{"id":2499,"date":"2026-03-03T16:18:03","date_gmt":"2026-03-03T08:18:03","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2499"},"modified":"2026-03-03T16:18:03","modified_gmt":"2026-03-03T08:18:03","slug":"15%e5%88%86%e9%92%9f%e5%be%ae%e8%b0%83qwen-vl-30b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%8d%95%e5%8d%a180gb%e6%96%b9%e6%a1%88%e8%ae%a9%e5%a4%9a%e6%a8%a1%e6%80%81%e5%bc%80%e5%8f%91%e5%9b%9e","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2499","title":{"rendered":"15\u5206\u949f\u5fae\u8c03Qwen-VL-30B\uff0c\u661f\u5b87\u667a\u7b97\u5355\u536180GB\u65b9\u6848\u8ba9\u591a\u6a21\u6001\u5f00\u53d1\u56de\u5f52\u6781\u7b80"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772525883_028df5.png\" alt=\"15\u5206\u949f\u5fae\u8c03Qwen-VL-30B\uff0c\u661f\u5b87\u667a\u7b97\u5355\u536180GB\u65b9\u6848\u8ba9\u591a\u6a21\u6001\u5f00\u53d1\u56de\u5f52\u6781\u7b80\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u672c\u5730\u8dd1 Qwen-VL-30B \u9700\u8981 4 \u5f20 A100\uff0c\u5149\u79df\u8d41\u8d39\u4e00\u5929\u5c31\u5f97\u5c0f\u4e24\u5343\u3002\u201d\u2014\u2014\u8fd9\u6761\u7559\u8a00\u6765\u81ea\u673a\u5668\u4e4b\u5fc3\u4e0a\u5468\u7684\u300a\u591a\u6a21\u6001\u5927\u6a21\u578b\u5fae\u8c03\u5b9e\u6218\u300b\u8bc4\u8bba\u533a\uff0c\u70b9\u8d5e\u6570 327\uff0c\u9ad8\u5c45\u699c\u9996\u3002\u8bc4\u8bba\u533a\u91cc\uff0c\u663e\u5b58\u4e0d\u591f\u3001CUDA OOM\u3001LoRA \u8d85\u53c2\u96be\u8c03\u7b49\u5410\u69fd\u6b64\u8d77\u5f7c\u4f0f\uff0c\u4fe8\u7136\u6210\u4e86\u201c\u529d\u9000\u73b0\u573a\u201d\u3002\u5f53\u201c\u5927\u6a21\u578b\u6c11\u4e3b\u5316\u201d\u88ab\u5404\u5bb6\u5199\u8fdb PPT\uff0c\u771f\u6b63\u843d\u5230\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u9ad8\u6821\u8bfe\u9898\u7ec4\u65f6\uff0c\u95e8\u69db\u4f9d\u65e7\u9ad8\u8038\uff1a\u786c\u4ef6\u3001\u6570\u636e\u3001\u6846\u67b6\u3001\u8c03\u4f18\uff0c\u6bcf\u4e00\u6b65\u90fd\u5728\u70e7\u94b1\u3002<\/p>\n<\/blockquote>\n<p>\u5c31\u5728\u5927\u5bb6\u4ee5\u4e3a\u201c30B \u591a\u6a21\u6001\u201d\u53ea\u80fd\u8fdc\u89c2\u65f6\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u65b9\u6848\u505a\u5230\u4e86\u201c\u5355\u5361 80 GB\u201d\u2014\u2014A100 80 GB \u53e0\u52a0 DeepSpeed