{"id":2077,"date":"2025-07-16T08:39:53","date_gmt":"2025-07-16T00:39:53","guid":{"rendered":"https:\/\/www.zhaozhao123.cn\/gongju\/?p=2077"},"modified":"2025-07-16T08:40:08","modified_gmt":"2025-07-16T00:40:08","slug":"%e5%a6%82%e4%bd%95%e8%ae%ad%e7%bb%83%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%a8%a1%e5%9e%8b%ef%bc%9f%e6%af%94%e5%a6%82deepseek%e6%bb%a1%e8%a1%80%e7%89%88","status":"publish","type":"post","link":"https:\/\/www.zhaozhao123.cn\/gongju\/post\/2077.html","title":{"rendered":"\u5982\u4f55\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff1f\u6bd4\u5982deepseek\u6ee1\u8840\u7248"},"content":{"rendered":"\n<p>\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff08\u7279\u522b\u662f\u50cf DeepSeek-R1 \u8fd9\u6837\u7684\u8d85\u5927\u89c4\u6a21\u6a21\u578b\uff09\u662f\u4e00\u9879\u7cfb\u7edf\u5de5\u7a0b\uff0c\u6d89\u53ca\u6570\u636e\u3001\u7b97\u6cd5\u3001\u7b97\u529b\u4e0e\u4f18\u5316\u7b56\u7565\u7684\u7efc\u5408\u5e94\u7528\u3002\u4ee5\u4e0b\u662f\u8bad\u7ec3\u901a\u7528 AI \u6a21\u578b\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u5e76\u7279\u522b\u9488\u5bf9 <strong>DeepSeek-R1\uff08\u6ee1\u8840\u7248\uff0c671B \u53c2\u6570\uff09\u7684\u5fae\u8c03\u65b9\u6cd5<\/strong>\u8fdb\u884c\u8be6\u7ec6\u8bf4\u660e\uff0c\u6db5\u76d6\u4ece\u57fa\u7840\u51c6\u5907\u5230\u9ad8\u7ea7\u4f18\u5316\u7684\u5168\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u901a\u7528 AI \u6a21\u578b\u8bad\u7ec3\u5168\u6d41\u7a0b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u6570\u636e\u51c6\u5907\uff1a\u6a21\u578b\u8bad\u7ec3\u7684\u57fa\u77f3<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6536\u96c6<\/strong>\uff1a\u9700\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\uff0c\u5982\u6587\u672c\u3001\u4ee3\u7801\u6216\u591a\u6a21\u6001\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u53bb\u9664\u566a\u58f0\u3001\u91cd\u590d\u9879\u3001\u65e0\u6548\u5185\u5bb9\uff0c\u63d0\u5347\u6570\u636e\u8d28\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6807\u6ce8<\/strong>\uff1a\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u9700\u7cbe\u786e\u6807\u6ce8\uff08\u5982\u5206\u7c7b\u6807\u7b7e\u3001\u76ee\u6807\u6846\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u589e\u5f3a<\/strong>\uff1a\u901a\u8fc7\u65cb\u8f6c\u3001\u88c1\u526a\u3001\u540c\u4e49\u8bcd\u66ff\u6362\u7b49\u6280\u672f\u6269\u5145\u6570\u636e\u96c6\uff0c\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u6a21\u578b\u67b6\u6784\u4e0e\u73af\u5883\u642d\u5efa<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67b6\u6784\u9009\u62e9<\/strong>\uff1a<\/li>\n\n\n\n<li>NLP \u4efb\u52a1\uff1aTransformer\uff08\u5982 GPT\u3001BERT \u67b6\u6784\uff09<\/li>\n\n\n\n<li>CV \u4efb\u52a1\uff1aCNN \u6216 Vision Transformer\uff08ViT\uff09\u3002<\/li>\n\n\n\n<li><strong>\u786c\u4ef6\u914d\u7f6e<\/strong>\uff1a<\/li>\n\n\n\n<li>GPU\uff08NVIDIA A100\/H100\uff09\u6216 TPU\/\u534e\u4e3a\u6607\u817e NPU\uff0c\u663e\u5b58\u5efa\u8bae \u2265 