{"id":15587,"date":"2025-04-18T22:07:52","date_gmt":"2025-04-18T14:07:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/15587.html"},"modified":"2025-04-18T22:07:52","modified_gmt":"2025-04-18T14:07:52","slug":"5-%e7%a7%9f%e8%b5%81-gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%b9%b6%e5%be%ae%e8%b0%83-llama-factory-%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/15587.html","title":{"rendered":"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b"},"content":{"rendered":"

\u6559\u5b66\u89c6\u9891\u94fe\u63a56.\u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b_\u54d4\u54e9\u54d4\u54e9_bilibili<\/span>https:\/\/www.bilibili.com\/video\/BV1NKNSeDEgt\/<\/span><\/span>\u00a0<\/h3>\n

\u79df\u8d41\u670d\u52a1\u5668<\/h3>\n

\u4ece AutoDL \u7ad9\u70b9 \u79df\u7528\u670d\u52a1\u5668：AutoDL\u7b97\u529b\u4e91 | \u5f39\u6027\u3001\u597d\u7528\u3001\u7701\u94b1\u3002\u79dfGPU\u5c31\u4e0aAutoDL<\/p>\n

\n

\"\"<\/p>\n

\n<\/p>\n

3090 \u4e13\u533a\u9009\u62e9\u6309\u91cf\u8ba1\u8d39<\/p>\n

\n

\"\"<\/p>\n

\u57fa\u7840\u955c\u50cf\u9009\u62e9 pytorch 2.1.2<\/p>\n

\u8d2d\u4e70\u6210\u529f\u540e\u901a\u8fc7 jupyterLab\u8fdb\u5165\u63a7\u5236\u53f0<\/p>\n

\u5b89\u88c5 LLaMA-Factory<\/h3>\n

\u4ece \u8fd9\u4e2a\u94fe\u63a5 \u4e0b\u8f7dLLaMA-Factory\u7684\u538b\u7f29\u5305LLaMA-Factory.tar.gz<\/p>\n

tar -xvf LLaMA-Factory.tar.gz
\n# \u521b\u5efa\u865a\u62df\u73af\u5883（\u5982\u679c\u5df2\u521b\u5efa，\u8bf7\u5ffd\u7565\u6b64\u6b65\u9aa4）
\nconda create -n llama_factory -y python=3.11 pip
\n# \u6fc0\u6d3b\u865a\u62df\u73af\u5883
\nconda activate llama_factory
\n# \u4f7f\u7528 pip \u5b89\u88c5\u4f9d\u8d56
\ncd ~\/LLaMA-Factory
\npip install -e ".[torch,metrics]"
\npip install modelscope -U <\/p>\n

\u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f<\/p>\n

# \u67e5\u770b LLaMA-Factory \u7248\u672c
\nllamafactory-cli version
\n# \u5982\u679c\u51fa\u73b0\u4e0b\u9762\u4fe1\u606f，\u4ee3\u8868\u5b89\u88c5\u6210\u529f
\n———————————————————-
\n| Welcome to LLaMA Factory, version 0.9.1.dev0 |
\n| |
\n| Project page: https:\/\/github.com\/hiyouga\/LLaMA-Factory |
\n——————————————————– <\/p>\n

\u4f7f\u7528 LLaMA-Factory \u8fd0\u884c\u57fa\u5ea7\u6a21\u578b<\/h3>\n

\u542f\u52a8 web \u754c\u9762<\/p>\n

export USE_MODELSCOPE_HUB=1 # \u4f7f\u7528 modelscope \u4e0b\u8f7d\u6a21\u578b
\nexport NCCL_P2P_DISABLE="1"
\nexport NCCL_IB_DISABLE="1"
\nexport MODELSCOPE_CACHE='\/root\/autodl-tmp\/modelscope\/'
\nexport MODELSCOPE_MODULES_CACHE='\/root\/autodl-tmp\/modelscope\/modelscope_modules'
\nllamafactory-cli webui <\/p>\n

