{"id":36128,"date":"2026-09-17T17:04:00","date_gmt":"2026-09-17T09:04:00","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/single-vs-dual-gpus-for-ai-inference-on-us-servers\/"},"modified":"2026-09-17T17:13:47","modified_gmt":"2026-09-17T09:13:47","slug":"single-vs-dual-gpus-for-ai-inference-on-us-servers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/single-vs-dual-gpus-for-ai-inference-on-us-servers\/","title":{"rendered":"\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u7684 AI \u63a8\u7406\uff1a\u5355 GPU \u4e0e\u53cc GPU \u7684\u9009\u62e9"},"content":{"rendered":"<p>\n\u5982\u679c\u4f60\u8981\u5728\u8d34\u8fd1\u5317\u7f8e\u7528\u6237\u7684\u4f4d\u7f6e\u90e8\u7f72\u5927\u6a21\u578b\uff0c\u4e00\u4e2a\u770b\u8d77\u6765\u67af\u71e5\u5374\u975e\u5e38\u5173\u952e\u7684\u95ee\u9898\u4f1a\u5f88\u5feb\u51fa\u73b0\uff1a\u4f60\u7684\u7f8e\u56fd\u673a\u5668\u7a76\u7adf\u5e94\u8be5\u4f7f\u7528\u5355\u5757\u9ad8\u7aef GPU\uff0c\u8fd8\u662f\u91c7\u7528\u53cc GPU \u65b9\u6848\uff1f\u53c8\u8be5\u5982\u4f55\u7528\u660e\u786e\u7684\u6570\u636e\u800c\u4e0d\u662f\u611f\u6027\u5224\u65ad\u6765\u8bc1\u660e\u4f60\u7684\u9009\u62e9\uff1f\u51fa\u4e8e SEO \u9700\u6c42\u4e0e\u900f\u660e\u6027\u8003\u8651\uff0c\u8fd9\u91cc\u7ed9\u51fa\u672c\u6307\u5357\u4e2d\u4f7f\u7528\u7684\u5b8c\u6574\u5173\u952e\u8bcd\u5b57\u7b26\u4e32\uff1a<a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-cn\/server\/los-angeles\/cn2\/\">\u7f8e\u56fdGPU\u670d\u52a1\u5668<\/a>, AI \u63a8\u7406\uff0c\u5355 GPU\uff0c\u53cc GPU\uff0cGPU \u57fa\u51c6\u6d4b\u8bd5\u3002\u672c\u6587\u5c06\u4ece\u52a1\u5b9e\u3001\u4ee5\u6d4b\u91cf\u4e3a\u5148\u7684\u89d2\u5ea6\uff0c\u8bb2\u6e05\u695a\u5982\u4f55\u5728\u7f8e\u56fd\u672c\u571f\u57fa\u7840\u8bbe\u65bd\u4e0a\uff0c\u5728\u201c\u4e00\u5757\u66f4\u5f3a\u7684 GPU\u201d\u4e0e\u201c\u4e24\u5757\u76f8\u5bf9\u4e2d\u7aef\u7684 GPU\u201d\u4e4b\u95f4\u505a\u9009\u62e9\uff0c\u800c\u4e0d\u5377\u5165\u7c89\u4e1d\u53e3\u6c34\u6218\u6216\u8425\u9500\u5e7b\u706f\u7247\u3002\n<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u5355 GPU \u4e0e\u53cc GPU \u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u63a8\u7406\u6548\u679c<\/strong><\/h2>\n<p>\n\u4ece\u7eb8\u9762\u53c2\u6570\u4e0a\u770b\uff0c\u4e00\u53f0\u53cc GPU \u7684\u7f8e\u56fd\u670d\u52a1\u5668\u4f3c\u4e4e\u662f\u8f7b\u677e\u83b7\u80dc\uff1a\u66f4\u591a