80GB\u3002<\/li>\n\n\n\n<li><strong>\u5206\u5e03\u5f0f\u8bad\u7ec3<\/strong>\uff1a<\/li>\n\n\n\n<li>\u4f7f\u7528\u6570\u636e\u5e76\u884c\uff08Data Parallelism\uff09\u6216\u6a21\u578b\u5e76\u884c\uff08Model Parallelism\uff09\u52a0\u901f\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>\u8bad\u7ec3\u7b56\u7565\u4e0e\u4f18\u5316<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u635f\u5931\u51fd\u6570\u8bbe\u8ba1<\/strong>\uff1a\u5206\u7c7b\u4efb\u52a1\u7528\u4ea4\u53c9\u71b5\uff0c\u56de\u5f52\u4efb\u52a1\u7528\u5747\u65b9\u8bef\u5dee\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u5668\u9009\u62e9<\/strong>\uff1aAdamW\u3001SGD\uff0c\u914d\u5408\u52a8\u6001\u5b66\u4e60\u7387\u8c03\u5ea6\uff08\u5982\u4f59\u5f26\u9000\u706b\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6b63\u5219\u5316\u6280\u672f<\/strong>\uff1aDropout\u3001L2 \u6b63\u5219\u5316\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528 FP16\/BF16 \u51cf\u5c11\u663e\u5b58\u5360\u7528\uff0c\u63d0\u5347\u901f\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong>\u6a21\u578b\u8bc4\u4f30\u4e0e\u90e8\u7f72<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a\u51c6\u786e\u7387\u3001F1\u3001BLEU\u3001ROUGE \u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u538b\u7f29<\/strong>\uff1a\u526a\u679d\u3001\u91cf\u5316\uff08FP16\u2192INT8\uff09\u51cf\u5c11\u63a8\u7406\u6210\u672c\u3002<\/li>\n\n\n\n<li><strong>\u90e8\u7f72\u65b9\u5f0f<\/strong>\uff1a\u4e91\u670d\u52a1\uff08AWS\/AliCloud\uff09\u6216\u672c\u5730 API \u5c01\u88c5\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001DeepSeek-R1 \u6ee1\u8840\u7248\uff08671B\uff09\u5fae\u8c03\u4e13\u9879\u6559\u7a0b<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u9488\u5bf9 DeepSeek-R1 \u8fd9\u7c7b\u8d85\u5927\u89c4\u6a21\u6a21\u578b\uff0c\u63a8\u8350\u4f7f\u7528 <strong>Colossal-AI \u5de5\u5177\u7bb1<\/strong>\u8fdb\u884c\u9ad8\u6548\u5fae\u8c03\uff0c\u652f\u6301 LoRA\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u4f4e\u6210\u672c\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">\u2705 \u65b9\u6cd5\u4e00\uff1a\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09 + LoRA\uff08\u964d\u4f4e 10 \u500d\u786c\u4ef6\u9700\u6c42\uff09<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u6570\u636e\u51c6\u5907<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u683c\u5f0f\uff1aJSONL \u6587\u4ef6\uff0c\u6bcf\u884c\u4e3a\u4e00\u4e2a\u5bf9\u8bdd\u5217\u8868\uff0c\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;\n  {\"role\": \"user\", \"content\": \"\u5982\u4f55\u5fae\u8c03\u5927\u6a21\u578b\uff1f\"},\n  {\"role\": \"assistant\", \"content\": \"\u53ef\u4f7f\u7528 LoRA \u6280\u672f...