{"id":9558,"date":"2025-04-18T17:29:12","date_gmt":"2025-04-18T09:29:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/9558.html"},"modified":"2025-04-18T17:29:12","modified_gmt":"2025-04-18T09:29:12","slug":"llamafactory%e7%94%a8%e5%a4%9a%e5%8d%a14090%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%8c%e8%ae%ad%e7%bb%83qwen14b%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%97%b6%e6%8a%a5%e9%94%99gpu%e6%98%be%e5%ad%98%e4%b8%8d%e8%b6%b3oom","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/9558.html","title":{"rendered":"llamafactory\u7528\u591a\u53614090\u670d\u52a1\u5668\uff0c\u8bad\u7ec3qwen14B\u5927\u6a21\u578b\u65f6\u62a5\u9519GPU\u663e\u5b58\u4e0d\u8db3oom\uff08out of memory\uff09\uff0c\u5df2\u89e3\u51b3"},"content":{"rendered":"<p>(llamafactory\u7528\u591a\u5f204090\u5361\uff0c\u8bad\u7ec3qwen14B\u5927\u6a21\u578b\u65f6oom(out of memory)\u62a5\u9519\uff0ctorch.OutOfMemoryError:CUDA out of memory,Tried to allocate 136MB\uff0cGPU 5 has a total capacity of 23.64GB which 16.56MB is free\uff0c\u5df2\u89e3\u51b3)<\/p>\n<h2>1.\u95ee\u9898\u63cf\u8ff0<\/h2>\n<p>\u901a\u8fc7export CUDA_VISIBLE_DVICES=0,1,2,3,4,5,6,7\u6307\u5b9a\u4f7f\u75288\u5f20\u663e\u5361\uff0c\u8bad\u7ec3qwen2.5-7B\u5927\u6a21\u578b\u65f6\u6b63\u5e38\uff0c\u4f46\u8bad\u7ec3qwen2.5-14B\uff0cqwen2.5-32B\u6a21\u578b\u65f6\u62a5\u9519\uff0ctorch.OutOfMemoryError:CUDA out of memory,Tried to allocate 136MB\uff0cGPU 5 has a total capacity of 23.64GB which 16.56MB is free \u3002 \u5927\u6982\u610f\u601d\u5c31\u662f\u8bf4GPU\u663e\u5b58\u4e0d\u8db3\uff0c\u5f88\u660e\u663e\u4e0d\u7b26\u5408\u5b9e\u9645\uff0c\u6211\u76848\u5f204090\u5361\u603b\u663e\u5b58\u662f8*24GB\uff0c\u7406\u8bba\u4e0a14B\u7684\u5927\u6a21\u578b\u80af\u5b9a\u80fd\u8dd1\u8d77\u6765\u3002<\/p>\n<p>linux\u670d\u52a1\u5668\u73af\u5883\uff1a \u7cfb\u7edf\uff1aUbuntu22\uff1b \u786c\u4ef6\uff1a\u672c\u673a512G\u5185\u5b58\uff0c8\u5f204090\u663e\u5361\uff1b python\uff1a3.10\u7248\u672c\uff1b llamafactory\u7248\u672c\uff1a0.9.1.dev0\uff1b cuda\u7248\u672c\uff1a12.4\u7248\u672c\uff1b pytorch\u7248\u672c\uff1a2.4.0+cuda121(GPU)\uff1b \u5927\u6a21\u578b\uff1aqwen2.5\uff087B\uff0c14B\uff0c32B\uff0c72B\uff09Instruct\u7248\uff1b <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418092910-68021b666d696.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<h2>2.\u89e3\u51b3\u65b9\u6848<\/h2>\n<li>\u51cf\u5c0f\u5927\u6a21\u578b\u8bad\u7ec3\u53c2\u6570\uff1a \u67e5\u4e00\u4e9b\u5e16\u5b50\u8bf4\u662f\u5927\u6a21\u578b\u8bad\u7ec3\u53c2\u6570\u592a\u5927\uff0c\u5c1d\u8bd5\u51cf\u5c0f\u6570\u636e\u91cf\uff0c\u51cf\u5c0f\u6b65\u6570\uff0cfp16\u4f4d\u7cbe\u5ea6\u7b49\uff0c\u4f9d\u65e7\u4e0d\u884c\uff0c\u672a\u89e3\u51b3\uff0c\u8bf4\u660e\u4e0d\u662f\u6a21\u578b\u8bad\u7ec3\u53c2\u6570\u592a\u5927\uff1b<\/li>\n<li>\u591a\u4f59\u7684\u5185\u5b58\u5206\u914d\u7ed9CPU\uff1a \u4ece\u4e0a\u9762\u7684oom\u62a5\u9519\u539f\u56e0\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u7ed9GPU\u5206\u914d\u4e86136M\u5185\u5b58\uff0c\u4f46\u5b9e\u9645GPU\u53ea\u526916M\u4e86\uff0c\u5bfc\u81f4oom\u62a5\u9519\uff0c\u4f7f\u7528ZeRO-offload \u6280\u672f\u901a\u8fc7\u4e00\u7cfb\u5217\u7b56\u7565\uff0c\u5c06\u539f\u672c\u5728GPU\u4e0a\u5904\u7406\u7684\u4e00\u90e8\u5206\u6570\u636e\u548c\u4efb\u52a1\u8f6c\u79fb\u5230CPU\u4e0a\uff0c\u4ee5\u6b64\u6765\u964d\u4f4eGPU\u5185\u5b58\u7684\u5360\u7528\uff0c\u89e3\u51b3oom\u62a5\u9519\u95ee\u9898\u3002 **\u5177\u4f53\u89e3\u51b3\u65b9\u6848\uff1a**\u5728LLaMA-Factory\u76ee\u5f55\u4e0b\u65b0\u5efa\u4e00\u4e2arun_train_bash.sh\u65b0\u4ef6\uff0c\u5177\u4f53\u76ee\u5f55\u5982\u4e0b\u56fe\uff1a <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418092910-68021b66c0f19.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"> \u5728run_train_bash.sh\u6587\u4ef6\u4e2d\uff0c\u8bbe\u7f6e\u53c2\u6570\u5982\u4e0b\uff1a model_name_or_path\u548coutput_dir \u6539\u6210\u4f60\u81ea\u5df1\u7684\u672c\u5730\u5927\u6a21\u578b\u548c\u8f93\u51fa\u8def\u5f84\u5c31\u884c\uff1b src\/train.py \u53d6\u51b3\u4e8e\u4f60src\u76ee\u5f55\u4e0b\u7684\u8bad\u7ec3\u542f\u52a8\u6587\u4ef6\u540d\uff0c\u8fd9\u4e2a\u662fllamafactory\u81ea\u5e26\u7684\uff1b CUDA_VISIBLE_DEVICES\uff1a\u770b\u4f60\u6709\u51e0\u5f20\u5361\uff0c\u9700\u8981\u7528\u51e0\u5f20\u5361\uff0c\u6211\u7684\u662f8\u5f20\u5361\uff1b \u5176\u5b83\u90fd\u662f\u8bad\u7ec3\u53c2\u6570\uff0c\u6839\u636e\u5b9e\u9645\u9700\u8981\u4fee\u6539\u3002\u6700\u91cd\u8981\u7684\u662fdeepspeed ds_config_zero3.json\u8fd9\u884c\uff0c \u8fd9\u4e2a\u662fqwen\u5b98\u7f51\u7ed9\u7684\u3002deepspeed \u5e93\u53ef\u4ee5\u7528pip install deepspeed \u5b89\u88c5\u4e00\u4e0b\u3002<\/li>\n<p>run_train_bash.sh\u6587\u4ef6\u4e2d\u5185\u5bb9\uff1a<\/p>\n<p>CUDA_VISIBLE_DEVICES<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">7<\/span> accelerate launch  src<span class=\"token operator\">\/<\/span>train<span class=\"token punctuation\">.<\/span>py \\\\<br \/>\n    <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&#8211;<\/span>deepspeed ds_config_zero3<span class=\"token punctuation\">.<\/span>json \\\\<br \/>\n    <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&#8211;<\/span>stage sft \\\\<br \/>\n    <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&#8211;<\/span>do_train <span class=\"token boolean\">True<\/span> \\\\<br \/>\n    <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&#8211;<\/span>model_name_or_path <span class=\"token operator\">\/<\/span>home<span class=\"token operator\">\/<\/span>admin1<span class=\"token operator\">\/<\/span>Qwen2<span class=\"token punctuation\">.