FLOPs\u3001\u66f4\u5927\u663e\u5b58\u3001\u66f4\u9ad8\u7406\u8bba\u541e\u5410\u3002\u4f46\u5728\u5b9e\u9645\u63a8\u7406\u573a\u666f\u91cc\uff0c\u8d1f\u8f7d\u66f4\u50cf\u662f\u4e00\u6761\u4e8b\u4ef6\u6d41\uff1a\u5927\u91cf\u5e76\u53d1\u8bf7\u6c42\u3001\u4e25\u683c\u7684\u5c3e\u5ef6\u8fdf\u8981\u6c42\uff0c\u4ee5\u53ca\u53ef\u80fd\u6781\u5176\u7a81\u53d1\u3001\u5c16\u5cf0\u660e\u663e\u7684\u6d41\u91cf\u3002\u8fd9\u610f\u5473\u7740\u4f60\u4e0d\u80fd\u53ea\u770b\u89c4\u683c\u8868\uff0c\u800c\u662f\u5fc5\u987b\u771f\u6b63\u5f04\u6e05\u695a\uff1a\u4f60\u7684\u74f6\u9888\u5230\u5e95\u5728\u54ea\u91cc\u3002\n<\/p>\n<p>\n\u5bf9\u5f88\u591a\u7ebf\u4e0a\u8bed\u8a00\u6216\u89c6\u89c9\u6a21\u578b\u800c\u8a00\uff0c\u4e3b\u8981\u7ea6\u675f\u901a\u5e38\u662f\uff1a\n<\/p>\n<ul>\n<li>\u6a21\u578b\uff08\u52a0\u4e0a KV cache\u3001\u5206\u8bcd\u5668\u3001\u8fd0\u884c\u65f6\uff09\u662f\u5426\u80fd\u5b8c\u6574\u88c5\u8fdb\u5355\u5757 GPU \u7684\u663e\u5b58\uff1f<\/li>\n<li>\u5355\u6b21\u8bf7\u6c42\u7684\u5ef6\u8fdf\u4e3b\u8981\u7531 GPU \u8ba1\u7b97\u3001\u663e\u5b58\u5e26\u5bbd\uff0c\u8fd8\u662f\u7f51\u7edc\uff0f\u5e8f\u5217\u5316\u5f00\u9500\u4e3b\u5bfc\uff1f<\/li>\n<li>\u5728\u5355\u4e2a\u7f8e\u56fd\u533a\u57df\u5185\uff0c\u4f60\u9700\u8981\u652f\u6491\u591a\u5927\u7684\u5e76\u53d1\u91cf\u624d\u4e0d\u4f1a\u8fdd\u53cd SLA\uff1f<\/li>\n<\/ul>\n<p>\n\u628a\u8fd9\u4e9b\u95ee\u9898\u60f3\u6e05\u695a\u4e4b\u540e\uff0c\u201c\u5355 GPU vs \u53cc GPU\u201d\u5c31\u53d8\u6210\u4e86\u4e00\u9053\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\u7684\u6743\u8861\u9898\uff1a\n<\/p>\n<ol>\n<li>\u5355 GPU \u8282\u70b9\uff1a\u67b6\u6784\u66f4\u7b80\u5355\uff0c\u901a\u5e38\u5c3e\u5ef6\u8fdf\u66f4\u4f4e\uff0c\u6d89\u53ca\u7ec4\u4ef6\u66f4\u5c11\u3002<\/li>\n<li>\u53cc GPU \u8282\u70b9\uff1a\u663e\u5b58\u9884\u7b97\u66f4\u5bbd\u677e\uff0c\u6574\u4f53 tokens\/s \u6f5c\u5728\u66f4\u9ad8\uff0c\u4f46\u7cfb\u7edf\u590d\u6742\u5ea6\u968f\u4e4b\u4e0a\u5347\u3002<\/li>\n<li>\u6574\u4f53\u96c6\u7fa4\u7b56\u7565\uff1a\u5230\u5e95\u662f\u642d\u5efa\u66f4\u591a\u5355 GPU \u8282\u70b9\u6302\u5728\u8d1f\u8f7d\u5747\u8861\u5668\u540e\u9762\uff0c\u8fd8\u662f\u7528\u66f4\u5c11\u7684\u53cc GPU \u673a\u5668\uff0c\u4f9d\u8d56\u6bcf\u8282\u70b9\u66f4\u9ad8\u7684\u5bb9\u91cf\uff1f<\/li>\n<\/ol>\n<h2><strong>\u786c\u4ef6\u57fa\u7840\uff1a\u5355 