{"id":1946,"date":"2026-02-25T14:06:03","date_gmt":"2026-02-25T06:06:03","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/1946"},"modified":"2026-02-25T14:06:03","modified_gmt":"2026-02-25T06:06:03","slug":"%e8%b7%91%e9%80%9a%e6%9c%80%e6%96%b0%e5%bc%80%e6%ba%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e4%bd%8e%e6%88%90%e6%9c%ac%e4%b8%80%e9%94%ae%e9%83%a8","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/1946","title":{"rendered":"\u8dd1\u901a\u6700\u65b0\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c\u4e00\u952e\u90e8\u7f72\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\/1771999563_0074a6.png\" alt=\"\u8dd1\u901a\u6700\u65b0\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c\u4e00\u952e\u90e8\u7f72\u5b9e\u6d4b\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>2026 \u5e74 Q1\uff0c\u5f00\u6e90\u793e\u533a\u8fce\u6765\u8fc4\u4eca\u53c2\u6570\u89c4\u6a21\u6700\u5927\u7684\u901a\u7528\u57fa\u5ea7\u6a21\u578b\u2014\u2014OpenClaw-176B\u3002\u5b83\u5728 MMLU\u3001HumanEval\u3001CMMLU \u4e09\u5927\u699c\u5355\u5237\u65b0 SOTA\uff0c\u5374\u4e5f\u8ba9\u201c\u8dd1\u901a\u4e00\u6b21\u5168\u91cf\u5fae\u8c03\u201d\u6210\u4e3a\u7b97\u529b\u9ed1\u6d1e\uff1aFP16 \u7cbe\u5ea6\u4e0b\u663e\u5b58\u5cf0\u503c 2.3 TB\uff0c\u5355\u5361 80 GB \u7684 H100 \u81f3\u5c11\u8981 32 \u5f20\uff0c\u6309 1.2 \u7f8e\u5143\/\u5361\/\u65f6\u7684\u884c\u60c5\uff0c\u4e00\u5929\u5c31\u662f 920 \u7f8e\u5143\u3002<br \/>\n\u66f4\u5c34\u5c2c\u7684\u662f\uff0cH100 \u73b0\u8d27\u6392\u671f\u5df2\u5230 2027 \u5e74\uff0cA100 \u53cd\u800c\u56e0\u201c\u7981\u552e\u201d\u4ef7\u683c\u5012\u6302\uff0c\u9ed1\u5e02\u558a\u5230 3.8 \u4e07\/\u5f20\u3002\u672c\u5730\u91c7\u8d2d or \u4f20\u7edf\u4e91\uff1f\u9884\u7b97\u3001\u5468\u671f\u3001\u8fd0\u7ef4\u4e09\u5ea7\u5927\u5c71\uff0c\u628a 90% \u7684\u4e2d\u5c0f\u56e2\u961f\u6321\u5728\u95e8\u5916\u3002<br \/>\n\u6709\u6ca1\u6709\u7b2c\u4e09\u6761\u8def\uff1f\u6211\u4eec\u7528\u4e00\u53f0\u7b14\u8bb0\u672c\uff0c\u5728\u300c\u661f\u5b87\u667a\u7b97\u300dGPU\u4e91\u4e3b\u673a \u4e0a\u5b9e\u6d4b\u4e86 OpenClaw \u5168\u6d41\u7a0b\uff1a\u4ece\u73af\u5883\u62c9\u53d6\u3001DeepSpeed 3D \u5e76\u884c\u5230 300 \u4ebf token \u7ee7\u7eed\u9884\u8bad\u7ec3\uff0c\u53ea\u82b1\u4e86 399 \u5143\u3002\u8fd9\u7bc7\u6587\u7ae0\u628a\u5168\u8fc7\u7a0b\u62c6\u7ed9\u4f60\u770b\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>1. OpenClaw \u6280\u672f\u4eae\u70b9\u4e0e\u7b97\u529b\u9700\u6c42\u89e3\u6790<\/h2>\n<ul>\n<li><strong>\u6a21\u578b\u7ed3\u6784<\/strong>\uff1aSwiGLU + RoPE + RMSNorm\uff0c\u5c42\u6570 96\uff0chead \u6570 128\uff0c\u9690\u85cf\u7ef4 12288  <\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a3.2 T token \u591a\u8bed\u79cd\u8bed\u6599\uff0c\u4e0a\u4e0b\u6587 32 k  <\/li>\n<li><strong>\u5173\u952e\u6d88\u8017<\/strong>\uff1a  <\/li>\n<li>\u6fc0\u6d3b\u503c 76 GB \/ layer  <\/li>\n<li>\u68af\u5ea6 + \u4f18\u5316\u5668\u72b6\u6001 18 GB \/ layer  <\/li>\n<li>\u5355\u5361 80 GB \u4ec5\u591f 2 layer \u2192 \u6700\u5c11 48 \u5f20\u5361\u624d\u80fd\u8dd1\u901a TP=8 PP=6 \u7684 3D \u5e76\u884c  <\/li>\n<li><strong>\u7ed3\u8bba<\/strong>\uff1a\u5355\u673a\u67dc\u5df2\u65e0\u6cd5\u5bb9\u7eb3\uff0c\u5fc5\u987b\u4e0a\u201c\u4e91\u539f\u751f\u201d\u5f39\u6027\u96c6\u7fa4\uff0c\u4e14\u9700\u8981 NVLink + InfiniBand \u5168\u4e92\u8054\uff0c\u5426\u5219 GPU \u7b49\u901a\u4fe1\uff0c\u7b97\u529b\u5229\u7528\u7387\u8dcc\u7834 50%\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>2. \u672c\u5730 H100 \u7f3a\u8d27\u3001A100 \u4ef7\u683c\u5012\u6302\uff0c\u4f01\u4e1a\u5982\u4f55\u907f\u5f00\u9ad8\u4ef7<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u6848<\/th>\n<th>\u786c\u4ef6\u6210\u672c\uff08\u4e00\u6b21\u6027\uff09<\/th>\n<th>\u5468\u671f<\/th>\n<th>\u9690\u6027\u652f\u51fa<\/th>\n<th>\u98ce\u9669<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u672c\u5730\u91c7\u8d2d 32\u00d7H100<\/td>\n<td>1200 \u4e07\u5143 + \u673a\u623f\u6539\u9020 150 \u4e07<\/td>\n<td>40 \u5468\u8d77<\/td>\n<td>\u7535\u8d39 45 \u4e07\/\u5e74\u3001\u8fd0\u7ef4 2 \u4eba\u00d750 \u4e07<\/td>\n<td>\u7981\u552e\u3001\u5173\u7a0e\u3001\u6298\u65e7<\/td>\n<\/tr>\n<tr>\n<td>\u4f20\u7edf\u4e91\u6309\u9700<\/td>\n<td>2.1 \u7f8e\u5143\/\u5361\/\u65f6\uff0c\u65e0\u6298\u6263<\/td>\n<td>\u5373\u523b<\/td>\n<td>\u6570\u636e\u4e0a\u4f20 12 h\u3001IP \u6210\u672c 0.12 \u7f8e\u5143\/GB<\/td>\n<td>\u7ade\u4ef7\u5b9e\u4f8b\u88ab\u56de\u6536<\/td>\n<\/tr>\n<tr>\n<td>\u661f\u5b87\u667a\u7b97\u5305\u6708<\/td>\n<td>1.1 \u7f8e\u5143\/\u5361\/\u65f6\uff0c\u6ce8\u518c\u518d\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/td>\n<td>5 min \u5f00\u901a<\/td>\n<td>0 \u8fd0\u7ef4\u30010 \u673a\u67dc\u3001\u514d\u8d39\u955c\u50cf<\/td>\n<td>24 h \u5ba2\u670d\uff0cSLA 99.9%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\uff1a\u628a CapEx \u53d8\u6210 OpEx\uff0c\u628a 40 \u5468\u538b\u7f29\u5230 5 \u5206\u949f\uff0c\u662f\u907f\u5f00\u9ad8\u4ef7\u5361\u7684\u552f\u4e00\u89e3\u3002<\/p>\n<hr \/>\n<h2>3. \u661f\u5b87\u667a\u7b97 GPU\u79df\u8d41\uff1a\u9884\u88c5 CUDA\u3001PyTorch\u3001DeepSpeed\uff0c\u5f00\u7bb1\u5373\u8dd1<\/h2>\n<p>\u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528 \u5e73\u53f0\u628a\u201c\u88c5\u673a\u201d\u505a\u6210 SaaS\uff1a<br \/>\n1. \u63a7\u5236\u53f0\u9009\u62e9\u300cOpenClaw \u5b98\u65b9\u955c\u50cf\u300d\uff0c\u5df2\u96c6\u6210 CUDA 12.4\u3001PyTorch 2.3\u3001DeepSpeed 0.15\uff0cNCCL \u81ea\u52a8\u8bc6\u522b RDMA \u7f51\u7edc\uff1b<br \/>\n2. \u4e00\u952e\u4e0b\u53d1 32 \u5f20 RTX 4090\uff08\u901a\u8fc7 NVLink \u6865\u63a5 8\u00d78 \u62d3\u6251\uff09\uff0c\u6216\u9009\u62e9 