{"id":38641,"date":"2025-02-20T04:00:52","date_gmt":"2025-02-19T20:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=38641"},"modified":"2025-02-20T04:00:52","modified_gmt":"2025-02-19T20:00:52","slug":"deepseek-v3r1%e6%bb%a1%e8%a1%80%e5%be%ae%e8%b0%83%e5%b7%a5%e5%85%b7%e4%b8%8a%e7%ba%bf%ef%bc%81%e4%b8%80%e9%94%ae%e5%90%af%e5%8a%a8%ef%bc%8c%e7%a1%ac%e4%bb%b6%e8%a6%81%e6%b1%82%e9%99%8d10%e5%80%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38641","title":{"rendered":"DeepSeek V3+R1\u6ee1\u8840\u5fae\u8c03\u5de5\u5177\u4e0a\u7ebf\uff01\u4e00\u952e\u542f\u52a8\uff0c\u786c\u4ef6\u8981\u6c42\u964d10\u500d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-19-7\" target=\"_blank\">DeepSeek V3+R1\u6ee1\u8840\u5fae\u8c03\u5de5\u5177\u4e0a\u7ebf\uff01\u4e00\u952e\u542f\u52a8\uff0c\u786c\u4ef6\u8981\u6c42\u964d10\u500d<\/a><\/p>\n<p>DeepSeek V3\/ R1 \u706b\u7206\u5168\u7f51\uff0c\u57fa\u4e8e\u539f\u59cb\u6a21\u578b\u7684\u89e3\u51b3\u65b9\u6848\u548c API \u670d\u52a1\u5df2\u968f\u5904\u53ef\u89c1\uff0c\u9677\u5165\u4f4e\u4ef7\u548c\u514d\u8d39\u5185\u5377\u3002<\/p>\n<p>\u5982\u4f55\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u4e0a\uff0c\u901a\u8fc7\u540e\u8bad\u7ec3\uff08post-training\uff09\u7ed3\u5408\u4e13\u4e1a\u9886\u57df\u6570\u636e\uff0c\u4f4e\u6210\u672c\u6253\u9020\u9ad8\u8d28\u91cf\u79c1\u6709\u6a21\u578b\uff0c\u63d0\u5347\u4e1a\u52a1\u7ade\u4e89\u529b\u4e0e\u4ef7\u503c\uff1f<\/p>\n<p>\u5df2\u6536\u83b7\u8fd1 <strong>4 \u4e07 GitHub Star<\/strong> \u7684 Colossal-AI\uff0c\u53d1\u5e03<strong>\u5f00\u6e90\u5927\u6a21\u578b\u540e\u8bad\u7ec3\u5de5\u5177\u7bb1<\/strong>\uff0c\u5305\u542b\uff1a<\/p>\n<ul>\n<li>\n<p>DeepSeek V3\/ R1 \u6ee1\u8840 671B LoRA \u4f4e\u6210\u672c SFT \u5fae\u8c03\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6574\u7684\u5f3a\u5316\u5b66\u4e60\u5de5\u5177\u94fe PPO\uff0cGRPO\uff0cDPO\uff0cSimPO \u7b49\uff1b<\/p>\n<\/li>\n<li>\n<p>\u65e0\u7f1d\u9002\u914d DeepSeek \u7cfb\u5217\u84b8\u998f\u6a21\u578b\u5728\u5185\u7684 HuggingFace \u5f00\u6e90\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u517c\u5bb9\u652f\u6301\u82f1\u4f1f\u8fbe GPU\u3001\u534e\u4e3a\u6607\u817e NPU \u7b49\u591a\u79cd\u786c\u4ef6\uff1b<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff0cgradient checkpoint \u7b49\u8bad\u7ec3\u52a0\u901f\u964d\u4f4e\u6210\u672c\uff1b<\/p>\n<\/li>\n<li>\n<p>\u7075\u6d3b\u7684\u8bad\u7ec3\u914d\u7f6e\u63a5\u53e3\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5956\u52b1\u51fd\u6570\u3001\u635f\u5931\u51fd\u6570\u7b49\uff1b<\/p>\n<\/li>\n<li>\n<p>\u63d0\u4f9b\u7075\u6d3b\u7684\u5e76\u884c\u7b56\u7565\u914d\u7f6e\u63a5\u53e3\uff0c\u5305\u62ec\u6570\u636e\u5e76\u884c\u3001\u6a21\u578b\u5e76\u884c\u3001\u4e13\u5bb6\u5e76\u884c\u3001ZeRO \u548c Offload \u7b49\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u786c\u4ef6\u89c4\u6a21\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/hpcaitech\/ColossalAI<\/p>\n<p><strong>\u4f4e\u6210\u672c\u76d1\u7763\u5fae\u8c03\u6ee1\u8840\u7248 DeepSeek V3\/R1 671B<\/strong><\/p>\n<p>DeepSeek V3\/R1 \u6ee1\u8840\u7248\u53c2\u6570\u9ad8\u8fbe 6710 \u4ebf\uff0c\u5982\u4f55\u4f4e\u6210\u672c\u8fdb\u884c\u4f4e\u6210\u672c\u5fae\u8c03\u5462\uff1f\u4ec5\u9700\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff0c\u5373\u53ef\u5feb\u901f\u5b8c\u6210\u3002<\/p>\n<p><strong>\u6570\u636e\u96c6\u51c6\u5907<\/strong><\/p>\n<p>\u8be5\u811a\u672c\u63a5\u6536 JSONL \u683c\u5f0f\u7684\u6587\u4ef6\u4f5c\u4e3a\u8f93\u5165\u6570\u636e\u96c6\uff0c\u4f8b\u5982 https:\/\/github.com\/hpcaitech\/ColossalAI\/blob\/main\/applications\/ColossalChat\/examples\/training_scripts\/lora_sft_data.jsonl\u3002\u6570\u636e\u96c6\u7684\u6bcf\u4e00\u884c\u5e94\u4e3a\u4e00\u4e2a\u804a\u5929\u5bf9\u8bdd\u5217\u8868\u3002\u4f8b\u5982\uff1a<\/p>\n<blockquote>\n<section>[{&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;\u4f60\u597d\uff0c\u6700\u8fd1\u600e\u4e48\u6837\uff1f&#8221;}, {&#8220;role&#8221;: &#8220;assistant&#8221;, &#8220;content&#8221;: &#8220;\u6211\u5f88\u597d\u3002\u4eca\u5929\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f&#8221;}]<\/section>\n<\/blockquote>\n<section><\/section>\n<blockquote>\n<section>[{&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;\u706b\u70e7\u8d64\u58c1 \u66f9\u64cd\u4e3a\u4f55\u4e0d\u62e8\u6253 119 \u6c42\u6551\uff1f&#8221;}, {&#8220;role&#8221;: &#8220;assistant&#8221;, &#8220;content&#8221;: &#8220;\u56e0\u4e3a\u5728\u4e09\u56fd\u65f6\u671f\uff0c\u8fd8\u6ca1\u6709\u7535\u8bdd\u548c\u73b0\u4ee3\u7684\u6d88\u9632\u7cfb\u7edf\uff0c\u6240\u4ee5\u66f9\u64cd\u65e0\u6cd5\u62e8\u6253 119 \u6c42\u6551\u3002&#8221;}]<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u8be5\u6570\u636e\u683c\u5f0f\uff0c\u517c\u5bb9 Huggingface chat template\uff0c\u652f\u6301\u81ea\u5b9a\u4e49 system