GPU \u4e0e\u53cc GPU \u5b9e\u9645\u4e0a\u5206\u522b\u7ed9\u4e86\u4f60\u4ec0\u4e48<\/strong><\/h2>\n<p>\n\u4e0d\u53bb\u7ea0\u7ed3\u8425\u9500\u540d\u79f0\u7684\u8bdd\uff0c\u4e00\u4e2a\u5b9e\u7528\u7684\u5206\u6790\u65b9\u5f0f\u662f\uff0c\u628a\u6bcf\u5757 GPU \u770b\u4f5c\u4e00\u4e2a\u7531\u4e09\u4e2a\u6570\u5b57\u5b9a\u4e49\u7684<strong>\u5bb9\u91cf\u5355\u5143<\/strong>\uff1a\n<\/p>\n<ul>\n<li>\u4f60\u7684\u6a21\u578b\u6808\u5b9e\u9645\u53ef\u7528\u7684\u663e\u5b58\u5bb9\u91cf\uff1b<\/li>\n<li>\u5728\u73b0\u5b9e\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u53ef\u4ee5\u8fbe\u5230\u7684 tokens\/s\uff1b<\/li>\n<li>\u5355\u53f0\u670d\u52a1\u5668\u5728\u4e00\u4e2a\u673a\u67dc\u5355\u4f4d\uff08U \u4f4d\uff09\u5185\u5bf9\u5e94\u7684\u529f\u8017\u548c\u6563\u70ed\u9884\u7b97\u3002<\/li>\n<\/ul>\n<p>\n\u4e00\u5757\u9ad8\u663e\u5b58\u5355\u5361\uff08\u4f8b\u5982 48\u201380 GB \u7684\u6570\u636e\u4e2d\u5fc3\u7ea7 GPU\uff09\u901a\u5e38\u53ef\u4ee5\u8ba9\u6574\u5957\u6a21\u578b\u5e38\u9a7b\u5728\u4e00\u5757\u8bbe\u5907\u4e0a\uff0c\u907f\u514d PCIe \u6216 NVLink \u4e4b\u95f4\u7684\u6570\u636e\u642c\u8fd0\u3002\u4e0e\u4e4b\u76f8\u5bf9\uff0c\u4e24\u5757\u4e2d\u7aef GPU \u5f80\u5f80\u5e26\u6765\uff1a\n<\/p>\n<ul>\n<li>\u805a\u5408\u663e\u5b58\u66f4\u5927\uff0c\u5728\u505a\u5206\u7247\u6216\u5f20\u91cf\u5e76\u884c\u65f6\u80fd\u6491\u8d77\u66f4\u5927\u7684\u6a21\u578b\uff1b<\/li>\n<li>\u53ef\u4ee5\u5728\u540c\u4e00\u673a\u7bb1\u5185\u5c06\u4e0d\u540c\u6a21\u578b\u56fa\u5b9a\u5728\u4e0d\u540c GPU \u4e0a\uff08\u4f8b\u5982\u804a\u5929\u6a21\u578b\u4e0e\u5411\u91cf\u5d4c\u5165\u6a21\u578b\u5206\u5f00\uff09\uff0c\u5b9e\u73b0\u89d2\u8272\u5206\u5de5\uff1b<\/li>\n<li>\u5177\u5907\u4e00\u5b9a\u5197\u4f59\u6027\uff1a\u4e00\u5757 GPU \u6545\u969c\u65f6\uff0c\u53e6\u4e00\u5757\u4ecd\u53ef\u63a5\u7ba1\u90e8\u5206\u964d\u7ea7\u6d41\u91cf\uff0c\u76f4\u81f3\u8be5\u8282\u70b9\u88ab\u5e73\u6ed1\u4e0b\u7ebf\u3002<\/li>\n<\/ul>\n<p>\n\u4f46\u7f3a\u70b9\u5bf9\u4efb\u4f55\u4fee\u8fc7 NCCL \u6216 P2P \u62d3\u6251\u95ee\u9898\u7684\u4eba\u6765\u8bf4\u90fd\u5f88\u719f\u6089\uff1aGPU \u8d8a\u591a\uff0c\u5c31\u8d8a\u4f9d\u8d56\u62d3\u6251\u7ed3\u6784\u3001\u56fa\u4ef6\u548c\u9a71\u52a8\u5728\u9ad8\u8d1f\u8f7d\u4e0b\u59cb\u7ec8\u4fdd\u6301\u7a33\u5b9a\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u662f\u5728\u53cc