{"id":7111,"date":"2026-07-28T16:20:56","date_gmt":"2026-07-28T08:20:56","guid":{"rendered":"https:\/\/nullthought.net\/?p=7111"},"modified":"2026-07-28T16:28:29","modified_gmt":"2026-07-28T08:28:29","slug":"%e5%af%b9%e4%ba%8e2-8%e4%b8%87%e4%ba%bf%e6%80%bb%e5%8f%82%e6%95%b0%e4%bd%93%e9%87%8f%e7%9a%84kimi-k3%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%a6%81%e8%83%bd%e5%a4%9f%e9%a1%ba%e7%95%85%e8%bf%90%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7111","title":{"rendered":"\u5bf9\u4e8e2.8\u4e07\u4ebf\u603b\u53c2\u6570\u4f53\u91cf\u7684Kimi-K3\u5927\u6a21\u578b\uff0c\u8981\u80fd\u591f\u987a\u7545\u8fd0\u884c\u63a8\u7406\uff0c\u6240\u8fd0\u884c\u7684\u670d\u52a1\u5668\u5e94\u8be5\u6709\u600e\u6837\u7684\u914d\u7f6e\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u622a\u81f3 <strong>2026\u5e747\u670828\u65e5<\/strong>\uff0cKimi-K3 \u7684\u5b98\u65b9\u6743\u91cd\u5df2\u7ecf\u53d1\u5e03\u3002\u5b83\u4e0d\u662f\u666e\u901a\u7684\u767e\u4ebf\u6216\u5343\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u603b\u53c2\u6570\u91cf\uff1a2.8\u4e07\u4ebf<\/strong><\/li>\n\n\n\n<li><strong>\u6bcf\u4e2a token \u6fc0\u6d3b\u53c2\u6570\uff1a\u7ea61040\u4ebf<\/strong><\/li>\n\n\n\n<li><strong>MoE\u4e13\u5bb6\u6570\uff1a896\u4e2a\uff0c\u6bcf\u4e2a token \u9009\u62e916\u4e2a<\/strong><\/li>\n\n\n\n<li><strong>\u539f\u751f\u6743\u91cd\uff1aMXFP4\uff0c\u6fc0\u6d3b\u503cMXFP8<\/strong><\/li>\n\n\n\n<li><strong>\u6700\u957f\u4e0a\u4e0b\u6587\uff1a\u7ea6100\u4e07 token<\/strong><\/li>\n\n\n\n<li>Hugging Face \u6743\u91cd\u4ed3\u5e93\u5927\u5c0f\u7ea6 <strong>1.56TB<\/strong>\uff0c\u5171\u5206\u621096\u4e2a\u6743\u91cd\u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5b83\u7684\u201c\u6700\u4f4e\u53ef\u8fd0\u884c\u914d\u7f6e\u201d\u5df2\u7ecf\u4e0d\u662f\u4e00\u53f0\u666e\u901a8\u5361H100\u670d\u52a1\u5668\uff0c\u800c\u662f<strong>\u603b\u663e\u5b58\u8fbe\u5230\u7ea62TB\u7684\u6570\u636e\u4e2d\u5fc3\u7ea7GPU\u670d\u52a1\u5668\u6216GPU\u96c6\u7fa4<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"705\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-4.png\" alt=\"\" class=\"wp-image-7114\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-4.png 950w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-4-300x223.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-4-768x570.png 768w\" sizes=\"auto, (max-width: 950px) 100vw, 950px\" \/><figcaption class=\"wp-element-caption\">moonshotai\/Kimi-K3<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u5148\u7ed9\u51fa\u914d\u7f6e\u7ed3\u8bba<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u90e8\u7f72\u6863\u4f4d<\/th><th>GPU\u914d\u7f6e<\/th><th>\u603b\u663e\u5b58<\/th><th>\u9002\u7528\u60c5\u51b5<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6700\u4f4e\u4e14\u6700\u63a8\u8350\u7684\u5355\u673a\u914d\u7f6e<\/strong><\/td><td>8\u00d7NVIDIA