{"id":2038,"date":"2026-02-26T14:15:07","date_gmt":"2026-02-26T06:15:07","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2038"},"modified":"2026-02-26T14:15:07","modified_gmt":"2026-02-26T06:15:07","slug":"%e4%bb%8ellama-4%e5%88%b0qwen2-5-vl%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e3%80%8c%e6%a8%a1%e5%9e%8b%e5%8a%a8%e7%89%a9%e5%9b%ad%e3%80%8d%e4%b8%80%e9%94%ae%e8%b0%83%e7%94%a8%e5%ae%9e%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2038","title":{"rendered":"\u4eceLlama 4\u5230Qwen2.5-VL\uff0c\u661f\u5b87\u667a\u7b97\u300c\u6a21\u578b\u52a8\u7269\u56ed\u300d\u4e00\u952e\u8c03\u7528\u5b9e\u6d4b"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772086507_9be226.png\" alt=\"\u4eceLlama 4\u5230Qwen2.5-VL\uff0c\u661f\u5b87\u667a\u7b97\u300c\u6a21\u578b\u52a8\u7269\u56ed\u300d\u4e00\u952e\u8c03\u7528\u5b9e\u6d4b\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cLlama 4 Maverick \u591a\u6a21\u6001\u4e00\u5f00\u6e90\uff0cGitHub Star \u6570 12 \u5c0f\u65f6\u7834\u4e07\uff0c\u53ef 80 GB \u6743\u91cd\u5374\u8ba9\u5168\u7403\u5f00\u53d1\u8005\u53eb\u82e6\uff1a\u4e24\u5929\u4e24\u591c\u8fd8\u6ca1\u8dd1\u8d77\u6765\u3002\u201d\u2014\u2014The Decoder \u4e0a\u5468\u5934\u6761<\/p>\n<\/blockquote>\n<h2>\u70ed\u70b9\uff1aLlama 4 \u6765\u4e86\uff0c\u786c\u76d8\u548c\u8010\u5fc3\u5374\u5148\u5d29\u6e83<\/h2>\n<p>Meta \u8fd9\u6b21\u628a\u56fe\u50cf\u3001\u89c6\u9891\u3001\u8bed\u97f3\u4e00\u6b21\u6027\u585e\u8fdb 70B \u53c2\u6570\uff0c\u6548\u679c\u70b8\u88c2\uff0c\u4f46\u5b98\u65b9\u5efa\u8bae\u201c\u81f3\u5c11 8\u00d7A100 + 1 TB \u9ad8\u901f\u672c\u5730\u76d8\u201d\u3002\u5bf9\u5927\u591a\u6570\u5b9e\u9a8c\u5ba4\u6216\u4e2a\u4eba\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u4e0b\u8f7d\u3001\u6821\u9a8c\u3001\u5207\u5206\u3001\u914d\u7f6e NCCL \u73af\u5883\uff0c\u5e73\u5747\u8017\u65f6 48 \u5c0f\u65f6\uff1b\u4e00\u65e6\u9a71\u52a8\u7248\u672c\u6216 CUDA \u5c0f\u7248\u672c\u9519\u4f4d\uff0c\u53c8\u5f97\u91cd\u6765\u3002\u75db\u70b9\u603b\u7ed3\u4e00\u53e5\u8bdd\uff1a<strong>\u6a21\u578b\u5f88\u4e30\u6ee1\uff0c\u73b0\u5b9e\u5f88\u9aa8\u611f<\/strong>\u3002<\/p>\n<h2>\u75db\u70b9\uff1a\u6743\u91cd 80 GB\uff0c\u4e0b\u8f7d+\u914d\u7f6e\u4e24\u5929<\/h2>\n<ul>\n<li>\u5e26\u5bbd\uff1a\u6309 1 Gbps \u4e13\u7ebf\u8dd1\u6ee1\uff0c80 GB \u9700 11 \u5206\u949f\uff0c\u53ef\u56fd\u5185\u8de8\u7701\u5e73\u5747 8 MB\/s\uff0c\u7406\u8bba 3 \u5c0f\u65f6\uff0c\u5b9e\u6d4b 6 \u5c0f\u65f6\u8d77\u6b65  <\/li>\n<li>\u5b58\u50a8\uff1a\u89e3\u538b\u540e 160 GB\uff0c\u518d\u52a0\u8f6c\u6362\u683c\u5f0f\u7f13\u5b58 300 GB\uff0c\u4e00\u5757\u6d88\u8d39\u7ea7 NVMe \u76f4\u63a5\u7ea2\u76d8  <\/li>\n<li>\u73af\u5883\uff1aPyTorch 2.5\u3001CUDA 12.3\u3001Transformers 4.46\u3001bitsandbytes\u2026\u2026\u4efb\u4f55\u4e00\u9897\u201c\u4f9d\u8d56\u96f7\u201d\u90fd\u4f1a\u8ba9\u8bad\u7ec3\u811a\u672c\u79d2\u62a5\u6bb5\u9519\u8bef  <\/li>\n<\/ul>\n<h2>\u89e3\u51b3\uff1a\u661f\u5b87\u667a\u7b97\u955c\u50cf\u5e02\u573a\u9884\u7f6e 10+ \u4e3b\u6d41\u5927\u6a21\u578b<\/h2>\n<p>\u5f53\u793e\u533a\u8fd8\u5728\u62fc\u7f51\u901f\u65f6\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u76f4\u63a5\u628a Llama 4 Maverick\u3001Qwen2.5-VL\u3001Stable Diffusion 3.5\u3001CodeLlama-70B \u7b49 10 \u4f59\u4e2a\u70ed\u95e8\u6a21\u578b\u505a\u6210\u201c\u5373\u542f\u955c\u50cf\u201d\u3002\u7528\u6237\u65e0\u9700\u4e0b\u8f7d\u6743\u91cd\uff0c\u4e5f\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u9a71\u52a8\uff0c\u53ea\u8981\uff1a<\/p>\n<ol>\n<li>\u6ce8\u518c\u8d26\u6237\uff08\u65b0\u7528\u6237\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u7ea6\u53ef\u8dd1 2 \u5c0f\u65f6 A100\uff09  <\/li>\n<li>\u8fdb\u5165\u300c\u6a21\u578b\u52a8\u7269\u56ed\u300d\u2192 \u70b9\u51fb\u300c\u542f\u52a8 Llama 4\u300d  <\/li>\n<li>\u5e73\u53f0\u81ea\u52a8\u5206\u914d NVIDIA A100 40G \u88f8\u91d1\u5c5e\uff0c\u7cfb\u7edf\u76d8\u9884\u88c5 CUDA 12.3\u3001PyTorch 2.5\u3001DeepSpeed\u3001vLLM  <\/li>\n<\/ol>\n<p>\u4ece\u6309\u4e0b\u6309\u94ae\u5230\u51fa\u73b0 <code>&gt;&gt;&gt;<\/code> \u4ea4\u4e92\u63d0\u793a\uff0c<strong>\u5168\u7a0b 90 \u79d2<\/strong>\uff0c\u771f\u6b63\u5b9e\u73b0\u201c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u50cf\u5f00\u6d4f\u89c8\u5668\u4e00\u6837\u7b80\u5355\u201d\u3002<\/p>\n<h2>\u6f14\u793a\uff1a\u70b9\u51fb\u300c\u542f\u52a8 Llama 4\u300d\u2192\u81ea\u52a8\u5206\u914d A100 40G<\/h2>\n<p>\u5728\u661f\u5b87\u667a\u7b97\u63a7\u5236\u53f0\uff0c\u9009\u62e9\u300cAI \u5e94\u7528\u300d\u6807\u7b7e\uff0c\u955c\u50cf\u540d <code>llama4-maverick-fp16-v1<\/code>\uff0c\u5b9e\u4f8b\u89c4\u683c <code>A100-40G-PCIe<\/code>\uff0c\u8ba1\u8d39\u6a21\u5f0f <code>\u6309\u91cf 1.98 \u5143\/\u5c0f\u65f6<\/code>\u3002\u542f\u52a8\u540e\u81ea\u52a8\u6253\u5f00 JupyterLab\uff0c\u5185\u7f6e\u63a8\u7406\u811a\u672c <code>infer.py<\/code>\uff1a<\/p>\n<pre><code class=\"language-bash\">python infer.py --prompt &quot;\u4e00\u5f20\u5b87\u822a\u5458\u5728\u706b\u661f\u9a91\u81ea\u884c\u8f66\u7684\u7167\u7247&quot; --multimodal\n<\/code><\/pre>\n<p>\u9996\u6b21\u51b7\u542f\u52a8 18 \u79d2\uff0c\u751f\u6210 1024\u00d71024 \u56fe\u50cf\u4ec5 4.3 \u79d2\uff1b\u5982\u5207\u6362\u5230 8-bit \u91cf\u5316\uff0c\u663e\u5b58\u5360\u7528 &lt; 24G\uff0c<strong>\u5355\u5361 A100 \u5373\u53ef\u5bf9\u8bdd+\u7ed8\u56fe<\/strong>\uff0c\u7701\u53bb\u591a\u5361\u901a\u4fe1\u70e6\u607c\u3002<\/p>\n<h2>\u6027\u80fd\uff1aFP16 \u63a8\u7406\u901f\u5ea6 312 TFLOPS<\/h2>\n<p>\u5728\u76f8\u540c\u786c\u4ef6\u4e0b\uff0c\u661f\u5b87\u667a\u7b97\u56e2\u961f\u7528\u81ea\u7f16\u8bd1\u7684 <code>cublasLt + flash-attn2<\/code> \u5185\u6838\u5bf9\u6bd4\u5b98\u65b9\u811a\u672c\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6846\u67b6<\/th>\n<th>\u541e\u5410\u91cf (tokens\/s)<\/th>\n<th>\u663e\u5b58\u5360\u7528<\/th>\n<th>\u5ef6\u8fdf (ms)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5b98\u65b9\u793a\u4f8b<\/td>\n<td>1,720<\/td>\n<td>38 GB<\/td>\n<td>210<\/td>\n<\/tr>\n<tr>\n<td>\u661f\u5b87\u955c\u50cf<\/td>\n<td>2,850<\/td>\n<td>34 GB<\/td>\n<td>128<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6362\u7b97 TFLOPS\uff0cFP16 \u5cf0\u503c 312\uff0c<strong>\u63d0\u5347 65%<\/strong>\uff0c\u8fd9\u610f\u5473\u7740\u540c\u6837\u9884\u7b97\u53ef\u8dd1\u66f4\u591a\u8fed\u4ee3\uff0c\u6216\u76f4\u63a5\u7528<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u505a\u5b9e\u65f6\u5bf9\u8bdd demo \u800c\u65e0\u9700\u989d\u5916\u91cf\u5316\u3002<\/p>\n<h2>\u9644\u52a0\uff1a\u5185\u7f6e\u6d77\u91cf\u516c\u5f00\u6570\u636e\u96c6\uff0c\u8bad\u7ec3\u4e0d\u518d\u627e URL<\/h2>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u628a 80% \u65f6\u95f4\u82b1\u5728\u201c\u627e\u6570\u636e\u3001\u6d17\u683c\u5f0f\u201d\u3002\u661f\u5b87\u667a\u7b97\u5728 <code>\/datasets<\/code> \u76ee\u5f55\u9884\u7f6e\uff1a<\/p>\n<ul>\n<li>LAION-5B\u3001COYO-700M \u591a\u6a21\u6001\u5bf9\u9f50\u8bed\u6599  <\/li>\n<li>FineWeb-Edu\u3001SlimPajama 600B \u6e05\u6d17\u6587\u672c  <\/li>\n<li>OCR-VQA\u3001ChartQA \u7b49 30+ \u5782\u76f4\u95ee\u7b54\u5bf9  <\/li>\n<\/ul>\n<p>\u6240\u6709\u6570\u636e\u5df2\u8f6c <code>parquet<\/code>\uff0c\u81ea\u5e26 <code>DataLoader<\/code> \u793a\u4f8b\uff0c\u53ef\u76f4\u63a5 <code>ddp<\/code> \u591a\u5361\u8bad\u7ec3\u3002\u7ed3\u5408\u5e73\u53f0<strong>\u8de8\u5b9e\u4f8b\u5171\u4eab\u7684\u6301\u4e45\u5316\u4e91\u5b58\u50a8<\/strong>\uff0c\u4e00\u6b21\u4e0b\u8f7d\uff0c\u591a\u5b9e\u4f8b\u6302\u8f7d\uff0c<strong>AI\u5e94\u7528<\/strong>\u5f00\u53d1\u518d\u4e5f\u4e0d\u7528\u5728\u767e\u5ea6\u7f51\u76d8\u548c\u8fc5\u96f7\u4e4b\u95f4\u6765\u56de\u8df3\u8f6c\u3002<\/p>\n<h2>\u7075\u6d3b\u8ba1\u8d39\uff0c\u6210\u672c\u7acb\u7701 60%<\/h2>\n<ul>\n<li>\u6309\u91cf\uff1aA100 40G \u6700\u4f4e 1.98 \u5143\/\u5c0f\u65f6\uff0c\u5173\u673a\u5373\u505c  <\/li>\n<li>\u5305\u65e5\uff1a38 \u5143\/\u5929\uff0c\u9002\u5408\u8c03\u53c2\u51b2\u523a  <\/li>\n<li>\u5305\u6708\uff1a798 \u5143\/\u6708\uff0c\u957f\u671f\u8bad\u7ec3\u6210\u672c\u5bf9\u6807\u81ea\u5efa 6 \u5361 RTX 4090 \u673a\u5668\uff0c\u4f46\u7701\u53bb 3 \u4e07\u5143\u9996\u4ed8 + \u7535\u8d39 + \u8fd0\u7ef4  <\/li>\n<\/ul>\n<p>\u82e5\u91c7\u7528\u300c<strong>\u65e0GPU\u542f\u52a8<\/strong>\u300d\u6a21\u5f0f\uff0c\u5148\u4ee5 CPU \u73af\u5883\u88c5\u5305\u3001\u8c03\u4ee3\u7801\uff0c0.3 \u5143\/\u5c0f\u65f6\uff1b\u8c03\u8bd5\u5b8c\u6210\u518d\u6302 A100\uff0c<strong>\u8bad\u7ec3\u9884\u7b97\u53ef\u518d\u964d\u4e00\u534a<\/strong>\u3002<\/p>\n<h2>\u771f\u5b9e\u7528\u6237\u6848\u4f8b<\/h2>\n<p><strong>\u5317\u4eac\u67d0\u9ad8\u6821 CV \u5b9e\u9a8c\u5ba4<\/strong><br \/>\n\u573a\u666f\uff1a\u4f7f\u7528 Qwen2.5-VL \u505a\u9065\u611f\u5f71\u50cf\u95ee\u7b54<br \/>\n\u8fc7\u53bb\uff1a\u81ea\u8d2d 4 \u5361 RTX 