{"id":11571,"date":"2025-04-18T18:53:55","date_gmt":"2025-04-18T10:53:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/11571.html"},"modified":"2025-04-18T18:53:55","modified_gmt":"2025-04-18T10:53:55","slug":"autodl-vllm-%e9%83%a8%e7%bd%b2-qwen2-5-omni-%e5%b9%b6%e6%8f%90%e4%be%9b%e8%b7%a8%e6%9c%8d%e5%8a%a1%e5%99%a8api%e8%ae%bf%e9%97%ae%e7%9a%84%e5%ae%8c%e6%95%b4%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/11571.html","title":{"rendered":"AutoDL + vLLM \u90e8\u7f72 Qwen2.5-Omni \u5e76\u63d0\u4f9b\u8de8\u670d\u52a1\u5668API\u8bbf\u95ee\u7684\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"Cy8dk-toc\" style=\"margin-left:40px\">\u4e00\u3001\u73af\u5883\u51c6\u5907<\/p>\n<p id=\"gGLIQ-toc\" style=\"margin-left:80px\">1.1 \u521b\u5efaAutoDL\u5b9e\u4f8b<\/p>\n<p id=\"zWgpz-toc\" style=\"margin-left:80px\">1.2 \u57fa\u7840\u73af\u5883\u914d\u7f6e<\/p>\n<p id=\"P8YNz-toc\" style=\"margin-left:40px\">\u4e8c\u3001\u6a21\u578b\u4e0b\u8f7d\u4e0e\u51c6\u5907<\/p>\n<p id=\"TZ2mm-toc\" style=\"margin-left:80px\">2.1 \u4e0b\u8f7dQwen2.5-Omni\u6a21\u578b<\/p>\n<p id=\"ICpUS-toc\" style=\"margin-left:80px\">2.2 \u6a21\u578b\u91cf\u5316(\u53ef\u9009)<\/p>\n<p id=\"PJCd7-toc\" style=\"margin-left:40px\">\u4e09\u3001vLLM API\u670d\u52a1\u90e8\u7f72<\/p>\n<p id=\"S70lt-toc\" style=\"margin-left:80px\">3.1 \u542f\u52a8API\u670d\u52a1<\/p>\n<p id=\"JQc9E-toc\" style=\"margin-left:80px\">3.2 \u6301\u4e45\u5316\u8fd0\u884c(\u4f7f\u7528tmux)<\/p>\n<p id=\"JIg89-toc\" style=\"margin-left:40px\">\u56db\u3001\u914d\u7f6e\u5916\u90e8\u8bbf\u95ee<\/p>\n<p id=\"kiCVA-toc\" style=\"margin-left:80px\">4.1 AutoDL\u7aef\u53e3\u6620\u5c04<\/p>\n<p id=\"KWchH-toc\" style=\"margin-left:80px\">4.2 Nginx\u53cd\u5411\u4ee3\u7406(\u63a8\u8350)<\/p>\n<p id=\"vPrGk-toc\" style=\"margin-left:80px\">4.3 \u914d\u7f6e\u5b89\u5168\u7ec4\u89c4\u5219<\/p>\n<p id=\"lNbQz-toc\" style=\"margin-left:40px\">\u4e94\u3001\u5916\u90e8\u670d\u52a1\u5668\u8bbf\u95ee\u6d4b\u8bd5<\/p>\n<p id=\"PTOpz-toc\" style=\"margin-left:80px\">5.1 \u83b7\u53d6AutoDL\u5b9e\u4f8b\u8bbf\u95ee\u5730\u5740<\/p>\n<p id=\"ttuUz-toc\" style=\"margin-left:80px\">5.2 \u6d4b\u8bd5API\u8fde\u63a5<\/p>\n<p id=\"Ntp6O-toc\" style=\"margin-left:80px\">5.3 \u6dfb\u52a0API\u5bc6\u94a5\u8ba4\u8bc1(\u53ef\u9009)<\/p>\n<p id=\"pCYXF-toc\" style=\"margin-left:40px\">\u516d\u3001\u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/p>\n<p id=\"kolgd-toc\" style=\"margin-left:80px\">6.1 \u76d1\u63a7GPU\u72b6\u6001<\/p>\n<p id=\"iGvg9-toc\" style=\"margin-left:80px\">6.2 \u8c03\u6574\u6279\u5904\u7406\u53c2\u6570<\/p>\n<p id=\"FMmAV-toc\" style=\"margin-left:80px\">6.3 \u542f\u7528\u8fde\u7eed\u6279\u5904\u7406<\/p>\n<p id=\"eR2ZT-toc\" style=\"margin-left:40px\">\u4e03\u3001\u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/p>\n<p