GPU \u670d\u52a1\u5668\u4e0a\uff0c\u63a8\u7406\u573a\u666f\u4e2d\u4e5f\u975e\u5e38\u5e38\u89c1\u7684\u6a21\u5f0f\u662f\uff1a\u6bcf\u5f20 GPU \u7ed1\u5b9a\u4e00\u4e2a\u72ec\u7acb\u8fdb\u7a0b\uff0c\u800c\u4e0d\u662f\u628a\u540c\u4e00\u4e2a\u6a21\u578b\u5207\u6210\u4e24\u534a\u3001\u5f3a\u884c\u8de8\u4e24\u5f20\u5361\u6765\u8dd1\u6240\u6709\u8bf7\u6c42\u3002\n<\/p>\n<h2><strong>\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u80cc\u666f\uff1a\u5ef6\u8fdf\u3001\u7f51\u7edc\uff0c\u4ee5\u53ca\u9690\u85cf\u7684\u6210\u672c<\/strong><\/h2>\n<p>\n\u5728\u7f8e\u56fd\u673a\u623f\u91cc\u9009\u62e9\u5355 GPU \u8fd8\u662f\u53cc GPU\uff0c\u672c\u8d28\u4e0a\u4e0d\u4ec5\u662f\u7b97\u529b\u95ee\u9898\uff0c\u4e5f\u540c\u6837\u662f\u7f51\u7edc\u4e0e\u6210\u672c\u95ee\u9898\u3002\u76f8\u8f83\u4e8e\u5176\u4ed6\u533a\u57df\uff0c\u7f8e\u56fd\u5730\u533a\u901a\u5e38\u53ef\u4ee5\u7ed9\u5317\u7f8e\u7ec8\u7aef\u7528\u6237\u5e26\u6765\u66f4\u4f4e\u7684\u5f80\u8fd4\u65f6\u5ef6\uff08RTT\uff09\uff0c\u4f46\u4f60\u4ecd\u5fc5\u987b\u8003\u8651\uff1a\n<\/p>\n<ul>\n<li>\u4e91\u5382\u5546\u6216\u670d\u52a1\u5668\u79df\u7528\u63d0\u4f9b\u65b9\u5bf9\u5165\u7ad9\u4e0e\u51fa\u7ad9\u6d41\u91cf\u7684\u8ba1\u8d39\u6a21\u5f0f\uff1b<\/li>\n<li>\u5982\u679c\u4f60\u9700\u8981\u628a\u6d41\u91cf\u955c\u50cf\u5230\u6b27\u6d32\u6216\u4e9a\u6d32\uff0c\u5bf9\u8de8\u533a\u57df\u590d\u5236\u7684\u8d39\u7528\u4e0e\u5ef6\u8fdf\u5f71\u54cd\uff1b<\/li>\n<li>\u4f60\u7684 ISP \u7ec4\u5408\u4e0e\u8fb9\u7f18\u8282\u70b9\uff08POP\uff09\u4e4b\u95f4\u7684\u5bf9\u7b49\u4e92\u8054\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<p>\n\u5982\u679c\u4f60\u91c7\u7528\u5e26 GPU \u7684\u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\uff0c\u62a5\u4ef7\u91cc\u901a\u5e38\u4f1a\u5c06 GPU \u578b\u53f7\u3001CPU\u3001\u5185\u5b58\u3001\u672c\u5730\u5b58\u50a8\u4e0e\u5e26\u5bbd\u6253\u5305\u6210\u4e00\u4e2a\u6708\u5ea6\u4ef7\u683c\u3002\u800c\u5728\u670d\u52a1\u5668\u6258\u7ba1\u6a21\u5f0f\u4e0b\uff0c\u6d4b\u7b97\u65b9\u5f0f\u4f1a\u6539\u53d8\uff1a\u4f60\u81ea\u884c\u8d2d\u4e70\u670d\u52a1\u5668\u4e0e\u663e\u5361\uff0c\u6570\u636e\u4e2d\u5fc3\u5411\u4f60\u6536\u53d6\u7684\u662f\u7535\u529b\u3001\u673a\u67dc\u7a7a\u95f4\uff08U \u4f4d\uff09\u4ee5\u53ca\u7f51\u7edc\u8fde\u63a5\u7684\u8d39\u7528\u3002\u65e0\u8bba\u54ea\u79cd\u6a21\u5f0f\uff0c\u6b63\u786e\u7684\u95ee\u9898\u90fd\u4e0d\u662f\u201c\u8fd9\u4e2a\u4ef7\u683c\u80fd\u62ff\u5230\u591a\u5c11\u5757 GPU\u201d\uff0c\u800c\u662f\u201c\u5728\u8fd9\u6574\u5957\u7cfb\u7edf\u6210\u672c\u4e0b\uff0c\u6211\u80fd\u83b7\u5f97\u591a\u5c11\u771f\u5b9e\u7684\u63a8\u7406\u541e\u5410\u4e0e\u53ef\u9760\u6027\u201d\u3002\n<\/p>\n<h2><strong>\u51b3\u5b9a\u5355 GPU \u8fd8\u662f\u53cc GPU \u7684\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u539f\u578b<\/strong><\/h2>\n<p>\n\u4e3a\u4e86\u907f\u514d\u7a7a\u6cdb\u8ba8\u8bba\uff0c\u5148\u628a\u4f60\u7684\u8d1f\u8f7d\u7c7b\u578b\u5212\u5206\u5230\u82e5\u5e72\u76f8\u5bf9\u5178\u578b\u7684\u201c\u5de5\u4f5c\u8d1f\u8f7d\u539f\u578b\u201d\u4e2d\u4f1a\u66f4\u6709\u5e2e\u52a9\u3002\u4e0d\u540c\u539f\u578b\u4e0b\uff0c\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u9009\u62e9\u5355 GPU \u8fd8\u662f\u53cc GPU\uff0c\u4f1a\u6709\u5b8c\u5168\u4e0d\u540c\u7684\u6700\u4f73\u89e3\u3002\n<\/p>\n<ol>\n<li>\n    <strong>\u4f4e\u5e76\u53d1\u3001\u6781\u5ea6\u654f\u611f\u5ef6\u8fdf\u7684 API<\/strong><br \/>\n    \u6bd4\u5982\u5185\u90e8\u7814\u53d1\u5de5\u5177\u3001\u5c0f\u56e2\u961f\u4f7f\u7528\u7684\u4ee3\u7801\u52a9\u624b\uff0c\u6216\u4ecd\u5728\u8bd5\u6c34\u671f\u3001\u6d41\u91cf\u4e0d\u5927\u7684 SaaS \u4ea7\u54c1\u3002\u5e76\u53d1\u8bf7\u6c42\u5f88\u5c11\uff0c\u4f46\u5bf9\u54cd\u5e94\u901f\u5ea6\u5f02\u5e38\u654f\u611f\u3002\u8fd9\u7c7b\u573a\u666f\u901a\u5e38\u6bcf\u8282\u70b9\u4e00\u5757\u9ad8\u6027\u80fd GPU \u662f\u6700\u5e72\u51c0\u5229\u843d\u7684\u89e3\u51b3\u65b9\u6848\u3002\n  <\/li>\n<li>\n    <strong>\u9ad8\u5e76\u53d1\u3001\u5bf9\u5ef6\u8fdf\u6709\u4e00\u5b9a\u5bb9\u5fcd\u5ea6<\/strong><br \/>\n    \u9762\u5411\u516c\u4f17\u7684\u804a\u5929\u63a5\u53e3\u3001\u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u670d\u52a1\u3001\u6216\u4e3a\u6210\u5343\u4e0a\u4e07\u7528\u6237\u6bcf\u5206\u949f\u63d0\u4f9b\u4e2a\u6027\u5316\u63a8\u7406\u3002\u5728\u8fd9\u91cc\uff0c\u66f4\u91cd\u8981\u7684\u662f\u6574\u4f53 tokens\/s \u4e0e\u53ef\u6301\u7eed QPS\uff0c\u800c\u4e0d\u662f\u518d\u4e3a P50 \u5ef6\u8fdf\u538b\u7f29\u51e0\u6beb\u79d2\u3002\u53cc GPU \u673a\u5668\u5728\u8fd9\u7c7b\u573a\u666f\u4e2d\u5f80\u5f80\u80fd\u4f53\u73b0\u4ef7\u503c\uff0c\u6216\u8005\u4f60\u4e5f\u53ef\u4ee5\u9009\u62e9\u94fa\u5f00\u66f4\u591a\u5355 GPU \u8282\u70b9\u6765\u6a2a\u5411\u6269\u5c55\u3002\n  <\/li>\n<li>\n    <strong>\u663e\u5b58\u6781\u5ea6\u9965\u6e34\u7684\u5927\u6a21\u578b<\/strong><br \/>\n    \u5982\u679c\u4f60\u5728\u8fd0\u884c\u53c2\u6570\u91cf\u6781\u5927\u7684\u6a21\u578b\uff0c\u5373\u4fbf\u5df2\u7ecf\u505a\u4e86\u91cf\u5316\uff0c\u4ecd\u53ef\u80fd\u88ab\u8feb\u91c7\u7528\u6a21\u578b\u5206\u7247\u6216\u5f20\u91cf\u5e76\u884c\u3002\u6b64\u65f6\u5355\u5361\u6839\u672c\u88c5\u4e0d\u4e0b\u6a21\u578b\uff0c\u53cc GPU \u8282\u70b9\u5c31\u6210\u4e3a\u4e86\u6700\u4f4e\u914d\u7f6e\u7684\u73b0\u5b9e\u9009\u62e9\u3002\n  <\/li>\n<li>\n    <strong>\u5728\u5355\u53f0\u4e3b\u673a\u4e0a\u540c\u65f6\u670d\u52a1\u591a\u79cd\u6a21\u578b<\/strong><br \/>\n    \u6709\u4e9b\u56e2\u961f\u4f1a\u5728\u4e00\u53f0\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u540c\u65f6\u5e38\u9a7b\u804a\u5929\u6a21\u578b\u3001\u5411\u91cf\u5d4c\u5165\u6a21\u578b\uff0c\u4ee5\u53ca\u91cd\u6392\u5e8f\u6a21\u578b\uff0c\u4ee5\u590d\u7528\u7f13\u5b58\u3001\u51cf\u5c11\u4e1c\u897f\u5411\u6d41\u91cf\u3002\u53cc GPU \u670d\u52a1\u5668\u8ba9\u4f60\u53ef\u4ee5\u4e3a\u4e0d\u540c\u89d2\u8272\u5206\u522b\u5206\u914d GPU\uff0c\u6216\u901a\u8fc7\u5408\u7406\u6df7\u5e03\u6765\u63d0\u5347\u6574\u4f53\u5229\u7528\u7387\uff0c\u540c\u65f6\u907f\u514d\u5728\u5355\u5757\u5361\u4e0a\u628a\u663e\u5b58\u6324\u7206\u3002\n  <\/li>\n<\/ol>\n<p>\n\u5f53\u4f60\u8ba4\u6e05\u81ea\u5df1\u7684\u8d1f\u8f7d\u5c5e\u4e8e\u54ea\u4e00\u79cd\u539f\u578b\u540e\uff0c\u5c31\u53ef\u4ee5\u9488\u5bf9\u6027\u8bbe\u8ba1\u538b\u6d4b\u65b9\u6848\uff0c\u4f7f\u4e4b\u66f4\u63a5\u8fd1\u672a\u6765\u7684\u771f\u5b9e\u751f\u4ea7\u573a\u666f\uff0c\u800c\u4e0d\u662f\u8dd1\u4e00\u4e2a\u53ea\u4f1a\u5728\u7eb8\u9762\u4e0a\u201c\u7f8e\u5316\u201d\u786c\u4ef6\u7684\u5408\u6210\u57fa\u51c6\u6d4b\u8bd5\u3002\n<\/p>\n<h2><strong>\u5982\u4f55\u8bbe\u8ba1\u8d34\u8fd1\u751f\u4ea7\u73af\u5883\u7684\u57fa\u51c6\u6d4b\u8bd5<\/strong><\/h2>\n<p>\n\u5bf9\u5de5\u7a0b\u5e08\u6765\u8bf4\uff0c\u6709\u4e00\u4e2a\u5f88\u5b9e\u7528\u7684\u7ecf\u9a8c\u6cd5\u5219\uff1a\u5982\u679c\u4f60\u7684\u57fa\u51c6\u6d4b\u8bd5\u8fd0\u884c\u8d77\u6765\u4e0d\u7b97\u201c\u75db\u82e6\u201d\uff0c\u90a3\u5b83\u5927\u6982\u7387\u8fd8\u79bb\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u6709\u4e00\u5b9a\u8ddd\u79bb\u3002\u4e00\u4e2a\u7528\u4e8e\u6bd4\u8f83\u7f8e\u56fd\u673a\u623f\u4e2d\u5355 