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\"\" <\/p>\n

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\u4f4d\u7f6e\u7f16\u7801\u7684\u9009\u62e9\u662f\u4e00\u4e2a\u6280\u672f\u6f14\u8fdb\u7684\u6545\u4e8b\u3002\u6807\u51c6\u7684RoPE\u5728\u77ed\u5e8f\u5217\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u5728\u957f\u5e8f\u5217\u5916\u63a8\u65f6\u4f1a\u51fa\u73b0\u6027\u80fd\u5d29\u584c\u3002\u56e2\u961f\u6d4b\u8bd5\u4e86\u591a\u79cd\u6539\u8fdb\u65b9\u6848\uff0c\u5305\u62ecLinear RoPE\u3001YaRN\u548cNoPE\uff0c\u6700\u7ec8\u9009\u62e9\u4e86\u6df7\u5408\u7b56\u7565\u3002\u8fd9\u79cd\u7b56\u7565\u5728\u5e95\u5c42\u4f7f\u7528RoPE\u4fdd\u6301\u77ed\u5e8f\u5217\u6027\u80fd\uff0c\u5728\u9ad8\u5c42\u4f7f\u7528NoPE\u589e\u5f3a\u5916\u63a8\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u4e24\u5168\u5176\u7f8e\u7684\u6548\u679c\u3002<\/p>\n

\"\" <\/p>\n

\u6570\u636e\u7ba1\u7406 \u2013 \u6a21\u578b\u80fd\u529b\u7684\u51b3\u5b9a\u6027\u56e0\u7d20<\/h2>\n

\u6570\u636e\u914d\u65b9\u7684\u79d1\u5b66\u539f\u7406\u4e0e\u5b9e\u8df5<\/strong><\/p>\n

\u591a\u9636\u6bb5\u8bad\u7ec3\u7684\u7406\u8bba\u57fa\u7840\u6765\u81ea\u4e8e\u5bf9\u5b66\u4e60\u52a8\u529b\u5b66\u7684\u6df1\u5165\u7406\u89e3\u3002\u5728\u8bad\u7ec3\u65e9\u671f\uff0c\u6a21\u578b\u9700\u8981\u591a\u6837\u5316\u7684\u6570\u636e\u6765\u5efa\u7acb\u901a\u7528\u7684\u8bed\u8a00\u7406\u89e3\u57fa\u7840\uff1b\u5728\u8bad\u7ec3\u540e\u671f\uff0c\u5f53\u6a21\u578b\u5df2\u7ecf\u638c\u63e1\u4e86\u57fa\u7840\u80fd\u529b\u65f6\uff0c\u9ad8\u8d28\u91cf\u7684\u4e13\u4e1a\u6570\u636e\u80fd\u5e2e\u52a9\u5b83\u7a81\u7834\u80fd\u529b\u74f6\u9888\u3002<\/p>\n

\u6570\u636e\u8d28\u91cf\u7684\u63a7\u5236\u5efa\u7acb\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u6d41\u6c34\u7ebf\u3002\u53bb\u91cd\u7b97\u6cd5\u5305\u62ec\u7cbe\u786e\u5339\u914d\u548c\u8bed\u4e49\u76f8\u4f3c\u5ea6\u68c0\u6d4b\uff0c\u4f7f\u7528MinHash\u548cSimHash\u7b49\u6280\u672f\u8bc6\u522b\u548c\u79fb\u9664\u8bed\u4e49\u91cd\u590d\u7684\u5185\u5bb9\u3002\u8d28\u91cf\u8fc7\u6ee4\u91c7\u7528\u591a\u7ea7\u8fc7\u6ee4\u7b56\u7565\uff0c\u4ece\u57fa\u7840\u7684\u5b57\u7b26\u7ea7\u8fc7\u6ee4\u5230\u590d\u6742\u7684\u8bed\u4e49\u8d28\u91cf\u8bc4\u4f30\uff0c\u6bcf\u4e00\u7ea7\u90fd\u6709\u660e\u786e\u7684\u91cf\u5316\u6807\u51c6\u3002<\/p>\n