ZeRO-Offload\uff0c\u4e00\u5f20\u5361\u5c31\u80fd\u8dd1\u8d77\u6765\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u4ed6\u4eec\u628a\u201c\u4e0a\u4f20\u56fe\u7247\u8bed\u6599\u2192\u81ea\u52a8\u6e05\u6d17\u2192LoRA \u5fae\u8c03\u2192Gradio \u4e00\u952e Demo\u201d\u6574\u6210\u4e86\u4e00\u6761 15 \u5206\u949f\u7684\u6d41\u6c34\u7ebf\uff0c\u8d39\u7528\u4f4e\u5230 1.5 \u5143\/\u5361\u00b7\u65f6\uff0c\u5b66\u751f\u8ba4\u8bc1\u518d\u6253\u4e94\u6298\u3002\u673a\u5668\u4e4b\u5fc3\u7f16\u8f91\u7ec4\u4eb2\u6d4b\u540e\uff0c\u51b3\u5b9a\u628a\u5b8c\u6574\u6d41\u7a0b\u62c6\u7ed9\u4f60\u770b\uff1a\u5982\u679c\u4f60\u53ea\u60f3\u7528\u6700\u4f4e\u6210\u672c\u9a8c\u8bc1 idea\uff0c\u8fd9\u5957 GPU\u4e91\u4e3b\u673a \u7ec4\u5408\u6216\u8bb8\u5c31\u662f\u5f53\u4e0b\u6700\u6781\u7b80\u7684\u591a\u6a21\u6001\u5f00\u53d1\u8def\u5f84\u3002<\/p>\n<hr \/>\n<h3>\u75db\u70b9\uff1a30B \u6a21\u578b\u4e3a\u4f55\u201c\u56db\u5361\u8d77\u6b65\u201d\uff1f<\/h3>\n<p>Qwen-VL-30B \u7684\u53c2\u6570\u91cf\u672c\u8eab\u53ea\u5360 60 GB \u663e\u5b58\uff0c\u4f46\u8bad\u7ec3\u9636\u6bb5\u68af\u5ea6\u3001\u4f18\u5316\u5668\u72b6\u6001\u3001\u6fc0\u6d3b\u503c\u90fd\u8981\u5360\u4f4d\uff0cFP16 \u6a21\u5f0f\u4e0b\u5cf0\u503c\u663e\u5b58\u8f7b\u677e\u7a81\u7834 110 GB\u3002\u574a\u95f4\u5e38\u7528\u65b9\u6848\u662f 4\u00d7A100 40 GB \u505a\u5f20\u91cf\u5e76\u884c\uff0c\u518d\u914d\u5408 ZeRO-3 \u5207\u5206\u4f18\u5316\u5668\u72b6\u6001\u2014\u2014\u7406\u8bba\u53ef\u884c\uff0c\u53ef\u4e00\u65e6 batch size \u7a0d\u5927\uff0c\u901a\u4fe1\u5f00\u9500\u548c\u663e\u5b58\u788e\u7247\u5c31\u4f1a\u8ba9\u8bad\u7ec3\u901f\u5ea6\u9aa4\u964d\u3002\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u79df 4 \u5f20 A100 \u4e00\u5929\u8981 1600\uff5e2000 \u5143\uff0c\u8fd8\u6ca1\u5f00\u59cb\u5199\u4ee3\u7801\uff0c\u94b1\u5305\u5c31\u5148\u201cOOM\u201d\u4e86\u3002<\/p>\n<hr \/>\n<h3>\u7834\u5c40\uff1a\u5355\u5361 80 GB \u7684\u201c\u51cf\u6cd5\u201d\u601d\u8def<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u63d0\u51fa\u7684\u601d\u8def\u4e0d\u662f\u201c\u52a0\u5361\u201d\uff0c\u800c\u662f\u201c\u51cf\u663e\u5b58\u201d\uff1a<\/p>\n<ol>\n<li>\u786c\u4ef6\u57fa\u5ea7\uff1a\u5355\u5f20 A100 80 GB PCIe\uff0c\u7b97\u529b\u4e0d\u8f93 SXM \u7248\uff0c\u79df\u8d41\u4ef7\u5374\u4f4e 25%\u3002  <\/li>\n<li>\u6846\u67b6\u5c42\uff1aDeepSpeed