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\u6838\u2f3c\u91c7\u2f64\u57fa\u4e8eFuture\u6a21\u5f0f\u7684\u5f02\u6b65API\uff0c\u6240\u6709\u8bad\u7ec3\u64cd\u4f5c\u2f40\u6301\u2fae\u963b\u585e\u8c03\u2f64\uff0c\u2f64\u2f3e\u2f46\u9700\u7b49\u5f85GPU\u8ba1\u7b97\u5b8c\u6210\u5373\u53ef\u7ee7\u7eed\u6267\u2f8f\u540e\u7eed\u903b\u8f91\u3002<\/p>\n

\u6f5e\u6668\u4e91\u5fae\u8c03SDK\u8fd8\u5177\u5907\u667a\u80fd\u961f\u5217\u7cfb\u7edf\uff0c\u5373\u4f7f\u5728\u8d44\u6e90\u6d2a\u5cf0\u671f\uff0c\u4efb\u52a1\u4e5f\u4f1a\u81ea\u52a8\u8fdb\u5165\u6301\u4e45\u5316\u961f\u5217\uff08Persistence Queue\uff09\uff0c\u4e00\u65e6\u5e95\u5c42\u8d44\u6e90\u53ef\u7528\uff0c\u6beb\u79d2\u7ea7\u542f\u52a8\uff0c\u961f\u5217\u7b49\u5f85\u671f\u95f40\u8ba1\u8d39\uff0c\u4ec5\u5bf9\u5b9e\u9645prefill+sample+train\u7684Token\u91cf\u6536\u8d39\uff0c\u65e0\u8d44\u6e90\u95f2\u7f6e\uff0c\u5c06\u7528\u6237\u6bcf\u4e00\u5206\u94b1\u90fd\u7528\u5728\u4ea7\u751f\u68af\u5ea6\u7684\u5200\u5203\u4e0a\u3002<\/p>\n

\u5982\u679c\u8bf4\u201c\u6613\u7528\u6027\u201d\u662f\u540e\u8bad\u7ec3\u5e73\u53f0\u7684\u5165\u573a\u5238\uff0c\u90a3\u4e48\u201c\u6210\u672c\u7ed3\u6784\u201d\u5219\u662f\u51b3\u5b9a\u8c01\u80fd\u8d70\u5f97\u66f4\u8fdc\u7684\u62a4\u57ce\u6cb3\u3002<\/p>\n

\u5728\u4f20\u7edf\u4e91\u4e3b\u673a\u7684\u201c\u5305\u673a\/\u65f6\u79df\u201d\u6a21\u5f0f\u4e2d\uff0c\u7528\u6237\u4e00\u76f4\u5728\u4e3a\u201c\u8fc7\u7a0b\u201d\u4e70\u5355\u2014\u2014<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u65e0\u8bba\u662f\u5728\u52a0\u8f7d\u6570\u636e\u3001\u8c03\u8bd5\u4ee3\u7801\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5728\u601d\u8003Loss\u51fd\u6570\uff0c\u53ea\u8981\u5360\u7528\u4e86\u663e\u5361\uff0c\u8ba1\u8d39\u8868\u5c31\u5728\u8df3\u52a8\u3002<\/p>\n

\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0c\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6709\u4e00\u534a\u4ee5\u4e0a\u7684\u9884\u7b97\u90fd\u6d6a\u8d39\u5728\u4e86\u8fd9\u4e9b\u6ca1\u6709\u5b9e\u9645\u4ea7\u51fa\u7684\u201c\u5783\u573e\u65f6\u95f4\u201d\u91cc\u3002<\/p>\n

\u6f5e\u6668\u4e91\u4e3a\u5fae\u8c03\u5927\u6a21\u578b\u573a\u666f\u5f15\u5165\u4e86Serverless\u67b6\u6784\uff0c\u63a8\u884c\u201c\u6309Token\u8ba1\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u5fae\u8c03\u573a\u666f\u7684\u7b97\u529b\u670d\u52a1\u5207\u5206\u5230\u4e86\u6700\u7ec6\u7684\u9897\u7c92\u5ea6\uff1a<\/p>\n

