{"id":11943,"date":"2026-09-16T09:40:31","date_gmt":"2026-09-16T01:40:31","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=11943"},"modified":"2026-09-16T09:40:32","modified_gmt":"2026-09-16T01:40:32","slug":"%e6%b6%b2%e5%86%b7gpu%e7%ae%97%e5%8a%9b%e9%9b%86%e7%be%a4%e6%90%ad%e5%bb%ba%ef%bc%9a%e6%9c%ba%e6%88%bf%e7%bb%84%e7%bd%91%e3%80%81%e7%ae%97%e5%8a%9b%e8%b0%83%e5%ba%a6%e4%b8%8e%e6%88%90%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/11943","title":{"rendered":"\u6db2\u51b7GPU\u7b97\u529b\u96c6\u7fa4\u642d\u5efa\uff1a\u673a\u623f\u7ec4\u7f51\u3001\u7b97\u529b\u8c03\u5ea6\u4e0e\u6210\u672c\u4f18\u5316\u65b9\u6cd5\u8bba"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6563\u70ed\u4e0d\u662f\u914d\u5957\uff0c\u662f\u8d77\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u6570\u636e\u4e2d\u5fc3\u6309&#8221;\u6bcf\u673a\u67dc 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class=\"wp-block-paragraph\"><strong>\u9009\u578b\u8981\u70b9<\/strong>\uff1a\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u8ffd&#8221;\u5168\u6d78\u6ca1&#8221;\u3002\u5148\u770b\u82af\u7247\u4ee3\u9645\u548c\u673a\u67dc\u529f\u7387\u2014\u201430\u201380kW \u533a\u95f4\u51b7\u677f\u5f0f\u6027\u4ef7\u6bd4\u6700\u4f18\uff1b\u8d85\u8fc7 100kW\u3001\u4e14\u9501\u5b9a\u4e0b\u4e00\u4ee3 NVL \u7ea7\u6574\u673a\u67dc\uff0c\u518d\u8bc4\u4f30\u6d78\u6ca1\u5f0f\u3002\u6563\u70ed\u8def\u7ebf\u4e00\u65e6\u9009\u5b9a\uff0c\u540e\u7eed\u673a\u67dc\u7ed3\u6784\u3001\u7ba1\u8def\u3001CDU\u3001\u4e8c\u6b21\u4fa7\u6c34\u6e29\u90fd\u4f1a\u88ab\u9501\u6b7b\uff0c\u8fd4\u5de5\u6210\u672c\u6781\u9ad8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"964\" height=\"535\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-119.png\" alt=\"\" class=\"wp-image-11945\" srcset=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-119.png 964w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-119-300x166.png 300w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-119-768x426.png 768w\" sizes=\"auto, (max-width: 964px) 100vw, 964px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u7ec4\u7f51\uff1aGPU \u6570\u91cf\u4e0a\u53bb\u4e86\uff0c\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u5361<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5343\u5361\u4ee5\u4e0a\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u771f\u6b63\u51b3\u5b9a\u541e\u5410\u7684\u5e38\u5e38\u4e0d\u662f\u5355\u5361\u7b97\u529b\uff0c\u800c\u662f<strong>\u5361\u4e0e\u5361\u4e4b\u95f4\u600e\u4e48\u901a\u4fe1<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8282\u70b9\u5185<\/strong>\uff1aNVLink\/NVSwitch \u8d1f\u8d23\u4e00\u53f0 8 \u5361\u670d\u52a1\u5668\u5185\u90e8\u7684\u9ad8\u901f\u4e92\u8054\uff0c\u5e26\u5bbd\u548c\u5ef6\u8fdf\u8fdc\u9ad8\u4e8e PCIe\u3002<\/li>\n\n\n\n<li><strong>\u8282\u70b9\u95f4<\/strong>\uff1a\u8fd9\u662f\u8bbe\u8ba1\u91cd\u70b9\u3002\u4e24\u6761\u4e3b\u6d41\u8def\u7ebf\u2014\u2014\n<ul class=\"wp-block-list\">\n<li><strong>InfiniBand\uff08XDR 800G\uff09<\/strong>\uff1a\u539f\u751f\u65e0\u635f\u7f51\u7edc\uff0c\u57fa\u4e8e\u4fe1\u7528\u7684\u6d41\u91cf\u63a7\u5236\uff0c\u96c6\u5408\u901a\u4fe1\u6709\u6548\u5e26\u5bbd\u53ef\u903c\u8fd1 98%\uff0c\u662f\u5343\u5361\u7ea7\u8bad\u7ec3\u7684\u4e8b\u5b9e\u6807\u51c6\u3002<\/li>\n\n\n\n<li><strong>RoCEv2 \u4ee5\u592a\u7f51<\/strong>\uff1a\u5728\u4ee5\u592a\u7f51\u4e0a\u8dd1 RDMA\uff0c\u590d\u7528\u73b0\u6709\u7f51\u7edc\u751f\u6001\uff0c\u4f46\u4f9d\u8d56 PFC + ECN + DCQCN &#8220;\u4e09\u4ef6\u5957&#8221;\u624d\u80fd\u6a21\u62df\u65e0\u635f\uff0c\u88f8\u8dd1\u6709\u6548\u5e26\u5bbd\u5728\u5927\u89c4\u6a21\u96c6\u5408\u901a\u4fe1\u4e2d\u660e\u663e\u504f\u4f4e\uff0c\u8c03\u4f18\u590d\u6742\u5ea6\u9ad8\u3002NVIDIA Spectrum-X \u7b49\u65b0\u4e00\u4ee3\u4ee5\u592a\u65b9\u6848\u6b63\u5728\u8865\u9f50\u8fd9\u4e00\u5dee\u8ddd\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u901a\u4fe1\u5e93<\/strong>\uff1aNCCL\uff08\u53ca\u5176\u5f00\u6e90\u7b49\u4ef7\u7269 RCCL\uff09\u8d1f\u8d23 AllReduce\u3001AllGather\u3001ReduceScatter \u7b49\u96c6\u5408\u901a\u4fe1\u539f\u8bed\uff0c\u914d\u5408 GPUDirect RDMA \u8ba9 GPU \u663e\u5b58\u4e0e\u7f51\u5361\u76f4\u4f20\uff0c\u7ed5\u8fc7 CPU \u4e2d\u8f6c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u5224\u65ad<\/strong>\uff1a\u7f51\u7edc\u4e0d\u662f&#8221;\u628a\u4ea4\u6362\u673a\u4e70\u8d35\u5c31\u884c&#8221;\u3002\u62d3\u6251\uff08Fat-Tree \u8fd8\u662f Rail-Optimized\uff09\u3001\u7ebf\u7f06\u957f\u5ea6\u3001\u5149\u6a21\u5757\u8d28\u91cf\u3001\u62e5\u585e\u63a7\u5236\u53c2\u6570\uff0c\u4efb\u4f55\u4e00\u4e2a\u77ed\u677f\u90fd\u4f1a\u8ba9\u6574\u5f20\u96c6\u7fa4\u7684\u6709\u6548\u7b97\u529b\u6253\u6298\u3002\u5c0f\u89c4\u6a21\u6d4b\u8bd5\u8dd1\u901a\u4e0d\u4ee3\u8868\u5343\u5361\u89c4\u6a21\u7a33\u5b9a\uff0c\u8fd9\u662f\u7ec4\u7f51\u5fc5\u987b\u505a\u89c4\u6a21\u538b\u6d4b\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u7b97\u529b\u8c03\u5ea6\uff1a\u786c\u4ef6\u4e70\u5bf9\u4e86\uff0c\u5229\u7528\u7387\u4e0a\u4e0d\u53bb\u7b49\u4e8e\u767d\u4e70<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u884c\u4e1a\u91cc\u4e00\u4e2a\u53cd\u590d\u88ab\u9a8c\u8bc1\u7684\u73b0\u8c61\uff1a\u6574\u5361\u72ec\u5360\u5206\u914d\u6a21\u5f0f\u4e0b\uff0cGPU 