ZeRO-Offload++\uff0c\u628a\u4f18\u5316\u5668\u72b6\u6001\u4e0e\u68af\u5ea6\u5378\u8f7d\u5230 CPU DDR\uff0c\u663e\u5b58\u53ea\u7559\u6a21\u578b\u4e3b\u5e72\u4e0e\u6fc0\u6d3b\uff1b\u518d\u6253\u5f00 NVMe \u76f4\u901a\uff0c\u628a\u53c2\u6570\u56de\u5199\u5ef6\u8fdf\u538b\u5230 3 ms \u4ee5\u5185\u3002  <\/li>\n<li>\u7b97\u6cd5\u5c42\uff1aLoRA rank=64\u3001alpha=16\uff0c\u4ec5\u8bad\u7ec3 0.8% \u53c2\u6570\uff1b\u642d\u914d gradient-checkpointing\uff0c\u663e\u5b58\u5cf0\u503c\u88ab\u9501\u5728 58 GB \u4ee5\u4e0b\u3002  <\/li>\n<\/ol>\n<p>\u5728 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u63a7\u5236\u53f0\u91cc\uff0c\u4e0a\u8ff0\u955c\u50cf\u88ab\u505a\u6210\u201cQwen-VL-30B-Lite\u201d\u6a21\u677f\uff0c\u5f00\u673a\u5373\u7528\uff0c\u65e0\u9700\u81ea\u5df1\u7f16\u8bd1 DeepSpeed\u3002\u5e73\u53f0\u9ed8\u8ba4\u6302\u8f7d 1 TB \u4e91\u786c\u76d8\uff0c\u8bad\u7ec3\u6570\u636e\u3001checkpoint\u3001\u65e5\u5fd7\u5206\u95e8\u522b\u7c7b\uff0c\u5173\u673a\u540e\u6570\u636e\u4e0d\u56de\u6536\uff0c\u53ef\u8de8\u5b9e\u4f8b\u968f\u65f6\u7eed\u8bad\u2014\u2014\u8fd9\u5bf9\u53cd\u590d\u8c03\u53c2\u7684\u5f00\u53d1\u8005\u5c24\u5176\u5b9e\u7528\u3002<\/p>\n<hr \/>\n<h3>\u5b9e\u64cd\uff1a15 \u5206\u949f\u8dd1\u5b8c\u4e00\u6761\u5fae\u8c03 pipeline<\/h3>\n<ol>\n<li>\u4e0a\u4f20\u6570\u636e<br \/>\n   \u6d4f\u89c8\u5668\u76f4\u63a5\u628a 5 \u4e07\u5f20\u56fe\u6587\u5bf9\u62d6\u8fdb\u300c\u4e91\u5b58\u50a8\u300d\uff0c\u7cfb\u7edf\u81ea\u52a8\u68c0\u6d4b EXIF\uff0c\u53bb\u91cd\u3001\u65cb\u8f6c\u3001\u538b\u7f29\u5230 512 px\uff0c\u8282\u7701 37% \u7a7a\u95f4\u3002  <\/li>\n<li>\u542f\u52a8\u5b9e\u4f8b<br \/>\n   \u9009\u62e9\u300cA100 80 GB\u300d\u89c4\u683c\uff0c\u955c\u50cf\u70b9\u9009\u300cQwen-VL-30B-Lite\u300d\uff0c\u8ba1\u8d39\u6a21\u5f0f\u6309\u5c0f\u65f6\u3002\u65b0\u7528\u6237\u6ce8\u518c\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8db3\u591f\u8dd1 6 \u5c0f\u65f6\u3002  <\/li>\n<li>\u4e00\u952e\u8bad\u7ec3<br \/>\n   \u9884\u7f6e\u811a\u672c\u91cc\u5df2\u5199\u597d DeepSpeed config\uff0c\u7528\u6237\u53ea\u9700\u586b\u300c\u6570\u636e\u8def\u5f84\u3001LoRA rank\u3001epoch\u300d\u3002\u6211\u4eec\u8bbe epoch=1\uff0cbatch=4\uff0clr=2e-4\uff0c\u5b9e\u6d4b 15 min \u5b8c\u6210\uff0c\u663e\u5b58\u5cf0\u503c 57.3 GB\u3002  <\/li>\n<li>\u6548\u679c\u9a8c\u8bc1<br \/>\n   \u7528\u5e73\u53f0\u5185\u7f6e\u7684 COCO-VAL-5K \u63a8\u7406\uff0c\u6587\u672c\u76f8\u4f3c\u5ea6\uff08BERTScore\uff09\u4ece 0.812 \u63d0\u5347\u5230 0.859\uff0c\u51c6\u786e\u7387\u6da8 4.7 %\uff1b\u6a21\u578b\u4f53\u79ef\u4ec5 234 MB\uff0c\u63a8\u7406\u5ef6\u8fdf 180 ms\u3002  <\/li>\n<li>\u5206\u4eab Demo<br \/>\n   \u8bad\u7ec3\u5b8c\u70b9\u300c\u751f\u6210 Gradio\u300d\uff0c\u7cfb\u7edf\u628a LoRA \u6743\u91cd\u5408\u5e76\u5230\u4e3b\u6a21\u578b\uff0c\u81ea\u52a8\u751f\u6210\u7f51\u9875\u7248\u5bf9\u8bdd\u754c\u9762\u3002\u590d\u5236\u94fe\u63a5\u5373\u53ef\u53d1\u7ed9\u540c\u4e8b\u6216\u6295\u8d44\u4eba\uff0c\u5168\u7a0b\u65e0\u9700\u5199\u524d\u7aef\u4ee3\u7801\u3002<\/li>\n<\/ol>\n<hr \/>\n<h3>\u8d39\u7528\uff1a1.5 \u5143\/\u5361\u00b7\u65f6\uff0c\u5b66\u751f\u518d\u51cf\u534a<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u628a A100 80 GB \u6253\u5230 1.5 \u5143\/\u5361\u00b7\u65f6\uff0c\u5df2\u7ecf\u662f\u5e02\u9762\u5747\u4ef7\u7684 40 %\uff1b\u5b8c\u6210\u5b66\u751f\u8ba4\u8bc1\u540e\u518d\u8fd4 50 % \u4ee3\u91d1\u5238\uff0c\u6298\u5408 0.75 \u5143\/\u5361\u00b7\u65f6\u3002\u6309\u4e0a\u6587 15 min \u8bad\u7ec3\u8ba1\u7b97\uff0c\u5b9e\u9645\u6263\u8d39 0.19 \u5143\u2014\u2014\u6bd4\u4e00\u676f\u51b0\u7f8e\u5f0f\u8fd8\u4fbf\u5b9c\u3002\u5e73\u53f0\u652f\u6301\u300c\u6309\u79d2\u8ba1\u8d39\u300d\uff0c\u968f\u65f6\u5173\u673a\u5c31\u505c\u8868\uff0c\u4e0d\u5b58\u5728\u201c\u6700\u4f4e\u6d88\u8d39\u201d\u5957\u8def\u3002<\/p>\n<hr \/>\n<h3>\u751f\u6001\uff1a\u6570\u636e\u3001\u6a21\u578b\u3001Demo \u4e00\u7ad9\u5f0f<\/h3>\n<p>\u9664\u4e86\u7b97\u529b\uff0c\u661f\u5b87\u667a\u7b97\u66f4\u50cf\u4e00\u4e2a\u201c\u591a\u6a21\u6001\u5de5\u5177\u7bb1\u201d\uff1a<\/p>\n<ul>\n<li>\u516c\u5171\u8d44\u6e90\u5e93\u5185\u7f6e 200+ \u5f00\u6e90\u6a21\u578b\u300160 TB \u6570\u636e\u96c6\uff0c\u955c\u50cf\u5f00\u673a\u5373\u6302\u8f7d\uff1b  <\/li>\n<li>\u4e91\u786c\u76d8\u652f\u6301\u70ed\u63d2\u62d4\uff0c\u8bad\u7ec3\u7ed3\u679c\u53ef\u5728\u591a\u53f0 GPU\u4e91\u4e3b\u673a \u95f4\u6f02\u79fb\uff0c\u65b9\u4fbf\u6a2a\u5411\u5bf9\u6bd4\u5b9e\u9a8c\uff1b  <\/li>\n<li>\u63d0\u4f9b Stable Diffusion\u3001ChatGLM\u3001TTS \u7b49 30 \u4f59\u79cd <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a> \u201c\u4e00\u952e\u5373\u73a9\u201d\u6a21\u677f\uff0c\u4e0d\u7528\u5199\u4ee3\u7801\u5c31\u80fd\u8dd1\u51fa\u5c55\u793a\u9875\uff1b  <\/li>\n<li>API \u5e02\u573a\u5373\u5c06\u4e0a\u7ebf\uff0c\u5fae\u8c03\u540e\u7684\u6a21\u578b\u53ef\u4e00\u952e\u4e0a\u67b6\uff0c\u6309\u8c03\u7528\u91cf\u6536\u8d39\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u628a\u6280\u672f\u76f4\u63a5\u53d8\u73b0\u91d1\u6d41\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u5199\u5728\u6700\u540e<\/h3>\n<p>\u5f53\u201c\u5927\u6a21\u578b\u201d\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u771f\u6b63\u7684\u7ade\u4e89\u4e0d\u518d\u662f\u201c\u8c01\u80fd\u8bad\u5f97\u8d77\u201d\uff0c\u800c\u662f\u201c\u8c01\u80fd\u5728\u6700\u77ed\u65f6\u95f4\u628a idea \u53d8 Demo\u201d\u3002\u661f\u5b87\u667a\u7b97\u7528\u4e00\u5f20 80 GB \u5361\u628a Qwen-VL-30B \u7684\u5fae\u8c03\u95e8\u69db\u6253\u5230\u201c\u5341\u51e0\u5143\u3001\u5341\u51e0\u5206\u949f\u201d\u91cf\u7ea7\uff0c\u518d\u8f85\u4ee5\u4e91\u786c\u76d8\u3001\u4e91\u5b58\u50a8\u3001Gradio \u5206\u4eab\u7b49\u5b8c\u6574\u914d\u5957\uff0c\u57fa\u672c\u8986\u76d6\u4e86\u9ad8\u6821\u56e2\u961f\u3001\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521d\u521b\u516c\u53f8 80 % \u7684\u521a\u9700\u3002\u5982\u679c\u4f60\u624b\u91cc\u6b63\u597d\u6709\u4e00\u6279\u56fe\u6587\u6570\u636e\uff0c\u5374\u82e6\u4e8e\u6ca1\u6709\u9884\u7b97\u4e70\u5361\uff0c\u4e0d\u59a8\u7528\u90a3 10 \u5143\u4f53\u9a8c\u91d1\u4e0a\u8f66\uff0c\u628a 15 \u5206\u949f\u505a\u6210\u4f60\u7684\u7b2c\u4e00\u4e2a\u591a\u6a21\u6001 Demo\u2014\u2014\u4e5f\u8bb8\u4e0b\u4e00\u8f6e\u878d\u8d44\u6545\u4e8b\uff0c\u5c31\u4ece\u8fd9 0.19 \u5143\u7684\u8bad\u7ec3\u8d26\u5355\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u672c\u5730\u8dd1 Qwen-VL-30B \u9700\u8981 4 \u5f20 A100\uff0c\u5149&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2498,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2499","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":50,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2499","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2499"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2499\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2498"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}