\u8fd9\u79cd\u65b0\u6a21\u5f0f\uff0c\u4e5f\u5c06\u5f7b\u5e95\u6539\u53d8\u4e0d\u540c\u9886\u57df\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n

1\u3001\u79d1\u7814\u573a\u666f\uff1a\u544a\u522b\u8d44\u6e90\u7126\u8651<\/p>\n

\u5b66\u672f\u754c\uff0c\u65f6\u95f4\u4e0e\u7b97\u529b\u5f80\u5f80\u662f\u6700\u7d27\u7f3a\u7684\u8d44\u6e90\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u4e0d\u4ec5\u8981\u9762\u5bf9\u7e41\u7410\u7684\u96c6\u7fa4\u8fd0\u7ef4\uff08Slurm\/Docker\u914d\u7f6e\uff09\uff0c\u8fd8\u8981\u5e94\u5bf9\u6602\u8d35\u7684\u5b9e\u9a8c\u590d\u73b0\u6210\u672c\u3002<\/p>\n

\u6f5e\u6668\u4e91\u5fae\u8c03SDK\u652f\u6301\u201c\u767d\u76d2\u7ea7\u201d\u7684\u79d1\u7814\u63a2\u7d22\uff0c\u5168\u9762\u517c\u5bb9Tinker API\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u81ea\u5b9a\u4e49Evaluation\u903b\u8f91\u3001\u901a\u8fc7Forward\/Backward\uff0cSample\u7b49\u539f\u8bed\u7cbe\u786e\u63a7\u5236\u540e\u8bad\u7ec3\u548c\u5f3a\u5316\u5b66\u4e60Pipeline\uff0c\u800c\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u7684\u5206\u5e03\u5f0f\u5b9e\u73b0\uff0c\u8ba9\u5b9e\u9a8c\u590d\u73b0\u6210\u672c\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n

2\u3001\u521b\u4e1a\u4e0e\u72ec\u7acb\u5f00\u53d1\uff1a\u6781\u901f\u9a8c\u8bc1MVP<\/p>\n

\u5bf9\u4e8e\u521d\u521b\u56e2\u961f\uff0c\u201c\u5feb\u201d\u662f\u751f\u5b58\u6839\u672c\u3002<\/p>\n

\u5229\u7528\u6f5e\u6668\u4e91\u5fae\u8c03SDK\u7684Serverless\u7279\u6027\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u7b49\u5f85\u8d44\u6e90\u6392\u671f\u3002\u914d\u5408\u6781\u4f4e\u7684Token\u6210\u672c\uff0c\u5b9e\u6d4b\u4ecepip install\u5230\u8dd1\u901a\u4e00\u4e2a\u5305\u542b1000\u6761\u6837\u672c\u7684SFT\u6216RL\u5fae\u8c03\u5b9e\u9a8c\uff0c\u4ec5\u9700\u6570\u5206\u949f\u3002<\/p>\n

\u8fd9\u79cd\u6781\u81f4\u7684\u8fb9\u9645\u6210\u672c\uff0c\u8ba9\u521b\u4e1a\u8005\u6562\u4e8e\u5728\u6709\u9650\u9884\u7b97\u4e0b\u5feb\u901f\u8fed\u4ee3Reward\u6a21\u578b\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u4f4e\u6210\u672c\u8bd5\u9519\u201d\u3002<\/p>\n

3\u3001\u5de5\u4e1a\u7ea7\u843d\u5730\uff1a\u590d\u6742\u67b6\u6784\u7a81\u56f4<\/p>\n

\u800c\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u5782\u76f4\u9886\u57df\u7684\u5de5\u4e1a\u5e94\u7528\u4e2d\uff0c\u5df2\u6709\u5fae\u8c03API\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u7684\u5f02\u6784\u67b6\u6784\u4e0eRLHF\/RLAIF\u9700\u6c42\u3002<\/p>\n

\u6f5e\u6668\u4e91\u5fae\u8c03SDK\u5141\u8bb8\u5de5\u7a0b\u5e08\u901a\u8fc7train_step\u81ea\u7531\u5b9a\u4e49Loss\u903b\u8f91\u4e0e\u5f3a\u5316\u5b66\u4e60\u5956\u52b1\u51fd\u6570\u3002\u5f00\u53d1\u8005\u62e5\u6709\u5bf9\u6a21\u578b\u6743\u91cd\u4e0e\u8bad\u7ec3\u7ec6\u8282\u7684\u5b8c\u6574\u63a7\u5236\u6743\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u5b9a\u5236\u3002<\/p>\n