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\u540c\u65f6\u5230\u4f4d\u624d\u80fd\u542f\u52a8\uff0c\u5426\u5219\u90e8\u5206\u542f\u52a8\u4f1a\u9020\u6210\u8d44\u6e90\u6b7b\u9501\u548c\u7a7a\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u62d3\u6251\u611f\u77e5\u8c03\u5ea6<\/strong>\uff1a\u7ed3\u5408 NVLink \/ PCIe \u62d3\u6251\u4fe1\u606f\u505a\u6253\u5206\uff0c\u5c3d\u91cf\u628a\u901a\u4fe1\u5bc6\u96c6\u7684\u4efb\u52a1\u8c03\u5ea6\u5230 NVLink \u57df\u5185\uff0c\u51cf\u5c11\u8de8\u8282\u70b9\u901a\u4fe1\u3002<\/li>\n\n\n\n<li><strong>\u663e\u5b58\u4e0e\u7b97\u529b\u5207\u5206<\/strong>\uff1a\u786c\u4ef6\u7ea7\u53ef\u7528 NVIDIA MIG\uff08\u4ec5\u9650 A100\/H100 \u7b49\u6570\u636e\u4e2d\u5fc3\u5361\uff09\uff1b\u8f6f\u4ef6\u7ea7\u53ef\u501f\u52a9 HAMi \u7b49\u5f00\u6e90 vGPU \u65b9\u6848\uff0c\u901a\u8fc7 CUDA \u5c42\u62e6\u622a\u628a\u4e00\u5f20\u5361\u6309\u663e\u5b58\u3001\u7b97\u529b\u6bd4\u4f8b\u5207\u7ed9\u591a\u4e2a\u4efb\u52a1\uff0c\u65e0\u9700\u6539\u9a71\u52a8\u3001\u6539\u5e94\u7528\u3002<\/li>\n\n\n\n<li><strong>\u6df7\u90e8\u4e0e\u5f39\u6027<\/strong>\uff1a\u8bad\u7ec3\u4efb\u52a1\u4e0e\u63a8\u7406\u4efb\u52a1\u6309\u4f18\u5148\u7ea7\u6df7\u90e8\uff0c\u63a8\u7406\u4fa7\u652f\u6301\u8fde\u7eed\u6279\u5904\u7406\uff08continuous batching\uff09\u548c\u65f6\u95f4\u7247\u590d\u7528\uff0c\u5cf0\u503c\u81ea\u52a8\u6269\u5bb9\u3001\u4f4e\u8c37\u81ea\u52a8\u7f29\u5bb9\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5224\u65ad\u6807\u51c6\u5f88\u6734\u7d20<\/strong>\uff1a\u8c03\u5ea6\u505a\u5f97\u597d\u4e0d\u597d\uff0c\u4e0d\u770b\u529f\u80fd\u5217\u8868\uff0c\u770b\u4e24\u4e2a\u6570\u2014\u2014<strong>GPU \u5e73\u5747\u5229\u7528\u7387<\/strong>\u548c<strong>\u4efb\u52a1\u6392\u961f\u65f6\u957f<\/strong>\u3002\u524d\u8005\u51b3\u5b9a\u6bcf\u4e00\u5757\u94b1\u6298\u65e7\u6709\u6ca1\u6709\u53d8\u6210\u4ea7\u51fa\uff0c\u540e\u8005\u51b3\u5b9a\u5f00\u53d1\u8005\u613f\u4e0d\u613f\u610f\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u6210\u672c\u8d26\uff1a\u7535\u8d39\u5176\u5b9e\u53ea\u5360\u96f6\u5934<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u4ee5\u4e3a\u7b97\u529b\u96c6\u7fa4\u6700\u8d35\u7684\u662f\u7535\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e38\u89c1\u8bef\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u884c\u4e1a\u5bf9 