\u6570\u636e\u5b9e\u9a8c\u7684\u65b9\u6cd5\u8bba\u521b\u65b0<\/strong><\/p>\n

\u4ece\u96f6\u6d88\u878d\u5b9e\u9a8c\u7684\u8bbe\u8ba1\u4f53\u73b0\u4e86\u5de5\u7a0b\u667a\u6167\u3002\u56e2\u961f\u53d1\u73b0\uff0c\u5bf9\u4e8e\u6570\u636e\u914d\u65b9\u5b9e\u9a8c\uff0c\u4f7f\u7528\u76ee\u6807\u89c4\u6a21\u7684\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u81f3\u5173\u91cd\u8981\u3002\u56e0\u4e3a\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\u5bf9\u6570\u636e\u5206\u5e03\u7684\u654f\u611f\u5ea6\u4e0d\u540c\uff0c\u5c0f\u6a21\u578b\u4e0a\u6709\u6548\u7684\u914d\u65b9\u5728\u5927\u6a21\u578b\u4e0a\u53ef\u80fd\u5b8c\u5168\u65e0\u6548\u3002\u6bcf\u4e2a\u6570\u636e\u5b9e\u9a8c\u90fd\u5728\u7edf\u4e00\u7684\u8bc4\u4f30\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u786e\u4fdd\u7ed3\u679c\u7684\u53ef\u6bd4\u6027\u3002<\/p>\n

\u9000\u706b\u5b9e\u9a8c\u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\u65f6\u673a\u9009\u62e9\u7684\u65b9\u6cd5\u8bba\u3002\u901a\u8fc7\u76d1\u63a7\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u4e0a\u7684\u8868\u73b0\u53d8\u5316\uff0c\u56e2\u961f\u80fd\u51c6\u786e\u5224\u65ad\u5f15\u5165\u65b0\u6570\u636e\u7684\u6700\u4f73\u65f6\u673a\u3002\u4f8b\u5982\uff0c\u5f53\u53d1\u73b0\u6a21\u578b\u7684\u6570\u5b66\u80fd\u529b\u589e\u957f\u8fdb\u5165\u5e73\u53f0\u671f\u65f6\uff0c\u5c31\u662f\u5f15\u5165\u9ad8\u8d28\u91cf\u6570\u5b66\u6570\u636e\u7684\u4fe1\u53f7\u3002<\/p>\n

\"\" <\/p>\n

\u8bad\u7ec3\u9a6c\u62c9\u677e \u2013 \u957f\u5468\u671f\u6267\u884c\u7684\u7cfb\u7edf\u5de5\u7a0b<\/h2>\n

\u8bad\u7ec3\u524d\u51c6\u5907\u7684\u519b\u4e8b\u7ea7\u6807\u51c6<\/strong><\/p>\n

\u57fa\u7840\u8bbe\u65bd\u9a8c\u8bc1\u5efa\u7acb\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u68c0\u67e5\u6e05\u5355\u3002\u6bcf\u4e2aGPU\u90fd\u8981\u7ecf\u8fc772\u5c0f\u65f6\u7684\u538b\u529b\u6d4b\u8bd5\uff0c\u786e\u4fdd\u5728\u957f\u65f6\u95f4\u9ad8\u8d1f\u8f7d\u4e0b\u4e0d\u51fa\u73b0\u6027\u80fd\u4e0b\u964d\u3002\u7f51\u7edc\u6027\u80fd\u6d4b\u8bd5\u8981\u6d4b\u91cf\u5e26\u5bbd\uff0c\u66f4\u8981\u6d4b\u8bd5\u591a\u5bf9\u591a\u901a\u4fe1\u6a21\u5f0f\u4e0b\u7684\u5b9e\u9645\u6027\u80fd\uff0c\u8fd9\u662f\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u4e3b\u8981\u901a\u4fe1\u6a21\u5f0f\u3002<\/p>\n

\u76d1\u63a7\u4f53\u7cfb\u7684\u6784\u5efa\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\u3002\u5e95\u5c42\u662f\u786c\u4ef6\u76d1\u63a7\uff0c\u5b9e\u65f6\u8ddf\u8e2a\u6bcf\u4e2aGPU\u7684\u6e29\u5ea6\u3001\u529f\u8017\u3001\u5185\u5b58\u4f7f\u7528\u7387\uff1b\u4e2d\u95f4\u5c42\u662f\u7cfb\u7edf\u76d1\u63a7\uff0c\u5173\u6ce8\u8bad\u7ec3\u541e\u5410\u91cf\u3001\u6570\u636e\u52a0\u8f7d\u901f\u5ea6\uff1b\u9876\u5c42\u662f\u7b97\u6cd5\u76d1\u63a7\uff0c\u8ddf\u8e2a\u635f\u5931\u66f2\u7ebf\u3001\u8bc4\u4f30\u6307\u6807\u53d8\u5316\u3002\u4e09\u4e2a\u5c42\u6b21\u7684\u76d1\u63a7\u6570\u636e\u901a\u8fc7\u7edf\u4e00\u7684\u770b\u677f\u8fdb\u884c\u5c55\u793a\uff0c\u652f\u6301\u5173\u8054\u5206\u6790\u3002<\/p>\n