\u6ca1\u6709\u590d\u6742\u7684\u96c6\u7fa4\u914d\u7f6e\uff0c\u6ca1\u6709\u5197\u957f\u7684Docker\u6784\u5efa\u3002<\/p>\n

\u4f7f\u7528\u6f5e\u6668\u4e91\u5fae\u8c03SDK\uff0c\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b\u5c31\u50cf\u5199\u666e\u901aPython\u811a\u672c\u4e00\u6837\u7b80\u5355\uff1a<\/p>\n

1\u3001Install & Import:<\/p>\n

2\u3001Initialize Client: \u76ee\u524d\u5df2\u652f\u6301Qwen3\u7cfb\u5217 (4B \u2013 32B) \uff0c\u66f4\u591a\u6a21\u578b\u5373\u5c06\u4e0a\u7ebf<\/p>\n

3\u3001Define Training Loop & Run\uff1a\u50cf\u5728\u672c\u5730\u5199PyTorch\u4e00\u6837\uff0c\u62e5\u6709\u5bf9\u8bad\u7ec3\u5faa\u73af\u7684\u5b8c\u6574\u63a7\u5236\u6743\uff1a<\/p>\n

\u2f6c\u524d\uff0c\u5fae\u8c03SDK\u5df2\u8986\u76d6Qwen3\u7cfb\u5217\u6a21\u578b\uff084B\u30018B\u300114B\u300132B\uff09\uff0c\u652f\u6301\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u5f0f\uff0c\u5e76\u5c06\u6301\u7eed\u6269\u5c55\u66f4\u591a\u6a21\u578b\u80fd\u2f12\u4e0e\u7ec6\u5206\u843d\u5730\u573a\u666f\uff0c\u2f24\u5bb6\u4e5f\u53ef\u4ee5\u5411\u5b98\u2f45\u63d0\u4ea4\u9700\u6c42push\u66f4\u65b0\u3002<\/p>\n

\u5e73\u53f0\u8fd8\u51c6\u5907\u4e86\u5f00\u7bb1\u5373\u7528\u7684HPC-AI Cookbook\uff0c\u63d0\u4f9b\u5305\u62ecDeepSeek-R1 GRPO\u7b97\u6cd5\u3001\u57fa\u4e8eVerifier\u7684\u6570\u5b66\u63a8\u7406\u3001\u81ea\u5b9a\u4e49Reward\u51fd\u6570\u7b49\u590d\u6742RL\u573a\u666f\u7684\u5b8c\u6574\u4ee3\u7801\u5b9e\u73b0\u3002<\/p>\n

\u5f00\u53d1\u8005\u65e0\u9700\u4ece\u96f6\u6784\u5efa\u590d\u6742\u7684PPO\/GRPO\u6d41\u6c34\u7ebf\uff0c\u53ea\u9700\u590d\u5236Cookbook\u4e2d\u7684\u201c\u914d\u65b9\u201d\uff0c\u8fd0\u884c\u8f7b\u91cf\u7ea7\u672c\u5730train.py\u811a\u672c\uff0c\u5373\u53ef\u9a71\u52a8\u4e91\u7aef\u590d\u6742\u7684\u5206\u5e03\u5f0fRL\u8bad\u7ec3\u6d41\uff0c\u5728\u6f5e\u6668\u4e91\u4e0a\u590d\u73b0\u5177\u5907\u590d\u6742\u903b\u8f91\u63a8\u7406\u80fd\u529b\u7684SOTA\u6a21\u578b\u3002<\/p>\n

\u540e\u8bad\u7ec3\u6b63\u4ece\u5b66\u672f\u652f\u7ebf\u5347\u7ea7\u4e3a\u5de5\u7a0b\u4e3b\u7ebf\uff0cAI\u57fa\u7840\u8bbe\u65bd\u7684\u7ec8\u6781\u5f62\u6001\u5e94\u8be5\u662f\u201c\u96f6\u8ba4\u77e5\u8d1f\u8377\u201d\u2014\u2014<\/p>\n

