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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-475993723635d5daaf07956b5c934d90.png\"><\/a><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u65e0\u8bba\u00a0PPO\u00a0\u3001ReMax\u00a0\u8fd8\u662f\u00a0Safe-RLHF\u00a0\u7b97\u6cd5\uff0cHybridFlow\u00a0\u5728\u6240\u6709\u6a21\u578b\u89c4\u6a21\u4e0b\u5e73\u5747\u8bad\u7ec3\u541e\u5410\u91cf\u5747\u5927\u5e45\u9886\u5148\u4e8e\u5176\u4ed6\u6846\u67b6\uff0c\u63d0\u5347\u5e45\u5ea6\u5728\u00a01.5\u00a0\u500d\u81f3\u00a020\u00a0\u500d\u4e4b\u95f4\u3002\u968f\u7740\u00a0GPU\u00a0\u96c6\u7fa4\u89c4\u6a21\u6269\u5927\uff0cHybridFlow\u00a0\u541e\u5410\u91cf\u4e5f\u83b7\u5f97\u826f\u597d\u6269\u5c55\u3002\u8fd9\u5f97\u76ca\u4e8e\u5176\u7075\u6d3b\u7684\u6a21\u578b\u90e8\u7f72\uff0c\u5145\u5206\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u5b9e\u73b0\u9ad8\u6548\u5e76\u884c\u8ba1\u7b97\u3002\u540c\u65f6\uff0cHybridFlow\u00a0\u80fd\u591f\u652f\u6301\u591a\u79cd\u5206\u5e03\u5f0f\u5e76\u884c\u6846\u67b6\uff08Megatron-LM\u00a0\u3001FSDP\u00a0\u3001vLLM\u00a0\uff09\uff0c\u6ee1\u8db3\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\u7684\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<p>\u968f\u7740\u00a0o1\u00a0\u6a21\u578b\u8bde\u751f\uff0c\u5927\u6a21\u578b\u00a0Reasoning\u00a0\u80fd\u529b\u548c\u00a0RL\u00a0\u6108\u53d1\u53d7\u5230\u4e1a\u754c\u5173\u6ce8\u3002\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u8868\u793a\uff0c\u5c06\u7ee7\u7eed\u56f4\u7ed5\u76f8\u5173\u573a\u666f\u8fdb\u884c\u63a2\u7d22\u548c\u5b9e\u9a8c\u3002\u76ee\u524d\uff0cHybridFlow\u00a0\u7814\u7a76\u8bba\u6587\u5df2\u5165\u9009\u5b66\u672f\u9876\u4f1a\u00a0EuroSys 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