B300 288GB<\/td><td>2.304TB<\/td><td>\u5355\u7528\u6237\u3001\u7814\u53d1\u3001\u4f4e\u5230\u4e2d\u7b49\u5e76\u53d1<\/td><\/tr><tr><td><strong>AMD\u5355\u673a\u65b9\u6848<\/strong><\/td><td>8\u00d7AMD MI355X 288GB<\/td><td>2.304TB<\/td><td>\u6210\u672c\u6216\u4f9b\u5e94\u94fe\u504f\u5411AMD<\/td><\/tr><tr><td><strong>B200\u65b9\u6848<\/strong><\/td><td>16\u00d7B200 180GB\uff0c2\u53f08\u5361\u670d\u52a1\u5668<\/td><td>2.88TB<\/td><td>\u8f83\u6210\u719f\u7684Blackwell\u96c6\u7fa4<\/td><\/tr><tr><td><strong>H200\u65b9\u6848<\/strong><\/td><td>16\u00d7H200 141GB\uff0c2\u53f08\u5361\u670d\u52a1\u5668<\/td><td>2.256TB<\/td><td>\u5df2\u6709H200\u96c6\u7fa4\u65f6\u4f7f\u7528<\/td><\/tr><tr><td><strong>H100\u65b9\u6848<\/strong><\/td><td>32\u00d7H100 80GB\uff0c4\u53f08\u5361\u670d\u52a1\u5668<\/td><td>2.56TB<\/td><td>\u53ef\u4ee5\u8fd0\u884c\uff0c\u4f46\u6027\u4ef7\u6bd4\u8f83\u4f4e<\/td><\/tr><tr><td><strong>\u751f\u4ea7\u9ad8\u5e76\u53d1\u65b9\u6848<\/strong><\/td><td>16\uff5e64\u00d7B300\u3001GB300\u6216B200<\/td><td>4.6TB\u4ee5\u4e0a<\/td><td>\u591a\u7528\u6237\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u667a\u80fd\u4f53\u5e73\u53f0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">vLLM\u5b98\u65b9\u660e\u786e\u8868\u793a\uff0c\u6700\u5bb9\u6613\u8fd0\u884cKimi-K3\u7684\u914d\u7f6e\u662f <strong>8\u5f20B300\u62168\u5f20MI355X<\/strong>\uff1bSGLang\u5b98\u65b9\u8fd8\u7ed9\u51fa\u4e8616\u5f20B200\u300116\u5f20H200\u4ee5\u53ca32\u5f20H100\u7684\u90e8\u7f72\u62d3\u6251\u3002(<a href=\"https:\/\/vllm.ai\/blog\/2026-07-27-k3\">vLLM<\/a>)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3a\u4ec0\u4e48\u201c\u53ea\u6fc0\u6d3b1040\u4ebf\u53c2\u6570\u201d\uff0c\u4ecd\u9700\u89812TB\u663e\u5b58<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MoE\u6a21\u578b\u5bb9\u6613\u4ea7\u751f\u4e00\u4e2a\u8bef\u89e3\uff1a\u65e2\u7136\u6bcf\u4e2atoken\u53ea\u6fc0\u6d3b1040\u4ebf\u53c2\u6570\uff0c\u662f\u4e0d\u662f\u53ea\u9700\u8981\u88c5\u4e0b\u4e00\u4e2a104B\u6a21\u578b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u662f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi-K3\u63a8\u7406\u65f6\u867d\u7136\u53ea\u8c03\u7528896\u4e2a\u4e13\u5bb6\u4e2d\u768416\u4e2a\uff0c\u4f46\u8def\u7531\u5668\u53ef\u80fd\u5728\u4e0d\u540ctoken\u4e0a\u9009\u62e9\u4e0d\u540c\u4e13\u5bb6\uff0c\u56e0\u6b64\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5168\u90e82.8\u4e07\u4ebf\u53c2\u6570\u4ecd\u7136\u5fc5\u987b\u5e38\u9a7bGPU\u663e\u5b58\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">MXFP4\u5927\u4f53\u4e0a\u76f8\u5f53\u4e8e\u6bcf\u4e2a\u53c2\u6570\u7ea6\u53600.5\u5b57\u8282\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"309\" height=\"36\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-3.png\" alt=\"\" class=\"wp-image-7113\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-3.png 