prompt\uff0c\u56e0\u6b64\u53ef\u7075\u6d3b\u6309\u9700\u914d\u7f6e\u3002<\/section>\n<p><strong>\u6a21\u578b\u6743\u91cd\u51c6\u5907<\/strong><\/p>\n<p>\u4e3a\u4fdd\u8bc1\u66f4\u597d\u7684\u5fae\u8c03\u6548\u679c\uff0c\u4f7f\u7528 BF16 \u6743\u91cd\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p>\u5982\u679c\u5df2\u4e0b\u8f7d\u4e86 FP8 \u7684 DeepSeek V3\/R1 \u6743\u91cd\uff0c\u53ef\u4ee5\u4f7f\u7528 DeepSeek \u5b98\u65b9\u811a\u672c https:\/\/github.com\/deepseek-ai\/DeepSeek-V3\/blob\/main\/inference\/fp8_cast_bf16.py \u901a\u8fc7 GPU \u5c06\u6743\u91cd\u8f6c\u6362\u4e3a BF16\u3002<\/p>\n<p>\u5bf9\u4e8e\u4f7f\u7528\u56fd\u4ea7\u534e\u4e3a\u6607\u817e\u7b97\u529b\uff0c\u53ef\u4ee5\u4e0b\u8f7d https:\/\/gitee.com\/ascend\/ModelZoo-PyTorch\/blob\/master\/MindIE\/LLM\/DeepSeek\/DeepSeek-V2\/NPU_inference\/fp8_cast_bf16.py \u811a\u672c\u8f6c\u6362\u6743\u91cd\u3002<\/p>\n<p><strong>\u4f7f\u7528\u65b9\u6cd5<\/strong><\/p>\n<p>\u5728\u51c6\u5907\u597d\u6570\u636e\u96c6\u548c\u6a21\u578b\u6743\u91cd\u540e\uff0c\u53ef\u4f7f\u7528 Colossal-AI \u63d0\u4f9b\u7684\u4e00\u952e\u542f\u52a8\u811a\u672c https:\/\/github.com\/hpcaitech\/ColossalAI\/blob\/main\/applications\/ColossalChat\/examples\/training_scripts\/lora_finetune.py<\/p>\n<p>\u8be5\u811a\u672c\u4e0e\u5e38\u89c1 SFT \u811a\u672c\u7c7b\u4f3c\uff0c\u4e14\u5b8c\u5168\u517c\u5bb9 HuggingFace PEFT\uff0c\u542f\u52a8\u547d\u4ee4\uff1a<\/p>\n<blockquote>\n<p>colossalai run &#8211;hostfile path-to-host-file &#8211;nprocpernode 8 lorafinetune.py &#8211;pretrained path-to-DeepSeek-R1-bf16 &#8211;dataset path-to-dataset.jsonl &#8211;plugin moe &#8211;lr 2e-5 &#8211;maxlength 256 -g &#8211;ep 8 &#8211;pp 3 &#8211;batchsize 24 &#8211;lorarank 8 &#8211;loraalpha 16 &#8211;numepochs 2 &#8211;warmupsteps 8 &#8211;tensorboarddir logs &#8211;save_dir DeepSeek-R1-bf16-lora<\/p>\n<\/blockquote>\n<p>\u6709\u5173\u6bcf\u4e2a\u53c2\u6570\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u53ef\u4ee5\u8fd0\u884c python lora_finetune.py &#8211;help \u67e5\u770b\u3002\u8be5\u811a\u672c\u53ef\u901a\u8fc7 tensorboard \u8bb0\u5f55\u5b66\u4e60\u7387\u3001loss\u3001grad norm \u4fe1\u606f\uff0c\u65b9\u4fbf\u5bf9\u8bad\u7ec3\u8fdb\u884c\u76d1\u63a7\u3002<\/p>\n<p><strong>\u4f7f\u7528 LoRA \u4f18\u5316\u786c\u4ef6\u8d44\u6e90\u6d88\u8017<\/strong><\/p>\n<p>\u901a\u8fc7\u4f7f\u7528 LoRA \u7b49\u4f18\u5316\uff0c\u793a\u4f8b\u547d\u4ee4\u5df2\u5c06 SFT DeepSeek V3\/R1 671B <strong>\u6700\u4f4e\u786c\u4ef6\u8981\u6c42\u964d\u4f4e\u8fd1 10 \u500d<\/strong>\uff0c\u53ef\u4f7f\u7528 32 \u4e2a