\u8bad\u7ec3\u4e2d\u7684\u95ee\u9898\u5e94\u5bf9\u4f53\u7cfb<\/strong><\/p>\n

\u541e\u5410\u7387\u4e0b\u964d\u7684\u8bca\u65ad\u5efa\u7acb\u4e86\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u6392\u67e5\u6d41\u7a0b\u3002\u4ece\u6700\u57fa\u7840\u7684\u6570\u636e\u52a0\u8f7d\u901f\u5ea6\u68c0\u67e5\uff0c\u5230\u4e2d\u95f4\u7684\u7f51\u7edc\u901a\u4fe1\u72b6\u6001\u5206\u6790\uff0c\u518d\u5230\u590d\u6742\u7684\u8ba1\u7b97kernel\u6027\u80fd\u5206\u6790\uff0c\u6bcf\u4e00\u7ea7\u90fd\u6709\u76f8\u5e94\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u3002\u56e2\u961f\u5efa\u7acb\u4e86\u4e00\u4e2a\u5e38\u89c1\u95ee\u9898\u77e5\u8bc6\u5e93\uff0c\u6536\u5f55\u4e86\u5386\u53f2\u4e0a\u9047\u5230\u7684\u5404\u79cd\u5f02\u5e38\u6a21\u5f0f\u53ca\u5176\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u635f\u5931\u5f02\u5e38\u7684\u5206\u6790\u66f4\u662f\u9700\u8981\u6df1\u539a\u7684\u7ecf\u9a8c\u3002\u6307\u5357\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u635f\u5931\u5f02\u5e38\u6a21\u5f0f\uff1a\u7a81\u7136\u7684\u5c16\u5cf0\u901a\u5e38\u8868\u793a\u6570\u636e\u95ee\u9898\uff0c\u7f13\u6162\u7684\u4e0a\u5347\u53ef\u80fd\u610f\u5473\u7740\u5b66\u4e60\u7387\u8fc7\u5927\uff0c\u5e73\u53f0\u7684\u505c\u6ede\u5219\u6697\u793a\u9700\u8981\u8c03\u6574\u8bad\u7ec3\u7b56\u7565\u3002\u5bf9\u4e8e\u6bcf\u79cd\u6a21\u5f0f\uff0c\u90fd\u63d0\u4f9b\u4e86\u76f8\u5e94\u7684\u8bca\u65ad\u548c\u4fee\u590d\u65b9\u6848\u3002<\/p>\n

\"\" <\/p>\n

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\u540e\u8bad\u7ec3\u51b3\u7b56\u7684\u91cf\u5316\u6846\u67b6\uff1a<\/strong><\/p>\n

\u9700\u6c42\u5206\u6790\u4e0d\u518d\u4f9d\u8d56\u4e8e\u4e3b\u89c2\u5224\u65ad\uff0c\u662f\u5efa\u7acb\u4e00\u5957\u5b8c\u6574\u7684\u91cf\u5316\u8bc4\u4f30\u4f53\u7cfb\u3002\u901a\u8fc7\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u6d4b\u8bd5\u57fa\u5ea7\u6a21\u578b\u7684\u8868\u73b0\uff0c\u7cbe\u786e\u8ba1\u7b97\u6bcf\u4e2a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u786e\u5b9a\u540e\u8bad\u7ec3\u7684\u4f18\u5148\u7ea7\u548c\u8d44\u6e90\u5206\u914d\u3002<\/p>\n

\u6210\u672c\u6548\u76ca\u5206\u6790\u6a21\u578b\u8003\u8651\u4e86\u591a\u4e2a\u7ef4\u5ea6\uff1a\u76f4\u63a5\u7684\u8ba1\u7b97\u6210\u672c\u3001\u65f6\u95f4\u6210\u672c\u3001\u673a\u4f1a\u6210\u672c\uff0c\u53ca\u9884\u671f\u7684\u6027\u80fd\u63d0\u5347\u548c\u4e1a\u52a1\u4ef7\u503c\u3002\u8fd9\u4e2a\u6a21\u578b\u5e2e\u52a9\u56e2\u961f\u5728\u591a\u4e2a\u540e\u8bad\u7ec3\u65b9\u6848\u4e2d\u505a\u51fa\u6700\u4f18\u9009\u62e9\u3002<\/p>\n

\u6280\u672f\u5b9e\u65bd\u7684\u5de5\u7a0b\u6700\u4f73\u5b9e\u8df5\uff1a<\/strong><\/p>\n