\u5f00\u53d1\u8005\u53ea\u9700\u63cf\u8ff0\u6570\u636e\u4e0e\u7b97\u6cd5\uff0c\u5176\u4f59\uff08\u79df\u5361\u3001\u914d\u73af\u5883\u3001\u5e76\u884c\u7b56\u7565\u3001\u8fd0\u7ef4\u8c03\u5ea6\u3001\u6545\u969c\u81ea\u6108\uff0c\u4e43\u81f3RL\u6d89\u53ca\u7684\u4e00\u7cfb\u5217\u5de5\u7a0b\u5316\u7684\u5de5\u4f5c\uff09\u5168\u90e8\u4e0b\u6c89\u5230\u7528\u6237\u65e0\u611f\u3002<\/p>\n

\u5f53GPU\u95f2\u7f6e\u6210\u672c\u8d8b\u8fd1\u4e8e0\uff0c\u73af\u5883\u914d\u7f6e\u65f6\u95f4\u8d8b\u8fd1\u4e8e0\uff0c\u957f\u5e8f\u5217RLHF\u4e5f\u80fd\u6309Token\u5373\u65f6\u8ba1\u8d39\uff0c\u5e94\u7528\u521b\u65b0\u6548\u7387\u76f4\u63a5\u903c\u8fd1\u7b97\u529b\u4e0a\u9650\u3002<\/p>\n

\u6f5e\u6668\u4e91\u5fae\u8c03SDK\u4eca\u65e5\u8d77\u5168\u91cf\u5f00\u653e\uff1a<\/p>\n

\u7acb\u5373\u4f53\u9a8c\uff1ahttps:\/\/cloud.luchentech.com\/fine-tuning\u4f7f\u7528\u6587\u6863\uff1ahttps:\/\/cloud.luchentech.com\/doc\/docs\/finetune-sdk\/<\/p>\n

Reference[1] Tinker SDK: https:\/\/github.com\/thinking-machines-lab\/tinker[2] DeepSeek-R1: https:\/\/arxiv.org\/pdf\/2501.12948<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u5927\u6a21\u578b\u4e0b\u534a\u573a\u7684\u6218\u706b\uff0c\u5df2\u7ecf\u4ece\u201c\u66b4\u529b\u9884\u8bad\u7ec3\u201d\u70e7\u5411\u4e86\u201c\u540e\u8bad\u7ec3\u201d\u6218\u573a\u3002<\/p>\n

\u65e0\u8bba\u662fOpenAI o1\u7684\u63a8\u7406\u7a81\u7834\uff0c\u8fd8\u662fDeepSeek-R1\u9760\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5b9e\u73b0\u7684\u6027\u80fd\u98de\u8dc3\uff0c\u90fd\u91ca\u653e\u4e86\u4e00\u4e2a\u660e\u786e\u4fe1\u53f7\uff1a<\/p>\n

\u51b3\u5b9a\u6a21\u578b\u5929\u82b1\u677f\u7684\uff0c\u4e0d\u518d\u53ea\u662f\u7b97\u529b\u5806\u780c\uff0c\u800c\u662f\u66f4\u7cbe\u51c6\u7684\u5fae\u8c03\u548cRL\u8fed\u4ee3\u3002<\/p>\n

\u4f46\u73b0\u5b9e\u5f88\u9aa8\u611f\u2014\u2014\u590d\u6742\u7684\u5206\u5e03\u5f0f\u57fa\u5efa\u3001\u9ad8\u6602\u7684\u663e\u5361\u79df\u91d1\u3001\u7e41\u7410\u7684\u67b6\u6784\u8c03\u4f18\uff0c\u50cf\u4e00\u9053\u9053\u9ad8\u5899\uff0c\u628a\u65e0\u6570\u7b97\u6cd5\u5de5\u7a0b\u5e08\u6321\u5728\u4e86\u201c\u70bc\u4e39\u623f\u201d\u5916\u3002<\/p>\n

\u73b0<\/p>\n","protected":false},"author":1,"featured_media":724,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[222,223,224,225,166],"class_list":["post-728","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-222","tag-223","tag-224","tag-225","tag-166"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/728","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=728"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/728\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/724"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=728"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=728"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}