id=\"jflxp-toc\" style=\"margin-left:40px\">\u516b\u3001\u6210\u672c\u4f30\u7b97(AutoDL)<\/p>\n<hr id=\"hr-toc\">\n<\/p>\n<p id=\"u49f5d6a0\">\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728AutoDL\u4e91\u8ba1\u7b97\u5e73\u53f0\u4e0a\u4f7f\u7528vLLM\u90e8\u7f72Qwen2.5-Omni\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u914d\u7f6e\u5141\u8bb8\u4ece\u5916\u90e8\u670d\u52a1\u5668\u8bbf\u95ee\u7684API\u670d\u52a1\u3002\u672c\u65b9\u6848\u7ed3\u5408\u4e86AutoDL\u7684\u9ad8\u6027\u4ef7\u6bd4GPU\u8d44\u6e90\u548cvLLM\u7684\u9ad8\u6548\u63a8\u7406\u80fd\u529b\uff0c\u9002\u5408\u9700\u8981\u5bf9\u5916\u63d0\u4f9b\u5927\u6a21\u578b\u670d\u52a1\u7684\u4e2d\u5c0f\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u3002<\/p>\n<h3 id=\"Cy8dk\">\u4e00\u3001\u73af\u5883\u51c6\u5907<\/h3>\n<h4 id=\"gGLIQ\">1.1 \u521b\u5efaAutoDL\u5b9e\u4f8b<\/h4>\n<li id=\"u669ec285\">\u767b\u5f55AutoDL\u5b98\u7f51(AutoDL\u7b97\u529b\u4e91 | \u5f39\u6027\u3001\u597d\u7528\u3001\u7701\u94b1\u3002\u79dfGPU\u5c31\u4e0aAutoDL)<\/li>\n<li id=\"u35fc3816\">\u9009\u62e9\\&#8221;\u5bb9\u5668\u5b9e\u4f8b\\&#8221; \u2192 \\&#8221;\u521b\u5efa\u5b9e\u4f8b\\&#8221;<\/li>\n<li id=\"u750ce8ea\">\u63a8\u8350\u914d\u7f6e\uff1a<\/li>\n<ul>\n<li>\n<ul>\n<li id=\"ub3ed1b9d\">GPU\u578b\u53f7\uff1a\u81f3\u5c11RTX 3090(24GB)\u6216A100(40GB\/80GB)<\/li>\n<li id=\"uc304175b\">\u955c\u50cf\u9009\u62e9\uff1aPyTorch 2.1.0\u7cfb\u5217(\u5df2\u9884\u88c5CUDA 11.8)<\/li>\n<li id=\"u43aad627\">\u7cfb\u7edf\u76d8\uff1a100GB(\u6a21\u578b\u7ea650GB)<\/li>\n<li id=\"u491b89b1\">\u6570\u636e\u76d8\uff1a\u53ef\u9009\u6302\u8f7d(\u5982\u9700\u6301\u4e45\u5316\u5b58\u50a8)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 id=\"zWgpz\">1.2 \u57fa\u7840\u73af\u5883\u914d\u7f6e<\/h4>\n<p># \u8fde\u63a5\u5b9e\u4f8b\u540e\u6267\u884c<br \/>\n# 1. \u66f4\u65b0\u7cfb\u7edf\u5305<br \/>\napt-get update &amp;&amp; apt-get upgrade -y<\/p>\n<p># 2. \u5b89\u88c5\u5fc5\u8981\u5de5\u5177<br \/>\napt-get install -y git-lfs nginx<\/p>\n<p># 3. \u914d\u7f6ePython\u73af\u5883<br \/>\nconda create -n qwen python=3.10 -y<br \/>\nconda activate qwen<br \/>\npip install vllm==0.4.1 transformers==4.40.0 <\/p>\n<h3 id=\"P8YNz\">\u4e8c\u3001\u6a21\u578b\u4e0b\u8f7d\u4e0e\u51c6\u5907<\/h3>\n<h4 id=\"TZ2mm\">2.1 \u4e0b\u8f7dQwen2.5-Omni\u6a21\u578b<\/h4>\n<p># \u63a8\u8350\u4f7f\u7528modelscope\u4e0b\u8f7d(\u56fd\u5185\u901f\u5ea6\u66f4\u5feb)<br \/>\npip install modelscope<br \/>\npython -c \\&#8221;from modelscope import snapshot_download; snapshot_download(\\&#8217;qwen\/Qwen2.5-Omni\\&#8217;, cache_dir=\\&#8217;\/root\/autodl-tmp\/Qwen2.5-Omni\\&#8217;)\\&#8221;<\/p>\n<p># \u6216\u8005\u4f7f\u7528HuggingFace(\u9700\u914d\u7f6e\u4ee3\u7406)<br \/>\nhuggingface-cli download Qwen\/Qwen2.5-Omni &#8211;local-dir \/root\/autodl-tmp\/Qwen2.5-Omni <\/p>\n<h4 id=\"ICpUS\">2.2 \u6a21\u578b\u91cf\u5316(\u53ef\u9009)<\/h4>\n<p id=\"u592458da\">\u4e3a\u51cf\u5c11\u663e\u5b58\u5360\u7528\uff0c\u53ef\u4f7f\u7528AWQ\u91cf\u5316\uff1a<\/p>\n<p>pip install autoawq<br \/>\npython -m awq.entrypoint \\\\<br \/>\n  &#8211;model_path \/root\/autodl-tmp\/Qwen2.5-Omni \\\\<br \/>\n  &#8211;output_path \/root\/autodl-tmp\/Qwen2.5-Omni-AWQ \\\\<br \/>\n  &#8211;w_bit 4 &#8211;q_group_size 128 <\/p>\n<h3 id=\"PJCd7\">\u4e09\u3001vLLM API\u670d\u52a1\u90e8\u7f72<\/h3>\n<h4 id=\"S70lt\">3.1 \u542f\u52a8API\u670d\u52a1<\/h4>\n<p># \u57fa\u7840\u542f\u52a8\u547d\u4ee4(\u5355GPU)<br \/>\npython -m <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.4k\u6b21\uff0c\u70b9\u8d5e42\u6b21\uff0c\u6536\u85cf13\u6b21\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728AutoDL\u4e91\u8ba1\u7b97\u5e73\u53f0\u4e0a\u4f7f\u7528vLLM\u90e8\u7f72Qwen2.5-Omni\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u914d\u7f6e\u5141\u8bb8\u4ece\u5916\u90e8\u670d\u52a1\u5668\u8bbf\u95ee\u7684API\u670d\u52a1\u3002\u672c\u65b9\u6848\u7ed3\u5408\u4e86AutoDL\u7684\u9ad8\u6027\u4ef7\u6bd4GPU\u8d44\u6e90\u548cvLLM\u7684\u9ad8\u6548\u63a8\u7406\u80fd\u529b\uff0c\u9002\u5408\u9700\u8981\u5bf9\u5916\u63d0\u4f9b\u5927\u6a21\u578b\u670d\u52a1\u7684\u4e2d\u5c0f\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u3002_qwen2.5-omni-7b api<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,50,227,43,44],"topic":[],"class_list":["post-11571","post","type-post","status-publish","format-standard","hentry","category-server","tag-587","tag-50","tag-227","tag-43","tag-44"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AutoDL + vLLM \u90e8\u7f72 Qwen2.5-Omni \u5e76\u63d0\u4f9b\u8de8\u670d\u52a1\u5668API\u8bbf\u95ee\u7684\u5b8c\u6574\u6307\u5357 - \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\/11571.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AutoDL + vLLM \u90e8\u7f72 Qwen2.5-Omni \u5e76\u63d0\u4f9b\u8de8\u670d\u52a1\u5668API\u8bbf\u95ee\u7684\u5b8c\u6574\u6307\u5357 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.4k\u6b21\uff0c\u70b9\u8d5e42\u6b21\uff0c\u6536\u85cf13\u6b21\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728AutoDL\u4e91\u8ba1\u7b97\u5e73\u53f0\u4e0a\u4f7f\u7528vLLM\u90e8\u7f72Qwen2.5-Omni\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u914d\u7f6e\u5141\u8bb8\u4ece\u5916\u90e8\u670d\u52a1\u5668\u8bbf\u95ee\u7684API\u670d\u52a1\u3002\u672c\u65b9\u6848\u7ed3\u5408\u4e86AutoDL\u7684\u9ad8\u6027\u4ef7\u6bd4GPU\u8d44\u6e90\u548cvLLM\u7684\u9ad8\u6548\u63a8\u7406\u80fd\u529b\uff0c\u9002\u5408\u9700\u8981\u5bf9\u5916\u63d0\u4f9b\u5927\u6a21\u578b\u670d\u52a1\u7684\u4e2d\u5c0f\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u3002_qwen2.5-omni-7b api\" \/>\n<meta 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