\u8bbe\u7f6e\u96a7\u9053<\/p>\n

ssh -CNgv -L 7860:127.0.0.1:7860 root@connect.yza1.seetacloud.com -p 49959 <\/p>\n

\u8bbe\u7f6e\u96a7\u9053\u540e，\u5e94\u8be5\u53ef\u4ee5\u901a\u8fc7\u672c\u673a\u5730\u5740：http:\/\/127.0.0.1:7860 \u6253\u5f00 llamafactory \u7684 ui \u754c \u9762，\u901a\u8fc7\u5728 Lang \u9009\u9879\u5361\u4e2d，\u9009\u62e9 zh \u5373\u53ef\u5c06\u754c\u9762\u8c03\u6574\u4e3a\u4e2d\u6587\u3002<\/p>\n

\n

\"\"<\/p>\n

\u8bed\u8a00 zh，\u6a21\u578b glm-4-9B-Chat<\/p>\n

\n

\"\"<\/p>\n

\u70b9\u51fb chat \u9009\u9879\u5361\u7684\u52a0\u8f7d\u6a21\u578b（\u7b49\u4e00\u6bb5\u65f6\u95f4，\u53ef\u4ee5\u5728\u7ec8\u7aef\u770b\u8fdb\u5ea6\u6761\u52a0\u8f7d\u5b8c\u6210），\u5c31\u53ef\u4ee5\u57fa\u4e8e LlamaFactory \u6a21\u578b\u8fdb\u884c\u804a\u5929\u4e86<\/p>\n

\n

\"\"<\/p>\n

\u6211\u4eec\u770b\u5230，\u5bf9\u4e8e\u4f60\u662f\u8c01 \u8fd9\u4e2a\u95ee\u9898，\u76ee\u524d\u7684\u56de\u7b54\u662f\u6e05\u534e\u5927\u5b66\u7684\u67d0\u67d0\u67d0<\/p>\n

\u4f7f\u7528 LLaMA-Factory \u5fae\u8c03\u6a21\u578b<\/h3>\n

\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u4f7f\u7528\u5929\u7ffc\u4e91\u76d8 \u73cd\u85cf\u7f8e\u597d\u751f\u6d3b \u5bb6\u5ead\u4e91|\u7f51\u76d8|\u6587\u4ef6\u5907\u4efd|\u8d44\u6e90\u5206\u4eab \u4e0b\u7684 my_demo.json \u6587\u4ef6\u00a0，\u6253\u5f00~\/LLaMA-Factory\/data\/dataset_info.json \u6587\u4ef6，\u5c06 my_demo \u6570\u636e\u5757，\u52a0\u5165\u5230\u6587\u4ef6\u7684\u5f00\u5934\u5904，\u4fdd\u5b58\u5373\u53ef\u3002<\/p>\n

\n

\"\"<\/p>\n

\u5237\u65b0\u4e00\u4e0b\u9875\u9762，\u7136\u540e\u9009\u62e9 my_demo \u6570\u636e\u96c6：<\/p>\n

\n

\"\"<\/p>\n

\u6ce8\u610f，\u5b66\u4e60\u7387\u6539\u4e3a 5e-4，\u70b9\u51fb\u9884\u89c8\u6570\u636e\u96c6\u53ef\u4ee5\u770b\u5230 my_demo.json \u6587\u4ef6\u5185\u5bb9<\/p>\n

\u70b9\u51fb\u201c\u5f00\u59cb\u201d\u6309\u94ae\u8fdb\u884c\u5fae\u8c03，\u7b49 1 \u5230 2 \u5206\u949f，\u53ef\u4ee5\u770b\u5230\u66f2\u7ebf\u5448\u5411\u4e0b\u8d8b\u52bf\u3002<\/p>\n