309w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/image-3-300x35.png 300w\" sizes=\"auto, (max-width: 309px) 100vw, 309px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u52a0\u4e0a\u91cf\u5316\u6bd4\u4f8b\u56e0\u5b50\u3001\u672a\u91c7\u75284bit\u7684\u7a20\u5bc6\u5c42\u3001\u89c6\u89c9\u7f16\u7801\u5668\u3001\u7d22\u5f15\u548c\u5bf9\u9f50\u6570\u636e\uff0c\u6700\u7ec8Hugging Face\u4ed3\u5e93\u8fbe\u5230\u7ea6 <strong>1.56TB<\/strong>\u3002\u6b64\u5916\u8fd8\u5fc5\u987b\u9884\u7559\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>KDA\u72b6\u6001\u7f13\u5b58\uff1b<\/li>\n\n\n\n<li>MLA KV Cache\uff1b<\/li>\n\n\n\n<li>\u4e2d\u95f4\u6fc0\u6d3b\uff1b<\/li>\n\n\n\n<li>CUDA Graph\uff1b<\/li>\n\n\n\n<li>\u901a\u4fe1\u7f13\u51b2\u533a\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u6846\u67b6\u548c\u89c6\u89c9\u7f16\u7801\u5668\u5185\u5b58\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u867d\u71361.56TB\u7406\u8bba\u4e0a\u80fd\u591f\u5b58\u653e\u6743\u91cd\uff0c\u4f46\u771f\u6b63\u8fd0\u884c\u901a\u5e38\u8981\u51c6\u5907 <strong>2.2\uff5e2.9TB\u805a\u5408\u663e\u5b58<\/strong>\uff0c\u4e0d\u80fd\u628a\u663e\u5b58\u5168\u90e8\u585e\u6ee1\u6743\u91cd\u3002Kimi-K3\u540c\u65f6\u7ef4\u62a4KDA\u5faa\u73af\u72b6\u6001\u6c60\u548cMLA KV\u7f13\u5b58\u6c60\uff0c\u524d\u8005\u8fd8\u4f1a\u76f4\u63a5\u9650\u5236\u5e76\u53d1\u8bf7\u6c42\u6570\u91cf\u3002(<a href=\"https:\/\/docs.sglang.io\/cookbook\/autoregressive\/Moonshotai\/Kimi-K3\">SGLang Documentation<\/a>)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6700\u63a8\u8350\u7684\u5355\u673a\u670d\u52a1\u5668\u914d\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u610f\u4e49\u4e0a\u53ef\u4ee5\u79f0\u4e3a\u201c\u5355\u53f0\u670d\u52a1\u5668\u987a\u7545\u8fd0\u884c\u201d\u7684\u65b9\u6848\uff0c\u662f\u4e00\u53f0 <strong>8\u5361B300\u62168\u5361MI355X\u670d\u52a1\u5668<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a8\u8350\u65b9\u6848A\uff1a8\u00d7NVIDIA B300<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u8bae\u914d\u7f6e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u90e8\u4ef6<\/th><th>\u63a8\u8350\u914d\u7f6e<\/th><\/tr><\/thead><tbody><tr><td>GPU<\/td><td>8\u00d7NVIDIA B300 SXM\uff0c\u5355\u5361288GB<\/td><\/tr><tr><td>\u805a\u5408\u663e\u5b58<\/td><td>2.304TB HBM3e<\/td><\/tr><tr><td>GPU\u4e92\u8fde<\/td><td>NVLink 5 + NVSwitch<\/td><\/tr><tr><td>CPU<\/td><td>\u53cc\u8defIntel Xeon 6\u6216AMD EPYC\uff0c\u5408\u8ba1128\uff5e256\u6838<\/td><\/tr><tr><td>\u7cfb\u7edf\u5185\u5b58<\/td><td>\u6700\u4f4e2TB\uff0c\u63a8\u83504TB<\/td><\/tr><tr><td>\u672c\u5730\u5b58\u50a8<\/td><td>\u6700\u4f4e4TB