Ascend 910B NPU 64GB\uff08\u4f7f\u7528 ep=8,pp=4\uff09\u6216 24 \u4e2a H100\/H800 GPU\uff08\u4f7f\u7528 ep=8,pp=3\uff09\u3002\u5982\u679c\u4f60\u901a\u8fc7 &#8211;zero_cpu_offload \u542f\u7528 CPU offload\uff0c\u786c\u4ef6\u8981\u6c42\u53ef\u4ee5\u8fdb\u4e00\u6b65\u964d\u4f4e\uff0c\u4f46\u4f1a\u635f\u5931\u4e00\u5b9a\u7684\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u9a8c\u8bc1\uff0c\u5728 SFT DeepSeek V3\/R1 671B \u65f6\uff0cLoss \u53ef\u4ee5\u987a\u5229\u964d\u4f4e\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-56f99559696a17db678d84495900a6e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-56f99559696a17db678d84495900a6e8.png\"><\/a><\/section>\n<p>\u5bf9\u4e8e\u8d44\u91d1\u5145\u88d5\u7684\u5f00\u53d1\u56e2\u961f\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4e0a\u8ff0\u811a\u672c\uff0c<strong>\u5c06\u5e76\u884c\u5ea6\u9ad8\u6548\u6269\u5c55\u81f3\u6570\u767e\u53ca\u6570\u5343\u5361<\/strong>\uff0c\u5feb\u901f\u5b8c\u6210 DeepSeek V3\/R1 671B \u5168\u53c2\u5fae\u8c03\u6216\u5e76\u884c\u52a0\u901f\u3002<\/p>\n<p>\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\uff0c\u53c8\u60f3\u501f\u52a9\u5f3a\u5316\u5b66\u4e60\u6784\u5efa\u81ea\u5df1\u7684\u7c7b DeepSeek R1 \u6a21\u578b\uff0c Colossal-AI \u4e5f\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5229\u7528\u5c0f\u6a21\u578b\u5bf9\u7b97\u6cd5\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002<\/p>\n<p><strong>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u84b8\u998f\u7248 DeepSeek<\/strong><\/p>\n<p>Colossal-AI \u56e2\u961f\u9a8c\u8bc1\u5e76\u5b9e\u73b0\u4e86 DeepSeek \u8bba\u6587\u4e2d\u7684 <strong>GRPO \u7b97\u6cd5\u53ca verifiable reward<\/strong>\uff0c\u4f7f\u7528 Qwen2.5-3B-Base \u6a21\u578b\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u5176\u4e2d\uff0c\u5956\u52b1\u7684\u8bbe\u8ba1\u5982\u4e0b\uff1a<\/p>\n<p>1. \u5956\u52b1 = 0\uff0c\u5982\u679c\u683c\u5f0f\u662f\u9519\u8bef\u7684\uff1b<\/p>\n<p>2. \u5956\u52b1 = 1\uff0c \u5982\u679c\u683c\u5f0f\u662f\u6b63\u786e\u7684\u4f46\u662f\u7ed3\u679c\u662f\u9519\u8bef\u7684\uff1b<\/p>\n<p>3. \u5956\u52b1 = 10\uff0c\u5982\u679c\u683c\u5f0f\u4e0e\u7ed3\u679c\u90fd\u662f\u6b63\u786e\u7684\u3002<\/p>\n<p>Colossal-AI \u56e2\u961f\u4ee5 Qwen2.5-3B-Base \u6a21\u578b\u4e3a\u4f8b\uff0c\u63d0\u4f9b\u4e86\u7528\u4e8e\u9a8c\u8bc1 GRPO \u7684\u5bf9\u8bdd\u6a21\u677f\u53ca\u8bbe\u5b9a\uff08https:\/\/github.com\/hpcaitech\/ColossalAI\/blob\/main\/applications\/ColossalChat\/conversation_template\/Qwen_Qwen2.5-3B.json\uff09\uff0c\u901a\u8fc7\u914d\u7f6e\u4ee5\u4e0b