3\u4e8b\u5b9e\u771f\u76f8\u6e05\u6670\u8fd9\u4e00\u6807\u51c6\u5916\uff0c\u8fd8\u53ef\u4ee5\u6309\u7167\u9700\u8981\u521b\u5efa\u65b0\u8c1c\u9898\u3002<\/p>\n<p>\u201c\u65f6\u7a7a\u8c1c\u9898\u201d\u7075\u611f\u6e90\u81ea\u70ed\u95e8\u684c\u6e38 Clue\uff08Cluedo\uff09\uff0c\u5728\u8be5\u6e38\u620f\u4e2d\uff0c\u73a9\u5bb6\u4eec\u7ade\u76f8\u63ed\u5f00\u7a76\u7adf\u662f\u8c01\u5728Boddy\u5148\u751f\u7684\u8c6a\u5b85\u4e2d\u8c0b\u6740\u4e86\u4ed6\u3002\u201c\u65f6\u7a7a\u8c1c\u9898\u201d\u5c06\u8fd9\u6b3e\u6e38\u620f\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u5355\u4eba\u903b\u8f91\u8c1c\u9898\uff0c\u5b83\u4e0d\u4ec5\u6db5\u76d6\u6807\u51c6\u8981\u7d20 \u2014\u2014 \u51f6\u624b\u662f\u8c01\u3001\u7528\u4ec0\u4e48\u51f6\u5668\u3001\u5728\u54ea\u4f5c\u6848\uff0c\u8fd8\u589e\u6dfb\u4e86\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u4f5c\u6848\u65f6\u95f4\u548c\u4f5c\u6848\u52a8\u673a\u3002\u8c1c\u9898\u662f\u968f\u673a\u751f\u6210\u7684\uff0c\u6e38\u620f\u4f7f\u7528\u4e86 OR &#8211; Tools \u7684 CP &#8211; SAT \u6c42\u89e3\u5668\u8fdb\u884c\u7ebf\u7d22\u6311\u9009\u3002<\/p>\n<p>\u5728\u67d0\u4e2a\u9634\u51b7\u7684\u51ac\u591c\uff0c\u795e\u79d8\u5bcc\u8c6aJohn Q. Boddy\u5148\u751f\u4e3a\u4ed6\u7684\u5bc6\u53cb\u4e3e\u529e\u4e86\u4e00\u573a\u5c0f\u578b\u7684\u5962\u534e\u665a\u5bb4\u3002\u7136\u800c\uff0c\u8fd9\u573a\u665a\u5bb4\u4ee5\u60b2\u5267\u6536\u573a\uff0cBoddy\u5148\u751f\u4e8e\u6e05\u6668\u65f6\u5206\u88ab\u53d1\u73b0\u6b7b\u5728\u90fd\u94ce\u5e84\u56ed\u7684\u4e00\u4e2a\u623f\u95f4\u91cc\u3002\u4ee5\u4e0b\u662f\u88ab\u8ba4\u5b9a\u4e3a\u5acc\u7591\u4eba\u7684\u76f8\u5173\u5229\u76ca\u4eba\u5458\u2026\u2026<\/p>\n<p>\u4e3a\u4e86\u660e\u786e\u8fd9\u9879\u63a8\u7406\u4efb\u52a1\u7684\u6700\u4f73\u6c34\u5e73\uff0c\u6211\u4eec\u5bf9\u4e00\u4e9b\u706b\u7206\u7684\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5 \uff0c\u5305\u62ecDeepSeek R1\u3001OpenAI\u7684o1\u548co3 &#8211; mini\u4ee5\u53caAnthropic\u7684Claude Sonnet 3.7\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5bf914B\u548c32B\u7684Qwen\u6a21\u578b\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd9\u662f\u6211\u4eec\u6700\u7ec8\u7ed3\u679c\u7684\u9884\u89c8\uff1a<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-17d4ba2d8449e53d112e450b74d646b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-17d4ba2d8449e53d112e450b74d646b2.png\"><\/a><\/p>\n<p>\u5728\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0Claude Sonnet 3.7\u5728\u8bbe\u5b9a6.4\u4e07\u4e2atoken\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u6700\u4f73\uff0cDeepSeek R1\u7684\u8868\u73b0\u51e0\u4e4e\u4e0eOpenAI\u7684o1\u548co3 &#8211; mini\u4e0d\u76f8\u4e0a\u4e0b\u3002\u7136\u800c\uff0c\u672a\u7ecf\u8c03\u4f18\u7684Qwen 2.5 Instruct\u6a21\u578b\u5728\u76f8\u6bd4\u4e4b\u4e0b\u5c31\u7a0d\u663e\u900a\u8272\u4e86\u3002<\/p>\n<p>\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u662f\uff1a\u6211\u4eec\u80fd\u5426\u5c06\u8fd9\u4e9b\u8f83\u5c0f\u578b\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\u8bad\u7ec3\u5230\u524d\u6cbf\u6c34\u5e73\u7684\u8868\u73b0\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u53ea\u8981\u7528\u5bf9\u65b9\u6cd5\u3002<\/p>\n<p>\u4e09\u3001\u8bad\u7ec3<\/p>\n<p>\u4e3a\u4e86\u8bad\u7ec3\u51fa\u4e00\u4e2a\u5177\u6709\u524d\u6cbf\u6c34\u5e73\u7684\u63a8\u7406\u6a21\u578b\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u3002\u6211\u4eec\u9996\u5148\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u9488\u5bf9\u6bcf\u4e2a\u8c1c\u9898\u751f\u6210\u591a\u4e2a\u56de\u590d\uff0c\u4ee5\u6b64\u63a2\u7d22\u95ee\u9898\u7684\u5404\u79cd\u53ef\u80fd\u6027\uff0c\u4ece\u800c\u5f15\u5bfc\u5b83\u4eec\u5b66\u4e60\u3002\u5bf9\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u7684\u63a8\u7406\u8fc7\u7a0b\u7ed9\u4e88\u6b63\u5411\u5f3a\u5316\uff0c\u800c\u5bf9\u8bef\u5bfc\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u5219\u8fdb\u884c\u60e9\u7f5a\u3002<\/p>\n<p>\u5728\u4f17\u591a\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u4e2d\uff0c\u6211\u4eec\u9009\u7528\u4e86DeepSeek\u6a21\u578b\u7684GRPO\u7b97\u6cd5\u3002\u4e0ePPO\u7b49\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0cGRPO\u4e0d\u4ec5\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u7b80\u5316\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p>\u4ece\u5b8f\u89c2\u5c42\u9762\u6765\u770b\uff0c\u6211\u4eec\u7684\u8bad\u7ec3\u9075\u5faa\u4ee5\u4e0b\u51e0\u4e2a\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n<p>\u9488\u5bf9\u8c1c\u9898\u4efb\u52a1\u751f\u6210\u6a21\u578b\u56de\u590d<\/p>\n<p>\u5bf9\u56de\u590d\u8fdb\u884c\u8bc4\u5206\uff0c\u5e76\u4e3a\u6bcf\u7ec4\u804a\u5929\u56de\u590d\u4f30\u7b97\u4f18\u52bf\u503c<\/p>\n<p>\u5229\u7528\u8fd9\u4e9b\u4f18\u52bf\u503c\u4f30\u7b97\u7ed3\u679c\u5f15\u5bfc\u7684\u88c1\u526a\u7b56\u7565\u68af\u5ea6\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03<\/p>\n<p>\u7528\u65b0\u7684\u8c1c\u9898\u548c\u6a21\u578b\u7684\u6700\u65b0\u7248\u672c\u91cd\u590d\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u76f4\u81f3\u8fbe\u5230\u6700\u4f73\u6027\u80fd<\/p>\n<p>\u5728\u751f\u6210\u56de\u590d\u73af\u8282\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u70ed\u95e8\u7684vLLM\u63a8\u7406\u5f15\u64ce\uff0c\u5e76\u5bf9\u53c2\u6570\u9009\u62e9\u8fdb\u884c\u4e86\u8c03\u4f18\