3090\uff0c\u4e0b\u8f7d+\u914d\u73af\u5883 3 \u5929\uff0c\u8bad\u7ec3 7 \u5929<br \/>\n\u73b0\u5728\uff1a\u661f\u5b87\u955c\u50cf\u76f4\u63a5\u542f\u52a8\uff0c\u6570\u636e\u5df2\u7f13\u5b58\uff0c<strong>\u5168\u7a0b 10 \u5929\u538b\u7f29\u5230 3 \u5929<\/strong>\uff0c\u8bba\u6587\u8d76\u4e0a NeurIPS \u622a\u7a3f<\/p>\n<p><strong>\u6df1\u5733 AR \u521d\u521b\u516c\u53f8<\/strong><br \/>\n\u573a\u666f\uff1a\u7ebf\u4e0b\u6d3b\u52a8\u5b9e\u65f6\u751f\u6210 3D \u8d34\u56fe<br \/>\n\u8fc7\u53bb\uff1a\u672c\u5730 2 \u5361 A6000\uff0c\u663e\u5b58\u4e0d\u8db3\uff0c\u9700\u538b\u7f29\u5230 512\u00d7512\uff0c\u6548\u679c\u7cca<br \/>\n\u73b0\u5728\uff1a\u661f\u5b87\u667a\u7b97 8\u00d7A100 \u6309\u9700\u62c9\u8d77\uff0c<strong>1 \u5c0f\u65f6 200 \u5143<\/strong>\u641e\u5b9a 4K \u8f93\u51fa\uff0c\u73b0\u573a\u7528\u6237\u76f4\u63a5\u626b\u7801\u4e0b\u8f7d<\/p>\n<h2>\u7ed3\u8bed\uff1a\u8ba9\u7b97\u529b\u56de\u5f52\u521b\u610f<\/h2>\n<p>\u4ece Llama 4 \u5230 Qwen2.5-VL\uff0c\u5927\u6a21\u578b\u8fed\u4ee3\u8d8a\u6765\u8d8a\u5feb\uff0c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u5df2\u4e0d\u53ea\u662f\u201c\u4e91\u4e3b\u673a\u201d\u90a3\u4e48\u7b80\u5355\uff0c\u800c\u662f\u5f00\u53d1\u8005\u4e0e\u521b\u610f\u4e4b\u95f4\u7684\u6700\u540e\u4e00\u9053\u95e8\u69db\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u300c\u6a21\u578b\u52a8\u7269\u56ed + \u5373\u542f\u955c\u50cf + \u6301\u4e45\u5316\u6570\u636e\u300d\u4e09\u4f4d\u4e00\u4f53\uff0c\u628a\u4e0b\u8f7d\u3001\u9a71\u52a8\u3001\u5b58\u50a8\u3001\u8fd0\u7ef4\u5c01\u88c5\u6210 90 \u79d2\u7684\u300c\u4e00\u952e\u4f53\u9a8c\u300d\uff0c\u8ba9\u4f60\u628a\u5b9d\u8d35\u7684 48 \u5c0f\u65f6\u7701\u4e0b\u6765\u505a\u771f\u6b63\u6709\u610f\u4e49\u7684\u521b\u65b0\u3002<\/p>\n<p>\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c<strong><a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a>\u5f00\u7bb1\u5373\u7528<\/strong>\uff0cLlama 4 \u6b63\u5728\u56ed\u533a\u91cc\u7b49\u4f60\u6295\u5582\u63d0\u793a\u8bcd\uff0c\u4e0b\u4e00\u5f20\u7206\u6b3e\u56fe\u50cf\u6216\u4e0b\u4e00\u4e2a\u884c\u4e1a\u5927\u6a21\u578b\uff0c\u6216\u8bb8\u5c31\u4ece\u8fd9 90 \u79d2\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cLlama 4 Maverick \u591a\u6a21\u6001\u4e00\u5f00\u6e90\uff0cGitHu&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2037,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2038","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":44,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2038","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=2038"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2038\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2037"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2038"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2038"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2038"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}