\n

\"\"<\/p>\n

\u5fae\u8c03\u5b8c\u6210\u540e，\u6d4b\u8bd5\u5fae\u8c03\u6548\u679c：<\/p>\n

\n

\"\"<\/p>\n

\u9009\u62e9\u521a\u521a\u7684\u68c0\u67e5\u70b9，\u52a0\u8f7d\u6a21\u578b<\/p>\n

\n

\"\"<\/p>\n

\u52a0\u8f7d\u597d\u540e，\u91cd\u65b0\u63d0\u95ee \u4f60\u662f\u8c01 \u8fd9\u4e2a\u95ee\u9898，\u53ef\u4ee5\u770b\u5230，\u56de\u7b54\u5df2\u7ecf\u53d8\u6210\u4e86 \u4fe1\u606f\u4e2d\u5fc3\u4e86\u3002<\/p>\n

\u5c06\u5fae\u8c03\u6a21\u578b\u4eff OpenAI \u517c\u5bb9\u63a5\u53e3<\/h3>\n

\u542f\u52a8\u63a5\u53e3<\/p>\n

llamafactory-cli api –model_name_or_path \/root\/autodl-tmp\/modelscope\/hub\/ZhipuAI\/glm-4-9b-chat –template glm4 –adapter_name_or_path saves\/GLM-4-9B-Chat\/lora\/train_2024-10-02-15-23-47 –finetuning_type lora <\/p>\n

\u8bbe\u7f6e\u96a7\u9053<\/p>\n

ssh -CNgv -L 8000:127.0.0.1:8000 root@connect.yza1.seetacloud.com -p 49959 <\/p>\n

\u547d\u4ee4\u884c\u6d4b\u8bd5<\/p>\n

curl http:\/\/127.0.0.1:8000\/v1\/chat\/completions \\\\
\n-H "Content-Type: application\/json" \\\\
\n-H "Authorization: Bearer x" \\\\
\n-d '{
\n"model": "glm4-9b-chat",
\n"messages": [
\n{
\n"role": "user",
\n"content": "\u4f60\u662f\u8c01？"
\n}
\n],
\n"max_tokens": 4096
\n}' <\/p>\n

\n

\"\"<\/p>\n

\u53ef\u4ee5\u770b\u5230，\u6a21\u578b\u4f7f\u7528\u6211\u4eec\u5fae\u8c03\u540e\u7684 \u4fe1\u606f\u4e2d\u5fc3 \u76f8\u5173\u56de\u7b54\u4e86\u3002<\/p>\n

\u00a0\u6587\u7ae0\u76f8\u5173 pdf \u6587\u6863 \u53ca \u6559\u5b66\u89c6\u9891\u3001\u5fae\u8c03 json \u6587\u4ef6\u3001LlaMa-Factory \u538b\u7f29\u5305\u4e0b\u8f7d\u5730\u5740：<\/span>https:\/\/cloud.189.cn\/t\/eiauqe3aYjYz（\u8bbf\u95ee\u7801：wz0d）<\/h3><\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e13\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b_llamafactory tar\u4e0b\u8f7d<\/p>\n","protected":false},"author":2,"featured_media":15575,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1030,81,50,51],"topic":[],"class_list":["post-15587","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-llms","tag-python","tag-50","tag-51"],"yoast_head":"\n5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \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\/15587.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e13\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b_llamafactory tar\u4e0b\u8f7d\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/15587.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-18T14:07:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418140741-68025cadb996c.png\" \/>\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\/15587.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/15587.html\",\"name\":\"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-04-18T14:07:52+00:00\",\"dateModified\":\"2025-04-18T14:07:52+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/15587.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/15587.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/15587.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/15587.html","og_locale":"zh_CN","og_type":"article","og_title":"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e13\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b_llamafactory tar\u4e0b\u8f7d","og_url":"https:\/\/www.wsisp.com\/helps\/15587.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-04-18T14:07:52+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418140741-68025cadb996c.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/15587.html","url":"https:\/\/www.wsisp.com\/helps\/15587.html","name":"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-04-18T14:07:52+00:00","dateModified":"2025-04-18T14:07:52+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/15587.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/15587.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/15587.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"5. \u79df\u8d41 GPU \u670d\u52a1\u5668\u5e76\u5fae\u8c03 Llama-Factory \u6a21\u578b"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/15587","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=15587"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/15587\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/15575"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=15587"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=15587"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=15587"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=15587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}