SFT\u9636\u6bb5\u7684\u6570\u636e\u914d\u65b9\u8bbe\u8ba1\u662f\u7cbe\u7ec6\u7684\u5e73\u8861\u8fc7\u7a0b\u3002\u6307\u4ee4\u6570\u636e\u9700\u8981\u8986\u76d6\u591a\u6837\u5316\u7684\u4efb\u52a1\u7c7b\u578b\uff0c\u53c8\u8981\u907f\u514d\u67d0\u4e9b\u7c7b\u578b\u7684\u4efb\u52a1\u8fc7\u5ea6\u4ee3\u8868\u3002\u56e2\u961f\u91c7\u7528\u57fa\u4e8e\u4efb\u52a1\u7684\u5206\u5c42\u91c7\u6837\u7b56\u7565\uff0c\u786e\u4fdd\u6bcf\u4e2a\u4efb\u52a1\u7c7b\u522b\u90fd\u80fd\u5f97\u5230\u9002\u5f53\u7684\u8bad\u7ec3\u3002<\/p>\n

\u504f\u597d\u5b66\u4e60\u9636\u6bb5\u7684\u6280\u672f\u9009\u578b\u57fa\u4e8e\u5927\u91cf\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u3002DPO\u5728\u7b80\u5355\u4efb\u52a1\u4e0a\u8868\u73b0\u7a33\u5b9a\uff0c\u5728\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u4e0a\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u5956\u52b1\u8bbe\u8ba1\u3002\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u5957\u5956\u52b1\u6a21\u578b\u8bc4\u4f30\u4f53\u7cfb\uff0c\u80fd\u51c6\u786e\u9884\u6d4b\u5956\u52b1\u6a21\u578b\u5728\u504f\u597d\u5b66\u4e60\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n

\"\" <\/p>\n

\u57fa\u7840\u8bbe\u65bd \u2013 \u89c4\u6a21\u8bad\u7ec3\u7684\u5de5\u7a0b\u57fa\u77f3<\/h2>\n

\u786c\u4ef6\u4f53\u7cfb\u7684\u6df1\u5ea6\u4f18\u5316\u5b9e\u8df5\uff1a<\/strong><\/p>\n

GPU\u96c6\u7fa4\u7684\u67b6\u6784\u8bbe\u8ba1\u8003\u8651\u4e86\u8bad\u7ec3\u4efb\u52a1\u7684\u7279\u6b8a\u9700\u6c42\u3002\u9664\u8ba1\u7b97\u578bGPU\uff0c\u8fd8\u914d\u7f6e\u4e86\u4e13\u95e8\u8d1f\u8d23\u6570\u636e\u9884\u5904\u7406\u548ccheckpoint\u4fdd\u5b58\u7684\u8282\u70b9\u3002\u7f51\u7edc\u62d3\u6251\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u8ba1\u7b97\u8282\u70b9\u95f4\u4f7f\u7528\u9ad8\u5e26\u5bbd\u7684InfiniBand\uff0c\u7ba1\u7406\u8282\u70b9\u4f7f\u7528\u4f20\u7edf\u7684\u4ee5\u592a\u7f51\u3002<\/p>\n

\u5b58\u50a8\u67b6\u6784\u7684\u8bbe\u8ba1\u66f4\u662f\u7ecf\u9a8c\u7684\u7ed3\u6676\u3002\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u91c7\u7528\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u8bfb\u53d6\uff1bCheckpoint\u7684\u4fdd\u5b58\u4f7f\u7528\u9ad8\u6027\u80fd\u5bf9\u8c61\u5b58\u50a8\uff0c\u786e\u4fdd\u5728\u8bad\u7ec3\u4e2d\u65ad\u65f6\u80fd\u591f\u5feb\u901f\u6062\u590d\uff1b\u65e5\u5fd7\u548c\u76d1\u63a7\u6570\u636e\u4f7f\u7528\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u652f\u6301\u590d\u6742\u7684\u5206\u6790\u67e5\u8be2\u3002<\/p>\n

\u6027\u80fd\u76d1\u63a7\u7684\u667a\u80fd\u7cfb\u7edf\uff1a<\/strong><\/p>\n

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SmolLM3\u5b9e\u6218\u6848\u4f8b\u7684\u6df1\u5ea6\u5256\u6790\uff1a<\/strong><\/p>\n

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\"\" <\/p>\n

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\n

\u539f\u6587\u5730\u5740<\/strong>\uff1ahttps:\/\/huggingface.co\/spaces\/HuggingFaceTB\/smol-training-playbook<\/p>\n<\/blockquote>","protected":false},"excerpt":{"rendered":"

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