NVMe\uff0c\u63a8\u83508\uff5e15TB\u4f01\u4e1a\u7ea7NVMe<\/td><\/tr><tr><td>\u7f51\u7edc<\/td><td>\u5355\u673a\u53ef\u7528200GbE\uff1b\u6269\u5c55\u96c6\u7fa4\u5efa\u8bae400\/800Gb InfiniBand\u6216RoCE<\/td><\/tr><tr><td>\u64cd\u4f5c\u7cfb\u7edf<\/td><td>Ubuntu Server\u53ca\u5382\u5546\u652f\u6301\u7684CUDA\u73af\u5883<\/td><\/tr><tr><td>\u63a8\u7406\u6846\u67b6<\/td><td>vLLM\u6216SGLang\u5b98\u65b9Kimi-K3 Docker\u955c\u50cf<\/td><\/tr><tr><td>\u7535\u6e90\u6563\u70ed<\/td><td>\u6570\u636e\u4e2d\u5fc3\u673a\u623f\u4f9b\u7535\uff0c\u6db2\u51b7\u6216\u9ad8\u89c4\u683c\u98ce\u51b7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA DGX B300\u672c\u8eab\u5c31\u662f\u975e\u5e38\u63a5\u8fd1\u8fd9\u4e00\u914d\u7f6e\u7684\u53c2\u8003\u7cfb\u7edf\uff1a8\u5f20B300\u63d0\u4f9b\u7ea62.3TB GPU\u663e\u5b58\uff0c\u914d\u5907\u53cc\u8defXeon\u5904\u7406\u5668\u548c\u9ed8\u8ba42TB\u3001\u6700\u9ad84TB\u7cfb\u7edf\u5185\u5b58\uff0c\u5e76\u63d0\u4f9b800Gb\/s\u7ea7\u96c6\u7fa4\u7f51\u7edc\u3002(<a href=\"https:\/\/docs.nvidia.com\/dgx\/dgxb300-user-guide\/dgxb300-user-guide.pdf?utm_source=chatgpt.com\">NVIDIA Docs<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5957\u914d\u7f6e\u7684\u4f18\u52bf\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u53f0\u673a\u5668\u5373\u53ef\u88c5\u4e0b\u6574\u4e2a\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9700\u8981\u8de8\u670d\u52a1\u5668\u4f20\u8f93\u4e13\u5bb6\u6570\u636e\uff1b<\/li>\n\n\n\n<li>B300\u539f\u751f\u652f\u6301MXFP4\uff1b<\/li>\n\n\n\n<li>\u4f4e\u7cbe\u5ea6\u77e9\u9635\u8ba1\u7b97\u6548\u7387\u66f4\u9ad8\uff1b<\/li>\n\n\n\n<li>GPU\u95f4\u901a\u8fc7NVSwitch\u901a\u4fe1\uff0c\u5ef6\u8fdf\u663e\u8457\u4f4e\u4e8e\u666e\u901aPCIe\u6216\u8de8\u8282\u70b9\u7f51\u7edc\uff1b<\/li>\n\n\n\n<li>\u66f4\u5bb9\u6613\u914d\u7f6e\u5f20\u91cf\u5e76\u884cTP8\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a8\u8350\u65b9\u6848B\uff1a8\u00d7AMD MI355X<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MI355X\u540c\u6837\u5177\u6709\u5355\u5361288GB HBM3e\u30018TB\/s\u663e\u5b58\u5e26\u5bbd\u548c\u539f\u751fMXFP4\u652f\u6301\u3002AMD\u5b98\u65b9\u5df2\u7ecf\u9a8c\u8bc1Kimi-K3\u53ef\u4ee5\u5728\u4e00\u53f08\u5361MI355X\u5e73\u53f0\u4e0a\u4ee5TP8\u65b9\u5f0f\u90e8\u7f72\uff0cvLLM\u4e5f\u5c06\u5176\u5217\u4e3a\u6700\u7b80\u90e8\u7f72\u65b9\u5f0f\u4e4b\u4e00\u3002(<a href=\"https:\/\/www.amd.com\/en\/products\/accelerators\/instinct\/mi350\/mi355x.html?utm_source=chatgpt.com\">AMD<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u8bae\u914d\u5957\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53cc\u8defAMD EPYC\uff0c\u81f3\u5c11128\u6838\uff1b<\/li>\n\n\n\n<li>2TB\u4ee5\u4e0a\u5185\u5b58\uff1b<\/li>\n\n\n\n<li>8TB\u4ee5\u4e0aNVMe\uff1b<\/li>\n\n\n\n<li>ROCm\u5b98\u65b9\u652f\u6301\u7248\u672c\uff1b<\/li>\n\n\n\n<li>8\u5361Infinity