<\/span><span class=\"token number\">5<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb3.6k\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u901a\u8fc7export CUDA_VISIBLE_DVICES=0,1,2,3,4,5,6,7\u6307\u5b9a\u4f7f\u75288\u5f20\u663e\u5361\uff0c\u8bad\u7ec3qwen2.5-7B\u5927\u6a21\u578b\u65f6\u6b63\u5e38\uff0c\u4f46\u8bad\u7ec3qwen2.5-14B\uff0cqwen2.5-32B\u6a21\u578b\u65f6\u62a5\u9519\uff0ctorch.OutOfMemoryError:CUDA out of memory\u3002\u81f3\u4e8eds_config_zero3.json\u8fd9\u4e2a\uff0c\u53ef\u4ee5\u53bbqwen\u5b98\u7f51\u4e0b\u8f7d\uff0chttps:\/\/github.com\/QwenLM\/Qwen\/blob\/main\/finetune\/ds_config_zero3.json\u3002_llamafactory\u591a\u5361\u8bad\u7ec3\u663e\u5b58\u4e0d\u8db3<\/p>\n","protected":false},"author":2,"featured_media":9556,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[347,81,43,51],"topic":[],"class_list":["post-9558","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-llama","tag-python","tag-43","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>llamafactory\u7528\u591a\u53614090\u670d\u52a1\u5668\uff0c\u8bad\u7ec3qwen14B\u5927\u6a21\u578b\u65f6\u62a5\u9519GPU\u663e\u5b58\u4e0d\u8db3oom\uff08out of memory\uff09\uff0c\u5df2\u89e3\u51b3 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/9558.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"llamafactory\u7528\u591a\u53614090\u670d\u52a1\u5668\uff0c\u8bad\u7ec3qwen14B\u5927\u6a21\u578b\u65f6\u62a5\u9519GPU\u663e\u5b58\u4e0d\u8db3oom\uff08out of memory\uff09\uff0c\u5df2\u89e3\u51b3 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb3.6k\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u901a\u8fc7export CUDA_VISIBLE_DVICES=0,1,2,3,4,5,6,7\u6307\u5b9a\u4f7f\u75288\u5f20\u663e\u5361\uff0c\u8bad\u7ec3qwen2.5-7B\u5927\u6a21\u578b\u65f6\u6b63\u5e38\uff0c\u4f46\u8bad\u7ec3qwen2.5-14B\uff0cqwen2.5-32B\u6a21\u578b\u65f6\u62a5\u9519\uff0ctorch.OutOfMemoryError:CUDA out of memory\u3002\u81f3\u4e8eds_config_zero3.json\u8fd9\u4e2a\uff0c\u53ef\u4ee5\u53bbqwen\u5b98\u7f51\u4e0b\u8f7d\uff0chttps:\/\/github.com\/QwenLM\/Qwen\/blob\/main\/finetune\/ds_config_zero3.json\u3002_llamafactory\u591a\u5361\u8bad\u7ec3\u663e\u5b58\u4e0d\u8db3\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/9558.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-18T09:29:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418092910-68021b666d696.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/9558.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/9558.html\",\"name\":\"llamafactory\u7528\u591a\u53614090\u670d\u52a1\u5668\uff0c\u8bad\u7ec3qwen14B\u5927\u6a21\u578b\u65f6\u62a5\u9519GPU\u663e\u5b58\u4e0d\u8db3oom\uff08out of memory\uff09\uff0c\u5df2\u89e3\u51b3 - 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