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5411vLLM\u53d1\u9001\u8fc7\u591a\u8bf7\u6c42\u4f1a\u5bfc\u81f4\u6b63\u5728\u5904\u7406\u7684\u8bf7\u6c42\u88ab\u62a2\u5360\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e00\u4e2a\u4fe1\u53f7\u91cf\u6765\u9650\u5236\u8bf7\u6c42\u6570\u91cf\uff0c\u8be5\u4fe1\u53f7\u91cf\u7ecf\u8fc7\u8c03\u4f18\uff0c\u80fd\u591f\u5728\u5c3d\u91cf\u51cf\u5c11\u6362\u51fa\u7684\u540c\u65f6\u4fdd\u6301\u8f83\u9ad8\u7684\u952e\u503c\u7f13\u5b58\u5229\u7528\u7387\u3002<\/p>\n<p>\u91c7\u6837\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u4f7f\u7528 HuggingFace Transformers AutoTokenizer \u5bf9\u56de\u590d\u8fdb\u884c\u5904\u7406\u3002\u5b83\u7684\u804a\u5929\u6a21\u677f\u529f\u80fd\u53ef\u5c06\u6d88\u606f\u5bf9\u8c61\u6e32\u67d3\u4e3a\u63d0\u793a\u5b57\u7b26\u4e32\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u4e2a\u52a9\u624b\u63a9\u7801\uff0c\u7528\u4e8e\u786e\u5b9a\u54ea\u4e9b\u6807\u8bb0\u662f\u7531\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u3002\u6211\u4eec\u53d1\u73b0\u8fd9\u4e9b\u6a21\u578b\u5728\u5176\u9ed8\u8ba4\u6a21\u677f\u4e2d\u7f3a\u5c11\u5fc5\u8981\u7684 \u201c\u751f\u6210\u201d 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Offloading\uff09<\/p>\n<p>\u91cf\u5316\uff08Quantization\uff09<\/p>\n<p>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\uff0c\u4f8b\u5982LoRA<\/p>\n<p>\u6b64\u5916\uff0cTorchtune\u652f\u6301\u591a\u8bbe\u5907\u548c\u591a\u8282\u70b9\u8bad\u7ec3\uff0c\u8fd8\u53ef\u4ee5\u7ed3\u5408\u5168\u5206\u7247\u6570\u636e\u5e76\u884c\uff08FSDP\uff09\u548c\u5f20\u91cf\u5e76\u884c\uff08TP\uff09\u8bad\u7ec3\u3002\u4ed6\u4eec\u63d0\u4f9b\u4e86\u5341\u591a\u4e2a\u8bad\u7ec3\u914d\u65b9\uff0c\u9f13\u52b1\u7528\u6237\u590d\u5236\u5e76\u6839\u636e\u81ea\u5df1\u7684\u7528\u4f8b\u8fdb\u884c\u5b9a\u5236\u3002\u4ed6\u4eec\u5b8c\u6574\u5fae\u8c03\u914d\u65b9\u7684\u4fee\u6539\u7248\u652f\u6301\u4ee5\u4e0b\u529f\u80fd\uff1a<\/p>\n<p>\u591a\u8bbe\u5907\u548c\u5355\u8bbe\u5907\u8bad\u7ec3<\/p>\n<p>\u53c2\u8003\u6a21\u578b\u52a0\u8f7d\u548c\u6743\u91cd\u4ea4\u6362\u4ee5\u8ba1\u7b97KL\u6563\u5ea6<\/p>\n<p>\u4f7f\u7528\u7ec4\u548c\u7236ID\u8fdb\u884c\u9ad8\u7ea7\u56e0\u679c\u63a9\u7801\u8ba1\u7b97<\/p>\n<p>GRPO\u635f\u5931\u96c6\u6210\u548c\u7ec4\u4ef6\u65e5\u5fd7\u8bb0\u5f55<\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u6d89\u53ca\u8d85\u53c2\u6570\u7684\u9009\u62e9\u3002\u5728\u8bad\u7ec3\u6a21\u578b\u671f\u95f4\uff0c\u6211\u4eec\u5bf9\u5404\u79cd\u914d\u7f6e\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u6700\u7ec8\u786e\u5b9a\u4e86\u4ee5\u4e0b\u53c2\u6570\uff1a<\/p>\n<p>\u6a21\u578b\uff1aQwen 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