Fabric\u4e92\u8fde\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528vLLM\u6216SGLang\u4e13\u7528ROCm\u955c\u50cf\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u786c\u4ef6\u89c4\u683c\u5f88\u5f3a\uff0c\u4f46\u4ece\u5f53\u524d\u8f6f\u4ef6\u6210\u719f\u5ea6\u770b\uff0c<strong>NVIDIA B300\u7684\u8f6f\u4ef6\u751f\u6001\u548cKimi-K3\u4e13\u7528\u5185\u6838\u4f18\u5316\u4ecd\u66f4\u52a0\u5b8c\u6574<\/strong>\uff1bAMD\u65b9\u6848\u66f4\u9002\u5408\u5df2\u6709ROCm\u6280\u672f\u80fd\u529b\u7684\u56e2\u961f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001H200\u670d\u52a1\u5668\u600e\u6837\u914d\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">H200\u5355\u5361\u5177\u6709141GB HBM3e\u663e\u5b58\u548c4.8TB\/s\u5e26\u5bbd\u300216\u5f20H200\u603b\u663e\u5b58\u7ea6\u4e3a2.256TB\uff0c\u80fd\u591f\u5bb9\u7eb3\u6a21\u578b\u5e76\u7559\u51fa\u4e00\u5b9a\u63a8\u7406\u7f13\u5b58\u7a7a\u95f4\u3002(<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/h200\/?utm_source=chatgpt.com\">NVIDIA<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a8\u8350\u62d3\u6251\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8282\u70b91<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>8\u00d7H200 SXM 141GB\uff1b<\/li>\n\n\n\n<li>1TB\uff5e2TB\u7cfb\u7edf\u5185\u5b58\uff1b<\/li>\n\n\n\n<li>4\uff5e8TB\u4f01\u4e1a\u7ea7NVMe\uff1b<\/li>\n\n\n\n<li>400Gb InfiniBand\uff1b<\/li>\n\n\n\n<li>NVSwitch\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8282\u70b92<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u914d\u7f6e\u76f8\u540c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u96c6\u7fa4\u4e92\u8fde<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81f3\u5c11400Gb\/s InfiniBand\u6216RoCE\uff1b<\/li>\n\n\n\n<li>\u5fc5\u987b\u652f\u6301RDMA\uff1b<\/li>\n\n\n\n<li>\u4e24\u53f0\u670d\u52a1\u5668\u7684NCCL\u548cGloo\u7ed1\u5b9a\u540c\u4e00\u9ad8\u901f\u7f51\u5361\uff1b<\/li>\n\n\n\n<li>\u4e0d\u5efa\u8bae\u4ec5\u7528100GbE\uff0c\u66f4\u4e0d\u80fd\u7528\u666e\u901a\u4e07\u5146\u4ee5\u592a\u7f51\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">SGLang\u5b98\u65b9\u7ed9\u51fa\u7684H200\u90e8\u7f72\u5f62\u6001\u662f <strong>2\u53f0\u670d\u52a1\u5668\u3001\u6bcf\u53f08\u5f20H200\uff0cTP16\/EP16<\/strong>\u3002\u7531\u4e8eH200\u4e0d\u662fBlackwell\u67b6\u6784\uff0c\u5b98\u65b9\u8def\u5f84\u4f7f\u7528Marlin W4A16\uff0c\u800c\u4e0d\u662fBlackwell\u4e0a\u7684\u539f\u751fMXFP4\u8ba1\u7b97\u8def\u5f84\uff0c\u56e0\u6b64\u540c\u6837\u8fd0\u884cKimi-K3\u65f6\uff0cH200\u901a\u5e38\u9700\u8981\u66f4\u591aGPU\uff0c\u6548\u7387\u4e5f\u4f4e\u4e8eB300\u3002(<a href=\"https:\/\/docs.sglang.io\/cookbook\/autoregressive\/Moonshotai\/Kimi-K3\">SGLang