\"}\n]<\/code><\/pre>\n\n\n\n<p>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u96c6\u793a\u4f8b\uff1a<a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9naXRodWIuY29tL2hwY2FpdGVjaC9Db2xvc3NhbEFJL2Jsb2IvbWFpbi9hcHBsaWNhdGlvbnMvQ29sb3NzYWxDaGF0L2V4YW1wbGVzL3RyYWluaW5nX3NjcmlwdHMvbG9yYV9zZnRfZGF0YS5qc29ubA==\" rel=\"noopener noreferrer nofollow\">ColossalAI \u5b98\u65b9\u793a\u4f8b<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u6a21\u578b\u6743\u91cd\u8f6c\u6362<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u5df2\u6709 FP8 \u6743\u91cd\uff0c\u9700\u8f6c\u6362\u4e3a BF16 \u683c\u5f0f\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>python fp8_cast_bf16.py --input deepseek-r1-fp8 --output deepseek-r1-bf16<\/code><\/pre>\n\n\n\n<p><br>\uff08\u811a\u672c\u5730\u5740\uff1a<a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9naXRodWIuY29tL2RlZXBzZWVrLWFpL0RlZXBTZWVrLVYzL2Jsb2IvbWFpbi9pbmZlcmVuY2UvZnA4X2Nhc3RfYmYxNi5weQ==\" rel=\"noopener noreferrer nofollow\">GPU\u7248<\/a>\uff5c<a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9naXRlZS5jb20vYXNjZW5kL01vZGVsWm9vLVB5VG9yY2gvYmxvYi9tYXN0ZXIvTWluZElFL0xMTS9EZWVwU2Vlay9EZWVwU2Vlay1WMi9OUFVfaW5mZXJlbmNlL2ZwOF9jYXN0X2JmMTYucHk=\" rel=\"noopener noreferrer nofollow\">\u6607\u817eNPU\u7248<\/a>)<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u542f\u52a8 LoRA \u5fae\u8c03<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Colossal-AI \u4e00\u952e\u811a\u672c\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>colossalai run --nproc_per_node 8 lora_finetune.py \n  --pretrained .\/deepseek-r1-bf16 \n  --dataset .\/dataset.jsonl \n  --plugin moe \n  --lr 2e-5 --batch_size 24 \n  --lora_rank 8 --lora_alpha 16 \n  --save_dir .\/DeepSeek-R1-lora<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u786c\u4ef6\u9700\u6c42<\/strong>\uff1a\u6700\u4f4e 24\u00d7H100\uff08\u6216 32\u00d7\u6607\u817e 910B\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u2705 \u65b9\u6cd5\u4e8c\uff1a\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\uff08\u5982 PPO \/ DPO \/ GRPO\uff09<\/h4>\n\n\n\n<p>\u9002\u7528\u4e8e\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\u6216\u63d0\u5347\u63a8\u7406\u80fd\u529b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1<\/strong>\uff08\u4ee5 GRPO \u4e3a\u4f8b\uff09\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u683c\u5f0f\u6b63\u786e + \u7ed3\u679c\u9519\u8bef \u2192 \u5956\u52b1 = 1<\/li>\n\n\n\n<li>\u683c\u5f0f\u4e0e\u7ed3\u679c\u5747\u6b63\u786e \u2192 \u5956\u52b1 = 10\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u542f\u52a8\u547d\u4ee4<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>bash train_grpo.sh --model Qwen2.5-3B-Base \n                   --reward_template path\/to\/reward.json<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u8bad\u7ec3\u7b56\u7565\u5bf9\u6bd4\u4e0e\u9009\u578b\u5efa\u8bae<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7b56\u7565<\/strong><\/th><th>\u786c\u4ef6\u9700\u6c42<\/th><th>\u9002\u7528\u573a\u666f<\/th><th>\u4f18\u52bf<\/th><\/tr><\/thead><tbody><tr><td><strong>\u5168\u53c2\u6570\u5fae\u8c03<\/strong><\/td><td>\u5343\u5361\u7ea7\u96c6\u7fa4\uff08\u5982 512 H100\uff09<\/td><td>\u9ad8\u9884\u7b97\u3001\u8ffd\u6c42\u6781\u81f4\u6027\u80fd<\/td><td>\u6a21\u578b\u80fd\u529b\u5168\u9762\u66f4\u65b0<\/td><\/tr><tr><td><strong>LoRA<\/strong><\/td><td>24\u201332 \u5361<\/td><td>\u4f4e\u6210\u672c\u5feb\u901f\u9002\u914d<\/td><td>\u53c2\u6570\u6548\u7387\u9ad8\uff0c\u6613\u90e8\u7f72<\/td><\/tr><tr><td><strong>RLHF\/GRPO<\/strong><\/td><td>16\u201364 \u5361 + \u5956\u52b1\u6a21\u578b<\/td><td>\u5bf9\u9f50\u4eba\u7c7b\u4ef7\u503c\u89c2<\/td><td>\u8f93\u51fa\u66f4\u5b89\u5168\u3001\u7b26\u5408\u504f\u597d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1 <strong>\u63a8\u8350\u5165\u95e8\u8def\u7ebf<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f7f\u7528 LoRA \u5fae\u8c03 DeepSeek-R1\uff08\u9700 20\u201350 \u5f20\u5361\uff09\uff1b<\/li>\n\n\n\n<li>\u7ed3\u5408\u4e1a\u52a1\u6570\u636e\u8bbe\u8ba1\u5bf9\u8bdd\u6570\u636e\u96c6\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7 TensorBoard \u76d1\u63a7 loss \u4e0b\u964d\u66f2\u7ebf\u3002<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u907f\u5751\u6307\u5357<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Q\uff1a\u663e\u5b58\u4e0d\u8db3\u600e\u4e48\u529e\uff1f<\/strong><br>\u2192 \u542f\u7528 ZeRO-Offload\uff08<code>--zero_cpu_offload<\/code>\uff09\uff0c\u5c06\u4f18\u5316\u5668\u72b6\u6001\u5378\u8f7d\u5230 CPU\u3002<\/li>\n\n\n\n<li><strong>Q\uff1a\u8fc7\u62df\u5408\u5982\u4f55\u89e3\u51b3\uff1f<\/strong><br>\u2192 \u589e\u52a0 Dropout \u7387\u3001\u65e9\u505c\uff08Early Stopping\uff09\u6216\u6269\u5145\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>Q\uff1a\u80fd\u5426\u5728\u6d88\u8d39\u7ea7\u663e\u5361\u4e0a\u5fae\u8c03\uff1f<\/strong><br>\u2192 \u53ef\u5c1d\u8bd5 DeepSeek \u84b8\u998f\u5c0f\u6a21\u578b\uff08\u5982 DeepSeek-Coder 1.3B\uff09+ LoRA\uff0c24GB \u663e\u5b58\u5373\u53ef\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u5b66\u4e60\u8d44\u6e90<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9naXRodWIuY29tL2hwY2FpdGVjaC9Db2xvc3NhbEFJ\" rel=\"noopener noreferrer nofollow\">Colossal-AI GitHub<\/a>\uff1a\u5f00\u6e90\u5de5\u5177\u5e93\uff08\u652f\u6301 DeepSeek \u5168\u7cfb\u5fae\u8c03\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9odWdnaW5nZmFjZS5jby9kb2NzL3BlZnQ=\" rel=\"noopener noreferrer nofollow\">Hugging Face PEFT \u6587\u6863<\/a>\uff1aLoRA \u5b9e\u73b0\u6559\u7a0b<\/li>\n\n\n\n<li><a href=\"https:\/\/www.zhaozhao123.cn\/skin\/go?url=aHR0cHM6Ly9naXRodWIuY29tL2RlZXBzZWVrLWFpL0RlZXBTZWVrLVYz\" rel=\"noopener noreferrer nofollow\">DeepSeek-V3 \u5b98\u65b9\u4ed3\u5e93<\/a>\uff1a\u6743\u91cd\u4e0e\u8f6c\u6362\u811a\u672c<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u8bad\u7ec3\u5927\u6a21\u578b\u65e2\u662f\u6280\u672f\u6d3b\uff0c\u4e5f\u662f\u8d44\u6e90\u6218\u3002<strong>\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u5fae\u8c03<\/strong>\uff0c\u624d\u662f\u9ad8\u6027\u4ef7\u6bd4\u7684\u843d\u5730\u4e4b\u9053\u3002\u82e5\u4f60\u624b\u4e2d\u5df2\u6709\u9886\u57df\u6570\u636e\uff0c\u4e0d\u59a8\u4ece\u4e00\u6761 JSONL \u548c 24 \u5f20 GPU \u8d77\u6b65\uff0c\u6253\u9020\u5c5e\u4e8e\u4f60\u7684\u79c1\u6709\u5927\u6a21\u578b 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