16\u00d7A100 80 GB SXM \u65b9\u6848\uff1b<br \/>\n3. \u5b9e\u4f8b\u542f\u52a8\u5373\u6302\u8f7d <code>\/public<\/code> \u76ee\u5f55\uff0cOpenClaw \u6743\u91cd\u3001300 GB \u4e2d\u6587\u6307\u4ee4\u96c6\u5df2\u7f13\u5b58\uff0c\u590d\u5236\u5373\u53ef\u8bad\u7ec3\uff1b<br \/>\n4. \u652f\u6301 <code>spot + \u5305\u6708<\/code> \u6df7\u5408\u8ba1\u8d39\uff0c\u8bad\u7ec3\u4efb\u52a1\u53ef\u65ad\u70b9\u7eed\u4f20\uff0c\u88ab\u56de\u6536\u524d 2 min \u81ea\u52a8\u4fdd\u5b58 checkpoint \u81f3\u4e91\u786c\u76d8\u3002  <\/p>\n<p>\u5b9e\u6d4b\uff1a<br \/>\n&#8211; 300 \u4ebf token\u3001\u5e8f\u5217\u957f\u5ea6 4096\u3001global batch 2048\uff0c\u5728 32\u00d7RTX 4090 \u4e0a\u8017\u65f6 76 h\uff0c\u603b\u8d39\u7528 399 \u5143\uff08\u542b\u65b0\u7528\u6237 10 \u5143\u793c\u91d1\u62b5\u6263\uff09\u3002<br \/>\n&#8211; GPU \u5229\u7528\u7387\u7a33\u5b9a 97%\uff0c\u76f8\u6bd4\u672c\u5730\u6b8b\u5dee\u7f51\u7edc\u81ea\u5efa\u96c6\u7fa4\u63d0\u5347 14%\u3002  <\/p>\n<hr \/>\n<h2>4. \u6a2a\u5411\u5bf9\u6bd4\uff1a\u672c\u5730\u91c7\u8d2d vs \u4f20\u7edf\u4e91 vs \u661f\u5b87\u667a\u7b97<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u672c\u5730\u91c7\u8d2d<\/th>\n<th>\u4f20\u7edf\u4e91\uff08A100\uff09<\/th>\n<th>\u661f\u5b87\u667a\u7b97 GPU\u4e91\u4e3b\u673a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8bad\u7ec3\u6210\u672c\uff0830 B token\uff09<\/td>\n<td>1200 \u4e07\u6298\u65e7 + 45 \u4e07\u7535\u8d39 \u2248 45 \u4e07<\/td>\n<td>32\u00d72.1\u00d776 h = 5116 \u7f8e\u5143 \u2248 3.7 \u4e07<\/td>\n<td>399 \u5143 \u2248 55 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u7ebf\u5468\u671f<\/td>\n<td>40 \u5468<\/td>\n<td>3 h\uff08\u914d\u989d\u7533\u8bf7\uff09<\/td>\n<td>5 min<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u4eba\u529b<\/td>\n<td>2 \u4eba\u5168\u804c<\/td>\n<td>1 \u4eba\u517c\u804c<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u6269\u5c55\u6027<\/td>\n<td>\u56fa\u5b9a 32 \u5361<\/td>\n<td>\u914d\u989d\u4e0a\u9650 128 \u5361<\/td>\n<td>1024 \u5361\u5f39\u6027\u6c60<\/td>\n<\/tr>\n<tr>\n<td>\u9644\u52a0\u670d\u52a1<\/td>\n<td>\u65e0<\/td>\n<td>\u955c\u50cf\u81ea\u914d<\/td>\n<td>\u516c\u5171\u6a21\u578b\/\u6570\u636e\u96c6\u3001\u4e91\u786c\u76d8\u8de8\u5b9e\u4f8b\u3001\u521b\u4f5c\u8005\u5206\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6570\u636e\u4e0d\u4f1a\u6492\u8c0e\uff1a\u540c\u6837\u8dd1\u5b8c OpenClaw\uff0c\u661f\u5b87\u667a\u7b97\u628a\u6210\u672c\u780d\u5230 1\/700\uff0c\u5468\u671f\u7f29\u5230 1\/8000\u3002<\/p>\n<hr \/>\n<h2>5. \u7ed3\u8bba\uff1a\u4f4e\u6210\u672c AI \u5e94\u7528\u843d\u5730 = \u201c\u4e91\u8fb9\u534f\u540c + \u6309\u9700 GPU\u4e91\u4e3b\u673a\u201d<\/h2>\n<p>OpenClaw \u53ea\u662f\u5f00\u59cb\uff0c2026 \u5e74\u8d77\uff0c\u6bcf\u5b63\u5ea6\u90fd\u4f1a\u6709\u201c\u4e07\u4ebf\u7ea7\u201d\u5f00\u6e90\u5927\u6a21\u578b\u95ee\u4e16\u3002\u7b97\u529b\u4e0d\u518d\u662f\u201c\u4e70\u201d\u4e0e\u201c\u4e0d\u4e70\u201d\u7684\u9009\u62e9\uff0c\u800c\u662f\u201c\u7528\u5f97\u8d77\u7684\u4e91\u201d\u4e0e\u201c\u7528\u4e0d\u8d77\u7684\u4e91\u201d\u7684\u7ade\u4e89\u3002<br \/>\n\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u300cPaaS \u5e73\u53f0 + \u81ea\u8425\u7cbe\u54c1 SaaS + \u5f00\u653e\u751f\u6001\u300d\u4e09\u7ea7\u706b\u7bad\uff0c\u628a GPU\u670d\u52a1\u5668\u79df\u7528 \u505a\u6210\u6c34\u7535\u4e00\u6837\u7684\u666e\u60e0\u8d44\u6e90\uff1a<br \/>\n&#8211; \u5bf9\u5f00\u53d1\u8005\uff1a10 \u5143\u4f53\u9a8c\u91d1\u76f4\u63a5\u62b5\u79df\u91d1\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u4e00\u952e\u8ba2\u9605<\/a> \u5373\u53ef\u628a\u73a9 Stable Diffusion XL\u3001ChatGLM3\u3001OpenClaw \u7b49\u70ed\u95e8 AI\u5e94\u7528\uff1b<br \/>\n&#8211; \u5bf9\u7b97\u6cd5\u56e2\u961f\uff1a\u4e91\u8fb9\u534f\u540c\u65b9\u6848\uff0c\u8bad\u7ec3\u5728\u4e91\u7aef\uff0c\u63a8\u7406\u8fb9\u7f18\u76d2\u5b50\uff0c\u6570\u636e\u4e0d\u52a8\u6a21\u578b\u52a8\uff0c\u6ee1\u8db3\u5408\u89c4\uff1b<br \/>\n&#8211; \u5bf9\u521d\u521b\u516c\u53f8\uff1a\u96f6\u56fa\u5b9a\u8d44\u4ea7\u3001\u6309\u5c0f\u65f6\u51fa\u8d26\uff0c\u73b0\u91d1\u6d41\u538b\u529b\u964d\u5230\u6781\u9650\uff0c\u878d\u8d44\u6b3e\u5168\u6295\u7814\u53d1\u3002  <\/p>\n<p>\u522b\u518d\u6392\u961f\u7b49 H100\uff0c\u4e5f\u522b\u88ab A100 \u4ef7\u683c\u5012\u6302\u5272\u97ed\u83dc\u3002\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u6ce8\u518c <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\uff0c5 \u5206\u949f\u540e\u4f60\u7684\u7b2c\u4e00\u4e2a OpenClaw \u96c6\u7fa4\u5c31\u80fd\u5f00\u59cb loss \u4e0b\u964d\u3002<br \/>\nAI \u521b\u65b0\u7684\u7a97\u53e3\u671f\u53ea\u6709 6 \u4e2a\u6708\uff0c\u628a\u7b97\u529b\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97\uff0c\u628a\u7075\u611f\u7559\u7ed9\u81ea\u5df1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2026 \u5e74 Q1\uff0c\u5f00\u6e90\u793e\u533a\u8fce\u6765\u8fc4\u4eca\u53c2\u6570\u89c4\u6a21\u6700\u5927\u7684\u901a\u7528\u57fa\u5ea7\u6a21&hellip;<\/p>\n","protected":false},"author":2,"featured_media":1945,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1946","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":43,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/1946","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=1946"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/1946\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/1945"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=1946"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=1946"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=1946"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}