Documentation<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5957\u65b9\u6848\u9002\u5408\u5df2\u7ecf\u91c7\u8d2dH200\u96c6\u7fa4\u7684\u4f01\u4e1a\uff0c\u4f46\u65b0\u5efa\u7cfb\u7edf\u65f6\uff0c\u901a\u5e38\u4e0d\u59828\u5361B300\u7b80\u6d01\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001B200\u670d\u52a1\u5668\u600e\u6837\u914d\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">B200\u6bcf\u5361\u6709180GB HBM3e\u663e\u5b58\uff0c16\u5361\u603b\u663e\u5b58\u4e3a2.88TB\u3002\u4e0eH200\u76f8\u6bd4\uff0c\u5b83\u7684\u663e\u5b58\u4f59\u91cf\u66f4\u5927\uff0c\u5e76\u4e14\u5c5e\u4e8eBlackwell\u67b6\u6784\uff0c\u652f\u6301FP4\u8ba1\u7b97\u3002(<a href=\"https:\/\/docs.nvidia.com\/enterprise-reference-architectures\/hgx-ai-factory\/latest\/components.html?utm_source=chatgpt.com\">NVIDIA Docs<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a8\u8350\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2\u53f08\u00d7B200 HGX\u670d\u52a1\u5668\uff1b<\/li>\n\n\n\n<li>\u6bcf\u53f01\uff5e2TB\u5185\u5b58\uff1b<\/li>\n\n\n\n<li>\u6bcf\u53f0\u81f3\u5c114TB NVMe\uff1b<\/li>\n\n\n\n<li>400\/800Gb InfiniBand\u6216RoCE\uff1b<\/li>\n\n\n\n<li>TP16\u6216TP8+PP2\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528FP8 KV Cache\uff1b<\/li>\n\n\n\n<li>\u5f00\u542fprefix caching\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">vLLM\u5b98\u65b9\u5c06 <strong>16\u00d7B200<\/strong> \u5217\u4e3aKimi-K3\u7684\u6b63\u5f0f\u652f\u6301\u914d\u7f6e\uff1bSGLang\u8fd8\u7ed9\u51fa\u4e86\u9002\u5408\u957f\u4e0a\u4e0b\u6587\u7684TP8\/PP2\u90e8\u7f72\u6a21\u5f0f\u3002(<a href=\"https:\/\/vllm.ai\/blog\/2026-07-27-k3\">vLLM<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u663e\u5b58\u5bb9\u91cf\u770b\uff0c16\u5361B200\u6bd416\u5361H200\u5bbd\u88d5\uff1b\u7f3a\u70b9\u662f\u9700\u8981\u4e24\u53f0\u670d\u52a1\u5668\uff0c\u800c8\u5361B300\u53ef\u4ee5\u628a\u6a21\u578b\u653e\u5728\u4e00\u4e2aNVSwitch\u57df\u5185\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001H100\u548cA100\u662f\u5426\u80fd\u8fd0\u884c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">32\u00d7H100\uff1a\u53ef\u4ee5\uff0c\u4f46\u4e0d\u63a8\u8350\u65b0\u5efa<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SGLang\u7ed9\u51fa\u7684H100\u65b9\u6848\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>4\u53f0\u670d\u52a1\u5668\uff1b<\/li>\n\n\n\n<li>\u6bcf\u53f08\u5f20H100 80GB\uff1b<\/li>\n\n\n\n<li>\u517132\u5f20GPU\uff1b<\/li>\n\n\n\n<li>TP32\/EP32\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528Marlin\u548cFlashMLA\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7\u9ad8\u901fRDMA\u7f51\u7edc\u8de8\u8282\u70b9\u901a\u4fe1\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">H100\u6bcf\u5361\u53ea\u670980GB\uff0c32\u5361\u603b\u663e\u5b58\u7ea62.56TB\u3002\u867d\u7136\u80fd\u591f\u8fd0\u884c\uff0c\u4f46\u8de84\u4e2a\u8282\u70b9\u8fdb\u884cMoE\u4e13\u5bb6\u901a\u4fe1\uff0c\u90e8\u7f72\u590d\u6742\u5ea6\u3001\u529f\u8017\u548c\u7f51\u7edc\u6210\u672c\u90fd\u5f88\u9ad8\u3002SGLang\u8fd8\u7279\u522b\u6307\u51fa\uff0cH100\u65b9\u6848\u7684\u6743\u91cd\u52a0\u8f7d\u540e\u663e\u5b58\u4f59\u91cf\u6700\u5c11\u3002(<a