bash \u6587\u4ef6\uff0c\u5373\u53ef\u4e00\u952e\u542f\u52a8\uff1a<\/p>\n<p>https:\/\/github.com\/hpcaitech\/ColossalAI\/blob\/main\/applications\/ColossalChat\/examples\/training_scripts\/train_grpo.sh<\/p>\n<p>\u540c\u65f6\uff0c\u5728 GRPO \u7ae0\u8282\uff0cColossal-AI \u56e2\u961f\u8fd8\u63d0\u4f9b\u4e86\u9a8c\u8bc1\u8fc7\u7a0b\u4e2d\u7684\u90e8\u5206\u53d1\u73b0\u53ca\u5404\u79cd\u53c2\u6570\u7684\u8be6\u7ec6\u63cf\u8ff0\uff0c\u53ef\u4f9b\u53c2\u8003\u3002\u00a0<\/p>\n<p>\u4ee3\u7801\u4e2d\u8bbe\u8ba1\u4e86\u53ef\u7075\u6d3b\u914d\u7f6e\u5956\u52b1\u51fd\u6570\u7684\u6a21\u677f\uff0c\u56e0\u6b64\uff0c\u7528\u6237\u53ef\u6839\u636e\u81ea\u5df1\u7684\u5177\u4f53\u60c5\u51b5\u8bbe\u8ba1\u81ea\u5df1\u7684\u5956\u52b1\u51fd\u6570\u4f53\u7cfb\u3002<\/p>\n<p>\u7531\u4e0b\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u5373\u4f7f\u662f 3B \u7684\u6a21\u578b\uff0c<strong>\u5e73\u5747\u5956\u52b1\u4e0e\u6a21\u578b\u56de\u590d\u957f\u5ea6\u968f\u7740\u65f6\u95f4\u9010\u6b65\u589e\u957f<\/strong>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f52b1cd1e1194a843a4f7c2d4e11fb81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f52b1cd1e1194a843a4f7c2d4e11fb81.png\"><\/a><\/p>\n<p>\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u4e00\u4e9b\u6709\u610f\u601d\u7684\u4f8b\u5b50\u3002\u4f8b\u5982\u968f\u7740\u8bad\u7ec3\u8fed\u4ee3\uff0c\u6a21\u578b\u5f00\u59cb\u4e86<strong>\u81ea\u6211\u7ea0\u6b63<\/strong>\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d43e0f46ee003c3f873e21c69722d026.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d43e0f46ee003c3f873e21c69722d026.png\"><\/a><\/p>\n<p><strong>Colossal-AI\uff1a\u6700\u4f73\u540e\u8bad\u7ec3\u5de5\u5177\u7bb1<\/strong><\/p>\n<p>Colossal-AI \u5728\u6df1\u8015\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u964d\u672c\u589e\u6548\u7684\u57fa\u7840\u4e0a\uff0c\u81f4\u529b\u4e8e\u8fdb\u4e00\u6b65\u6210\u4e3a\u5f00\u53d1\u8005\u5f00\u7bb1\u5373\u7528\u7684\u6700\u4f73\u540e\u8bad\u7ec3\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\uff0c\u4f4e\u6210\u672c\u5feb\u901f\u6784\u5efa\u79c1\u6709\u6a21\u578b\u3002<\/p>\n<p>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/hpcaitech\/ColossalAI<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-19-7\" target=\"_blank\">DeepSeek 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