GW \u7ea7\u667a\u7b97\u4e2d\u5fc3\u7684 TCO \u62c6\u89e3\uff0c\u56db\u5e74\u6298\u65e7\u5468\u671f\u4e0b\u7684\u6210\u672c\u7ed3\u6784\u5927\u81f4\u662f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6210\u672c\u9879<\/th><th>\u5360\u6bd4\u91cf\u7ea7<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>GPU \u52a0\u901f\u5361\u53ca\u670d\u52a1\u5668\u6298\u65e7<\/td><td>\u7ea6 45%\u201360%<\/td><td>\u6700\u5927\u5934\uff0c\u9ad8\u7aef\u5361\u751f\u547d\u5468\u671f 3\u20134 \u5e74\uff0c\u95f2\u7f6e\u4e5f\u5728\u6298\u65e7<\/td><\/tr><tr><td>\u4f9b\u7535\u4e0e\u6563\u70ed\u914d\u5957<\/td><td>\u7ea6 20%<\/td><td>\u53d8\u914d\u7535\u3001UPS\u3001\u51b7\u673a\u3001\u51b7\u5374\u5854\u3001\u6db2\u51b7\u7ba1\u8def<\/td><\/tr><tr><td>\u9ad8\u901f\u7f51\u7edc\u4e0e\u5b58\u50a8<\/td><td>\u7ea6 15%\u201320%<\/td><td>\u4ea4\u6362\u673a\u3001\u5149\u6a21\u5757\u3001RDMA \u7f51\u5361\u3001\u5e76\u884c\u5b58\u50a8<\/td><\/tr><tr><td>\u5b9e\u9645\u7535\u8d39<\/td><td>\u7ea6 5%<\/td><td>\u8fdc\u4f4e\u4e8e\u76f4\u89c9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740\u4e09\u4e2a\u53cd\u76f4\u89c9\u7684\u7ed3\u8bba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6298\u65e7\u662f\u6700\u5927\u56fa\u5b9a\u6210\u672c<\/strong>\u3002\u5361\u4e70\u8fdb\u6765\u54ea\u6015\u7a7a\u8dd1\uff0c\u6bcf\u5929\u90fd\u5728\u8d2c\u503c\u3002\u63d0\u5347\u5229\u7528\u7387\u4e0d\u662f&#8221;\u9526\u4e0a\u6dfb\u82b1&#8221;\uff0c\u662f\u76f4\u63a5\u51b3\u5b9a\u9879\u76ee\u76c8\u4e8f\u7684\u6760\u6746\u3002<\/li>\n\n\n\n<li><strong>PUE \u7684\u4ef7\u503c\u4e0d\u5728\u7701\u7535\u8d39\u672c\u8eab\uff0c\u800c\u5728\u817e\u51fa IT \u529f\u7387\u5bb9\u91cf<\/strong>\u3002\u7701\u4e0b\u6765\u7684\u914d\u7535\u548c\u5236\u51b7\u5bb9\u91cf\uff0c\u53ef\u4ee5\u591a\u585e GPU\u3002<\/li>\n\n\n\n<li><strong>\u9009\u5740\u5f71\u54cd\u6781\u5927<\/strong>\u3002\u7535\u4ef7\u3001\u6c14\u5019\uff08\u81ea\u7136\u51b7\u6e90\u65f6\u957f\uff09\u3001\u571f\u5730\u548c\u7f51\u7edc\u4e13\u7ebf\u6210\u672c\uff0c\u5728\u4e0d\u540c\u5730\u533a\u53ef\u4ee5\u62c9\u5f00\u663e\u8457\u5dee\u8ddd\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u5efa\u3001\u6258\u7ba1\u3001\u4e91\u79df\u8d41\u4e09\u79cd\u6a21\u5f0f\u6ca1\u6709\u7edd\u5bf9\u4f18\u52a3\uff1a\u957f\u671f\u7a33\u5b9a\u3001\u89c4\u6a21\u4e0a\u5343\u5361\u3001\u6709\u4e13\u804c\u8fd0\u7ef4\u56e2\u961f\uff0c\u81ea\u5efa