href=\"https:\/\/docs.sglang.io\/cookbook\/autoregressive\/Moonshotai\/Kimi-K3\">SGLang Documentation<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A100\uff1a\u7406\u8bba\u53ef\u884c\uff0c\u5b9e\u9645\u4e0d\u9002\u5408\u201c\u987a\u7545\u8fd0\u884c\u201d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">1.56TB\u6743\u91cd\u5373\u4f7f\u5b8c\u5168\u630980GB\u663e\u5b58\u8ba1\u7b97\uff0c\u4e5f\u81f3\u5c11\u9700\u8981\u7ea620\u5f20A100\uff1b\u8003\u8651\u7f13\u5b58\u3001\u6fc0\u6d3b\u548c\u6846\u67b6\u5f00\u9500\uff0c\u5b9e\u9645\u5f88\u53ef\u80fd\u898124\uff5e32\u5f20\u751a\u81f3\u66f4\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e14\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A100\u6ca1\u6709\u539f\u751fMXFP4\u652f\u6301\uff1b<\/li>\n\n\n\n<li>\u6ca1\u6709\u5b98\u65b9Kimi-K3\u751f\u4ea7\u90e8\u7f72\u914d\u65b9\uff1b<\/li>\n\n\n\n<li>\u8de8\u8282\u70b9\u4e13\u5bb6\u901a\u4fe1\u6210\u672c\u5f88\u9ad8\uff1b<\/li>\n\n\n\n<li>\u5f88\u96be\u53d1\u6325\u6a21\u578b\u7684\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\u4f18\u52bf\uff1b<\/li>\n\n\n\n<li>\u957f\u4e0a\u4e0b\u6587\u548c\u5e76\u53d1\u80fd\u529b\u4f1a\u53d7\u5230\u6a21\u578b\u7684\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\u660e\u663e\u9650\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0cA100\u96c6\u7fa4\u66f4\u9002\u5408\u505a\u6280\u672f\u9a8c\u8bc1\uff0c\u4e0d\u9002\u5408\u65b0\u5efaKimi-K3\u751f\u4ea7\u5e73\u53f0\u3002\u6d88\u8d39\u7ea7RTX\u663e\u5361\u3001L40S\u4ee5\u53ca\u5355\u673a\u591a\u5f20RTX PRO\u540c\u6837\u4e0d\u5c5e\u4e8e\u73b0\u5b9e\u53ef\u884c\u7684\u987a\u7545\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u5b58\u50a8\u4e0d\u80fd\u53ea\u51c6\u59072TB<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136\u6a21\u578b\u4ed3\u5e93\u7ea61.56TB\uff0c\u4f46\u670d\u52a1\u5668\u78c1\u76d8\u4e0d\u5e94\u53ea\u914d\u7f6e2TB\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u5c11\u8fd8\u9700\u8981\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hugging Face\u4e0b\u8f7d\u7f13\u5b58\uff1b<\/li>\n\n\n\n<li>Docker\u955c\u50cf\uff1b<\/li>\n\n\n\n<li>\u89e3\u538b\u548c\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u7684\u4e34\u65f6\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>SGLang\/vLLM\u7f16\u8bd1\u7f13\u5b58\uff1b<\/li>\n\n\n\n<li>CUDA\u5185\u6838\u7f13\u5b58\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u65e5\u5fd7\uff1b<\/li>\n\n\n\n<li>DSpark\u8349\u7a3f\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5347\u7ea7\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u53ef\u80fd\u751f\u6210\u7684\u5176\u4ed6\u91cf\u5316\u7248\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u4f4e\uff1a4TB