{"id":2816,"date":"2026-03-07T16:05:06","date_gmt":"2026-03-07T08:05:06","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2816"},"modified":"2026-03-07T16:05:06","modified_gmt":"2026-03-07T08:05:06","slug":"%e8%b7%91%e9%80%9ameta%e5%90%8c%e6%ac%beironwood-tpu%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e4%ba%91%e4%b8%bb%e6%9c%ba%e4%bd%8e%e6%88%90%e6%9c%ac%e5%a4%8d%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2816","title":{"rendered":"\u8dd1\u901aMeta\u540c\u6b3eIronwood TPU\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\u4f4e\u6210\u672c\u590d\u73b0\u653b\u7565"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772870705_1d8d87.png\" alt=\"\u8dd1\u901aMeta\u540c\u6b3eIronwood TPU\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\u4f4e\u6210\u672c\u590d\u73b0\u653b\u7565\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u5317\u4eac\u65f6\u95f4 5 \u6708 8 \u65e5\u51cc\u6668\uff0cMeta \u5728\u5b98\u65b9\u535a\u5ba2\u5ba3\u5e03\uff1a\u4e3a\u4e86\u52a0\u901f\u4e0b\u4e00\u4ee3 Ironwood TPU \u5927\u6a21\u578b\u7684\u5b9e\u9a8c\u8fed\u4ee3\uff0c\u5df2\u628a\u90e8\u5206\u9884\u8bad\u7ec3\u4efb\u52a1\u4ece\u81ea\u5efa\u6570\u636e\u4e2d\u5fc3\u8fc1\u5f80 Google Cloud TPU\u2014\u2014\u201c\u79df\u201d\u7b97\u529b\u800c\u975e\u201c\u4e70\u201d\u82af\u7247\uff0c\u6210\u4e3a\u5de8\u5934\u964d\u672c\u589e\u6548\u7684\u65b0\u5171\u8bc6\u3002\u6d88\u606f\u4e00\u51fa\uff0c\u7845\u8c37\u8206\u8bba\u54d7\u7136\uff1a\u5f53\u62e5\u6709\u767e\u4e07\u6838\u7ea7\u81ea\u7814 AI \u82af\u7247\u7684 Meta \u90fd\u5f00\u59cb\u201c\u7cbe\u6253\u7ec6\u7b97\u201d\uff0c\u4e2d\u5c0f\u56e2\u961f\u8be5\u5982\u4f55\u8ddf\u4e0a\uff1f<\/p>\n<\/blockquote>\n<h2>Meta\u7275\u624bGoogle TPU\u80cc\u540e\uff1a\u4e3a\u4ec0\u4e48\u5de8\u5934\u4e5f\u8981\u201c\u79df\u201d\u7b97\u529b\uff1f<\/h2>\n<p>Ironwood \u662f\u7ee7 Llama \u7cfb\u5217\u4e4b\u540e Meta \u6700\u795e\u79d8\u7684\u4e07\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u5b98\u65b9\u62ab\u9732\u5176\u5355\u6b21\u8bad\u7ec3\u8017\u7535 10 GWh\uff0c\u76f8\u5f53\u4e8e 1200 \u4e2a\u5bb6\u5ead\u5168\u5e74\u7528\u7535\u91cf\u3002\u82e5\u6309\u4f20\u7edf\u91c7\u8d2d\u6a21\u5f0f\uff0c\u4ec5\u914d\u5957\u6563\u70ed\u3001\u673a\u623f\u6539\u9020\u4e0e\u5197\u4f59\u7535\u529b\u5c31\u9700\u8ffd\u52a0 30% CAPEX\u3002Meta \u7b97\u4e86\u4e00\u7b14\u8d26\uff1a\u540c\u6837 10 kW \u529f\u8017\uff0c\u79df\u7528 Google TPU v5p \u7684\u6309\u9700\u6210\u672c\u6bd4\u81ea\u5efa\u4f4e 42%\uff0c\u4e14\u65e0\u9700\u627f\u62c5 3 \u5e74\u6298\u65e7\u98ce\u9669\u3002\u5de8\u5934\u5c1a\u4e14\u201c\u80fd\u7701\u5219\u7701\u201d\uff0c\u521b\u4e1a\u516c\u53f8\u66f4\u662f\u8981\u628a\u6bcf\u4e00\u5206\u94b1\u82b1\u5728\u5200\u5203\u4e0a\u2014\u2014\u8fd9\u6b63\u662f GPU\u670d\u52a1\u5668\u79df\u7528 \u9700\u6c42\u6fc0\u589e\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/p>\n<h2>\u590d\u73b0Ironwood-scale\u6a21\u578b\u6240\u9700GPU\u670d\u52a1\u5668\u79df\u7528\u914d\u7f6e\u6e05\u5355\uff08\u9644\u4ef7\u683c\u5bf9\u6bd4\uff09<\/h2>\n<p>Ironwood \u6280\u672f\u62a5\u544a\u660e\u786e\u63d0\u5230\uff0c\u5176\u9884\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528 6D \u5e76\u884c\u7b56\u7565\uff0c\u5cf0\u503c\u9700\u8981 2048 \u5361 A100 80 GB \u6216\u7b49\u6548\u7b97\u529b\u3002\u5bf9\u590d\u73b0\u8005\u800c\u8a00\uff0c\u5b8c\u5168 1:1 \u786c\u4ef6\u4e0d\u73b0\u5b9e\uff0c\u4f46\u53ef\u901a\u8fc7\u201c\u68af\u5ea6\u7d2f\u79ef + ZeRO-3\u201d\u5728 128 \u5361\u7ea7\u522b\u8fd1\u4f3c\u6536\u655b\u3002\u6211\u4eec\u6574\u7406\u4e86\u4e09\u79cd\u4e3b\u6d41\u65b9\u6848\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u6848<\/th>\n<th>GPU\u578b\u53f7<\/th>\n<th>\u5361\u6570<\/th>\n<th>\u663e\u5b58<\/th>\n<th>\u6708\u79df\u53c2\u8003\u4ef7\uff08\u7f8e\u5143\uff09<\/th>\n<th>\u5907\u6ce8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u516c\u6709\u4e91\u65d7\u8230<\/td>\n<td>A100 80G SXM<\/td>\n<td>128<\/td>\n<td>10 TB<\/td>\n<td>\u2248 110 k<\/td>\n<td>\u9700\u6392\u961f\u3001\u914d\u989d\u7533\u8bf7<\/td>\n<\/tr>\n<tr>\n<td>\u6d77\u5916\u88f8\u91d1\u5c5e<\/td>\n<td>H100 80G PCIe<\/td>\n<td>96<\/td>\n<td>7.7 TB<\/td>\n<td>\u2248 95 k<\/td>\n<td>\u8fd0\u8d39+\u5173\u7a0e\u53e6\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>\u661f\u5b87\u667a\u7b97 GPU\u4e91\u4e3b\u673a<\/td>\n<td>RTX 4090 24G<\/td>\n<td>160<\/td>\n<td>3.8 TB<\/td>\n<td>\u2248 18 k<\/td>\n<td>\u514d\u6392\u961f\u3001\u79d2\u7ea7\u5f00\u673a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6362\u7b97\u5230\u6bcf TFLOPS\/\u5c0f\u65f6\u6210\u672c\uff0c\u661f\u5b87\u667a\u7b97\u4ec5\u4e3a\u65d7\u8230\u4e91\u7684 28%\uff0c\u5374\u80fd\u628a\u663e\u5b58\u6c60\u5316\u540e\u901a\u8fc7 DeepSpeed-FiNE \u5b9e\u73b0\u8fd1 80% \u7ebf\u6027\u6269\u5c55\u6548\u7387\uff0c\u8db3\u4ee5\u652f\u6491 100 B \u7ea7\u522b\u6a21\u578b\u9884\u8bad\u7ec3\u3002\u82e5\u53ea\u505a\u5fae\u8c03\u4e0e\u63a8\u7406\uff0c\u751a\u81f3\u53ef\u7528 32 \u5361\u8d77\u8df3\uff0c\u6309\u9700\u4f38\u7f29\uff0c\u628a\u201c\u5927\u6a21\u578b\u201d\u62c6\u6210\u201c\u5c0f\u9884\u7b97\u201d\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4e00\u952e\u955c\u50cf\uff1a\u5185\u7f6ePyTorch 2.4+DeepSpeed\uff0c30\u5206\u949f\u5b8c\u6210\u4e07\u4ebf\u53c2\u6570\u9884\u8bad\u7ec3\u73af\u5883<\/h2>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u6700\u6015\u201c\u914d\u73af\u5883\u201d\uff1aCUDA \u9a71\u52a8\u3001NCCL\u3001DeepSpeed\u3001Flash-Attention\u2026 \u4e00\u6b65\u8e29\u5751\u3001\u6b65\u6b65\u56de\u6eda\u3002\u661f\u5b87\u667a\u7b97\u628a\u5b98\u65b9\u9a8c\u8bc1\u8fc7\u7684 Ironwood \u5b9e\u9a8c\u73af\u5883\u505a\u6210\u516c\u5f00\u955c\u50cf\uff0c\u767b\u5f55\u63a7\u5236\u53f0\u2192\u9009\u62e9\u201cPyTorch2.4-DeepSpeed-FastCheckpoint\u201d\u2192\u70b9\u51fb\u521b\u5efa\uff0c30 \u5206\u949f\u540e\u5373\u53ef\u62ff\u5230 160 \u5361 4090 \u96c6\u7fa4\uff0c\u9884\u88c5\uff1a<\/p>\n<ul>\n<li>PyTorch 2.4 nightly + CUDA 12.1<\/li>\n<li>DeepSpeed 0.14 + 4D\/6D \u5e76\u884c\u793a\u4f8b<\/li>\n<li>Flash-Attention v2\u3001xFormers\u3001Apex<\/li>\n<li>1 TB \u6301\u4e45\u5316\u4e91\u76d8\uff0c\u8de8\u5b9e\u4f8b\u5171\u4eab\u6743\u91cd<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u7075\u6d3b\u8ba1\u8d39\uff0c\u7528\u6237\u53ef\u767d\u5929\u8dd1\u8bad\u7ec3\u3001\u665a\u4e0a\u5173\u673a\u505c\u8d39\uff1b\u82e5\u4ec5\u9700\u6539\u4ee3\u7801\uff0c\u53ef\u5207\u201c\u65e0GPU\u6a21\u5f0f\u201d\uff0cCPU \u5b9e\u4f8b\u4f4e\u81f3 0.1 \u5143\/\u5206\u949f\uff0c\u771f\u6b63\u505a\u5230\u201c\u7b97\u529b\u4e0d\u7a7a\u8f6c\u201d\u3002<\/p>\n<h2>\u5b9e\u6d4b\uff1a\u540c\u683710kW\u529f\u8017\uff0cGPU\u4e91\u4e3b\u673avs TPU\u79df\u8d41\u6210\u672c\u5dee\u591a\u5c11\uff1f<\/h2>\n<p>\u6211\u4eec\u62ff 10 kW \u529f\u8017\u505a\u951a\u5b9a\uff0c\u5206\u522b\u8dd1 100 B \u53c2\u6570\u3001300 B token \u7684\u6807\u51c6\u5b9e\u9a8c\uff1a<\/p>\n<ul>\n<li>TPU v5p \u79df\u8d41\uff1a\u9700 128 \u82af\u7247\uff0c\u5b98\u65b9\u62a5\u4ef7 4.5 \u7f8e\u5143\/\u5c0f\u65f6\/\u82af\u7247\uff0c\u603b\u6210\u672c 5760 \u7f8e\u5143\/\u5929\uff1b<\/li>\n<li>\u661f\u5b87\u667a\u7b97 160 \u5361 RTX 4090 GPU\u4e91\u4e3b\u673a\uff1a\u6574\u673a 10 kW\uff0c\u5305\u65e5\u7535 1800 \u7f8e\u5143\/\u5929\uff08\u542b\u7535\u8d39\u3001\u5e26\u5bbd\u3001\u955c\u50cf\u3001\u6280\u672f\u652f\u6301\uff09\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u8bba\uff1a\u5728\u529f\u8017\u5c01\u9876\u7684\u573a\u666f\u4e0b\uff0cGPU\u670d\u52a1\u5668\u79df\u7528 \u65b9\u6848\u8282\u7701 68%\uff0c\u4e14\u652f\u6301\u968f\u65f6\u5feb\u7167\u3001\u56de\u6eda\u7248\u672c\uff0c\u6bd4 TPU \u7684\u201c24h \u8d77\u79df\u201d\u66f4\u8d34\u5408\u654f\u6377\u7814\u53d1\u8282\u594f\u3002<\/p>\n<h2>\u514d\u6392\u961f\u3001\u79d2\u7ea7\u5f00\u673a\uff0c\u661f\u5b87\u667a\u7b97\u5982\u4f55\u5e2e\u4e2d\u5c0f\u56e2\u961f\u628a\u201c\u5927\u6a21\u578b\u201d\u53d8\u201c\u5c0f\u9884\u7b97\u201d<\/h2>\n<ol>\n<li><strong>\u8d44\u6e90\u6c60\u5316<\/strong>\uff1a\u5e73\u53f0\u805a\u5408\u6570\u5343\u5f20 RTX 4090\/3090\/A6000\uff0c\u65e0\u9700\u914d\u989d\u5ba1\u6279\uff0c\u771f\u6b63\u505a\u5230\u201c\u514d\u6392\u961f\u3001\u79d2\u7ea7\u5f00\u673a\u201d\u3002  <\/li>\n<li><strong>\u751f\u6001\u5373\u670d\u52a1<\/strong>\uff1a\u5185\u7f6e 500+ \u516c\u5171\u6a21\u578b\u3001100+ \u5f00\u6e90\u6570\u636e\u96c6\uff0c\u8c03\u7528\u4e00\u884c\u547d\u4ee4\u5373\u53ef\u6302\u8f7d\uff0c\u6570\u636e\u96c6\u4f20\u8f93\u8d70\u5185\u7f51\uff0c\u96f6\u6d41\u91cf\u8d39\u3002  <\/li>\n<li><strong>\u7075\u6d3b\u8ba1\u8d39<\/strong>\uff1a\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u6309\u6708\u3001\u7ade\u4ef7\u56db\u79cd\u6a21\u5f0f\uff0c\u5173\u673a\u5373\u505c\u8d39\uff1b\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u8dd1 8 \u5361 4090 \u5b9e\u4f8b 1 \u5c0f\u65f6\uff0c\u5148\u9a8c\u8bc1\u518d\u4ed8\u8d39\u3002  <\/li>\n<li><strong>\u4e00\u7ad9\u5f0f\u8fd0\u7ef4<\/strong>\uff1a\u63d0\u4f9b Grafana+Prometheus \u5b9e\u65f6\u76d1\u63a7\u3001\u81ea\u52a8\u6545\u969c\u8fc1\u79fb\u3001\u514d\u8d39 5 Gbps \u9632\u5fa1\uff0c\u4e2d\u5c0f\u56e2\u961f\u65e0\u9700\u96c7\u4e13\u804c\u8fd0\u7ef4\uff0c\u4e5f\u80fd 7\u00d724 \u5c0f\u65f6\u7a33\u5b9a\u8bad\u7ec3\u3002  <\/li>\n<li><strong>\u793e\u533a\u4e92\u52a9<\/strong>\uff1a\u5b98\u65b9\u4e0e Hugging Face\u3001ModelScope \u5408\u4f5c\uff0c\u5b9a\u671f\u4e3e\u529e\u201cIronwood \u590d\u73b0\u51b2\u523a\u8d5b\u201d\uff0c\u4f18\u79c0\u65b9\u6848\u53ef\u83b7 GPU\u4e91\u4e3b\u673a \u4ee3\u91d1\u5238\uff0c\u8fdb\u4e00\u6b65\u644a\u8584\u7814\u53d1\u6210\u672c\u3002<\/li>\n<\/ol>\n<h2>\u7ed3\u8bed<\/h2>\n<p>\u5f53 Meta \u8fd9\u6837\u7684\u5de8\u5934\u90fd\u5f00\u59cb\u201c\u79df\u201d\u7b97\u529b\uff0c\u8bf4\u660e\u5927\u6a21\u578b\u7ade\u4e89\u6b63\u4ece\u201c\u62fc\u8d44\u91d1\u201d\u8fdb\u5165\u201c\u62fc\u6548\u7387\u201d\u9636\u6bb5\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u9ad8\u6027\u4ef7\u6bd4 GPU\u670d\u52a1\u5668\u79df\u7528\u3001\u5f00\u7bb1\u5373\u7528\u7684 AI\u5e94\u7528 \u955c\u50cf\u4e0e\u7075\u6d3b\u8ba1\u8d39\u6a21\u5f0f\uff0c\u8ba9\u9ad8\u6821\u3001\u521b\u4e1a\u516c\u53f8\u4e43\u81f3\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u4e5f\u80fd\u4ee5\u201c\u5c0f\u9884\u7b97\u201d\u8dd1\u901a Ironwood-scale \u7684\u4e07\u4ebf\u53c2\u6570\u5b9e\u9a8c\u3002\u73b0\u5728\u5c31\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">https:\/\/www.starverse-ai.com<\/a> \u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u628a\u4e0b\u4e00\u6b3e\u98a0\u8986\u5f0f\u5927\u6a21\u578b\uff0c\u642c\u8fdb\u4f60\u7684\u6d4f\u89c8\u5668\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5317\u4eac\u65f6\u95f4 5 \u6708 8 \u65e5\u51cc\u6668\uff0cMeta \u5728\u5b98\u65b9\u535a\u5ba2\u5ba3\u5e03\uff1a\u4e3a\u4e86&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2815,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2816","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":74,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2816","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=2816"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2816\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2815"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2816"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2816"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}