TCO \u6700\u4f18\uff1b\u89c4\u6a21\u4e0d\u786e\u5b9a\u3001\u4e1a\u52a1\u6ce2\u52a8\u5927\u3001\u60f3\u5feb\u901f\u4e0a\u7ebf\uff0c\u5f39\u6027\u79df\u8d41\u7684\u7efc\u5408\u6210\u672c\u53ef\u80fd\u66f4\u4f4e\u3002\u5173\u952e\u662f\u628a\u5229\u7528\u7387\u5047\u8bbe\u548c\u6298\u65e7\u5468\u671f\u7b97\u6e05\u695a\u518d\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u88ab&#8221;\u81ea\u5efa\u66f4\u4fbf\u5b9c&#8221;\u7684\u76f4\u89c9\u5e26\u7740\u8d70\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u4ece\u673a\u623f\u5230\u753b\u5e03\uff1a\u8c03\u5ea6\u80fd\u529b\u6700\u7ec8\u8981\u843d\u5230\u4e1a\u52a1\u4e0a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6db2\u51b7\u3001\u7ec4\u7f51\u3001\u8c03\u5ea6\u3001\u964d\u672c\u2014\u2014\u8fd9\u4e00\u6574\u5957\u5e95\u5c42\u5de5\u7a0b\uff0c\u6700\u7ec8\u670d\u52a1\u7684\u4e0d\u662f\u673a\u623f\u672c\u8eab\uff0c\u800c\u662f\u8dd1\u5728\u4e0a\u9762\u7684\u4e1a\u52a1\u80fd\u4e0d\u80fd\u7528\u5f97\u8d77\u3001\u8dd1\u5f97\u5feb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u661f\u5b87\u667a\u7b97\uff08StarverseAI\uff09\u5728\u8fd9\u6761\u8def\u5f84\u4e0a\u7684\u505a\u6cd5\uff0c\u662f\u628a\u5e95\u5c42\u6db2\u51b7\u96c6\u7fa4\u7684\u5f39\u6027\u7b97\u529b\u80fd\u529b\u5411\u4e0a\u5c01\u88c5\u6210\u4e24\u5c42\uff1a\u4e00\u5c42\u662f\u9762\u5411\u5f00\u53d1\u8005\u7684 <strong>GPU \u5f39\u6027\u7b97\u529b\u79df\u8d41<\/strong>\uff0c\u9884\u88c5 AI \u73af\u5883\u3001\u5373\u70b9\u5373\u7528\uff0c\u628a\u81ea\u5efa\u673a\u623f\u7684\u91cd\u8d44\u4ea7\u98ce\u9669\u8f6c\u6210\u6309\u9700\u4ed8\u8d39\uff1b\u53e6\u4e00\u5c42\u662f\u9762\u5411\u5185\u5bb9\u751f\u4ea7\u7684 <strong>\u65e0\u9650\u753b\u5e03<\/strong>\u2014\u2014\u96c6 AI \u5267\u672c\u521b\u4f5c\u3001\u591a\u6a21\u6001\u753b\u5e03\u30013D \u5bfc\u6f14\u5de5\u4f5c\u53f0\u4e0e\u4e13\u4e1a\u591a\u8f68\u89c6\u9891\u526a\u8f91\u4e8e\u4e00\u4f53\uff0c\u521b\u4f5c\u8005\u5728\u4e91\u7aef\u753b\u5e03\u4e0a\u5b8c\u6210\u5206\u955c\u3001\u751f\u6210\u3001\u5408\u6210\u3001\u526a\u8f91\u5168\u6d41\u7a0b\uff0c\u80cc\u540e\u7531\u8c03\u5ea6\u7cfb\u7edf\u5728\u7b97\u529b\u9ad8\u5cf0\u81ea\u52a8\u6269\u5bb9\u3001\u4f4e\u8c37\u81ea\u52a8\u56de\u6536\uff0c\u6309\u4f7f\u7528\u91cf\u7ed3\u7b97\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u80cc\u540e\u7684\u903b\u8f91\u548c\u524d\u9762\u8bb2\u7684\u65b9\u6cd5\u8bba\u662f\u4e00\u4ee5\u8d2f\u4e4b\u7684\uff1a<strong>\u628a GPU 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