NVMe<\/strong><\/li>\n\n\n\n<li><strong>\u7814\u53d1\u73af\u5883\uff1a8TB NVMe<\/strong><\/li>\n\n\n\n<li><strong>\u751f\u4ea7\u73af\u5883\uff1a15TB\u4ee5\u4e0aNVMe\u6216\u9ad8\u901f\u5171\u4eab\u5b58\u50a8<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u91c7\u7528\u591a\u8282\u70b9\u672c\u5730\u52a0\u8f7d\uff0c\u6bcf\u4e2a\u8282\u70b9\u90fd\u53ef\u4ee5\u4fdd\u5b58\u5b8c\u6574\u6743\u91cd\u526f\u672c\uff1b\u5982\u679c\u4f7f\u7528\u5171\u4eab\u5b58\u50a8\uff0c\u5219\u5e94\u4f7f\u7528\u9ad8\u541e\u5410\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\u6216\u9ad8\u901fNVMe-oF\u3002NVIDIA\u7684\u751f\u4ea7\u914d\u65b9\u65e2\u652f\u6301\u8282\u70b9\u672c\u5730\u9884\u7f6e\u6743\u91cd\uff0c\u4e5f\u652f\u6301\u5171\u4eabPVC\u6a21\u578b\u7f13\u5b58\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001100\u4e07token\u4e0a\u4e0b\u6587\u5bf9\u914d\u7f6e\u7684\u5f71\u54cd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi-K3\u91c7\u752869\u5c42KDA\u548c24\u5c42Gated MLA\u3002KDA\u72b6\u6001\u4e0d\u4f1a\u50cf\u4f20\u7edf\u6ce8\u610f\u529bKV Cache\u90a3\u6837\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u7ebf\u6027\u81a8\u80c0\uff0c\u56e0\u6b64100\u4e07token\u4e0a\u4e0b\u6587\u5728\u6280\u672f\u4e0a\u6210\u4e3a\u53ef\u80fd\uff1b\u4f4624\u5c42\u5b8c\u6574\u6ce8\u610f\u529b\u4ecd\u9700\u8981\u4fdd\u5b58KV\u7f13\u5b58\uff0c\u6b64\u5916\u6bcf\u4e2a\u5e76\u53d1\u8bf7\u6c42\u8fd8\u9700\u898148view0\ue201<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u9700\u8981\u533a\u5206\u4e24\u79cd\u9700\u6c42\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u666e\u901a\u5bf9\u8bdd\u548c\u667a\u80fd\u4f53\u4efb\u52a1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u8bae\u9650\u5236\u5728\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>32K\uff5e64K\u4e0a\u4e0b\u6587\uff1b<\/li>\n\n\n\n<li>\u5c11\u91cf\u5e76\u53d1\uff1b<\/li>\n\n\n\n<li>\u5f00\u542fprefix caching\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528FP8 KV Cache\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e00\u53f08\u00d7B300\u62168\u00d7MI355X\u6bd4\u8f83\u5408\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u771f\u6b63\u4f7f\u7528100\u4e07token\u4e0a\u4e0b\u6587<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>16\u5f20\u4ee5\u4e0aGB300\u3001B300\u6216B200\uff1b<\/li>\n\n\n\n<li>FP8 KV Cache\uff1b<\/li>\n\n\n\n<li>\u5206\u5757\u9884\u586b\u5145\uff1b<\/li>\n\n\n\n<li>Prefill\/Decode\u5206\u79bb\uff1b<\/li>\n\n\n\n<li>KV-aware routing\uff1b<\/li>\n\n\n\n<li>\u9ad8\u901fNVLink\u6216RDMA\u7f51\u7edc\uff1b<\/li>\n\n\n\n<li>\u63a7\u5236\u5355\u526f\u672c\u5e76\u53d1\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h2 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