GPU \u4e0e\u53cc GPU \u670d\u52a1\u5668\u7684\u4f18\u52a3\u3001\u4e14\u8db3\u591f\u9760\u8c31\u7684\u6d4b\u8bd5\uff0c\u5e94\u8be5\u505a\u5230\uff1a\n<\/p>\n<ul>\n<li>\u4f7f\u7528\u4f60\u8ba1\u5212\u6b63\u5f0f\u4e0a\u7ebf\u7684\u540c\u4e00\u6a21\u578b\u7248\u672c\u3001\u540c\u4e00\u5206\u8bcd\u5668\u4ee5\u53ca\u540c\u4e00\u91cf\u5316\u65b9\u6848\uff1b<\/li>\n<li>\u6839\u636e\u771f\u5b9e\u65e5\u5fd7\u6216\u4e1a\u52a1\u9884\u6d4b\uff0c\u8fd8\u539f\u5c3d\u91cf\u63a5\u8fd1\u5b9e\u9645\u7684\u63d0\u793a\uff08prompt\uff09\u957f\u5ea6\u4e0e\u8f93\u51fa\u957f\u5ea6\u5206\u5e03\uff1b<\/li>\n<li>\u538b\u6d4b\u4f60\u8ba1\u5212\u6b63\u5f0f\u8fd0\u8425\u7684\u6574\u5957\u670d\u52a1\u6808\uff08\u5982 FastAPI\u3001gRPC\uff0c\u6216\u7c7b\u4f3c Triton \u7684\u63a8\u7406\u670d\u52a1\uff09\uff1b<\/li>\n<li>\u8fd0\u884c\u65f6\u95f4\u8db3\u591f\u957f\uff0c\u4f7f\u6e29\u5ea6\u4e0e\u52a0\u901f\uff08boost\uff09\u884c\u4e3a\u8fbe\u5230\u7a33\u5b9a\u533a\u95f4\u3002<\/li>\n<\/ul>\n<p>\n\u5728\u6307\u6807\u9009\u62e9\u4e0a\uff0c\u4ee5\u4e0b\u6570\u636e\u901a\u5e38\u975e\u5e38\u6709\u4ef7\u503c\uff1a\n<\/p>\n<ul>\n<li>\u5728\u4e0d\u540c\u5e76\u53d1\u5c42\u7ea7\u4e0b\u7684\u6bcf\u79d2\u8bf7\u6c42\u6570\uff08RPS\uff09\uff1b<\/li>\n<li>\u7aef\u5230\u7aef\u8c03\u7528\u7684 P50\u3001P95\u3001P99 \u5ef6\u8fdf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f GPU \u5185\u6838\u65f6\u95f4\uff1b<\/li>\n<li>GPU \u5229\u7528\u7387\u3001\u663e\u5b58\u5360\u7528\u60c5\u51b5\uff0c\u4ee5\u53ca\u4efb\u4f55 PCIe \u6216 NVLink \u9971\u548c\u7684\u8ff9\u8c61\uff1b<\/li>\n<li>\u4e3b\u673a CPU \u8d1f\u8f7d\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u5f00\u9500\u3002<\/li>\n<\/ul>\n<p>\n\u5728\u6bd4\u8f83\u5355 GPU \u4e0e\u53cc GPU \u670d\u52a1\u5668\u65f6\uff0c\u4f60\u5e0c\u671b\u5c06\u5176\u4ed6\u53d8\u91cf\u5168\u90e8\u9501\u6b7b\uff1a\u76f8\u540c\u7684 CPU\u3001\u5185\u5b58\u3001\u5185\u6838\u7248\u672c\u4e0e\u9a71\u52a8\uff0c\u4ee5\u53ca\u76f8\u540c\u7684\u7f8e\u56fd\u533a\u57df\u4e0e\u7f51\u7edc\u8def\u5f84\u3002\u5426\u5219\uff0c\u4f60\u53ef\u80fd\u4f1a\u628a\u7f51\u7edc\u6296\u52a8\u6216\u8c03\u5ea6\u566a\u97f3\u8bef\u8ba4\u4e3a\u662f\u201cGPU \u6a2a\u5411\u6269\u5c55\u6548\u679c\u4e0d\u597d\u201d\u3002\n<\/p>\n<h2><strong>\u5355 GPU \u57fa\u51c6\u6d4b\u8bd5\u5b9e\u6218\u6b65\u9aa4<\/strong><\/h2>\n<p>\n\u5373\u4fbf\u4f60\u51e0\u4e4e\u53ef\u4ee5\u786e\u5b9a\u6700\u7ec8\u9700\u8981\u53cc GPU\uff0c\u4e5f\u4ecd\u7136\u5e94\u8be5\u4ece\u5355 GPU \u5f00\u59cb\u3002\u8fd9\u4e00\u57fa\u7ebf\u53ef\u4ee5\u544a\u8bc9\u4f60\uff1a\u5728\u771f\u5b9e\u573a\u666f\u4e0b\uff0c\u4e00\u5757 GPU \u5728\u5c3e\u5ef6\u8fdf\u5f00\u59cb\u53d8\u5f97\u96be\u770b\u3001\u6216\u51fa\u73b0\u5927\u9762\u79ef\u8d85\u65f6\u4e4b\u524d\uff0c\u7a76\u7adf\u80fd\u6491\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002\u4e00\u4e2a\u6613\u4e8e\u6267\u884c\u7684\u6d4b\u8bd5\u6d41\u7a0b\u5927\u81f4\u5982\u4e0b\uff1a\n<\/p>\n<ol>\n<li>\n    <strong>\u9884\u70ed\u9636\u6bb5<\/strong><br \/>\n    \u542f\u52a8\u63a8\u7406\u670d\u52a1\uff0c\u52a0\u8f7d\u6a21\u578b\uff0c\u5148\u53d1\u9001\u51e0\u767e\u4e2a\u4e0d\u8ba1\u5165\u7edf\u8ba1\u7684\u8bf7\u6c42\uff0c\u4ee5\u586b\u5145\u7f13\u5b58\u3001\u89e6\u53d1 JIT \u7f16\u8bd1\uff0c\u5e76\u8ba9\u9891\u7387\u4e0e\u6e29\u5ea6\u5148\u7a33\u5b9a\u4e0b\u6765\u3002\n  <\/li>\n<li>\n    <strong>\u9636\u68af\u5f0f\u5e76\u53d1\u722c\u5761<\/strong><br \/>\n    \u6309\u5e76\u53d1\u7ea7\u522b\u5206\u6b65\u538b\u6d4b\uff0c\u4f8b\u5982\uff1a1\u30014\u30018\u300116\u300132\u300164\u3002\u6bcf\u4e2a\u7ea7\u522b\u90fd\u9700\u6301\u7eed\u8dd1\u4e0a\u51e0\u5206\u949f\uff0c\u91c7\u96c6\u5b8c\u6574\u7684\u5ef6\u8fdf\u76f4\u65b9\u56fe\u3002\n  <\/li>\n<li>\n    <strong>\u57fa\u4e8e token \u7684\u541e\u5410\u6d4b\u91cf<\/strong><br \/>\n    \u4e0d\u8981\u53ea\u770b\u8bf7\u6c42\u6570\uff08RPS\uff09\uff0c\u8fd8\u8981\u7edf\u8ba1 tokens\/s\uff08\u6216\u5b57\u7b26\u6570\/s\uff09\uff0c\u4ee5\u4fbf\u5728\u4e0d\u540c\u63d0\u793a\u5206\u5e03\u4e4b\u95f4\u8fdb\u884c\u53ef\u6bd4\u5206\u6790\u3002\n  <\/li>\n<li>\n    <strong>\u89c2\u5bdf\u9971\u548c\u70b9<\/strong><br \/>\n    \u627e\u51fa\u90a3\u4e2a\u5e76\u53d1\u7ea7\u522b\uff1a\u4ece\u90a3\u91cc\u5f00\u59cb\uff0cP95 \u6216 P99 \u5ef6\u8fdf\u51fa\u73b0\u660e\u663e\u7684\u8d85\u7ebf\u6027\u589e\u957f\uff0c\u6216\u8005\u5728\u4f60\u7ee7\u7eed\u589e\u52a0\u5e76\u53d1\u65f6 GPU \u5229\u7528\u7387\u5374\u4e0d\u518d\u4e0a\u5347\u3002\u8fd9\u5927\u81f4\u5c31\u662f\u5355 GPU \u8282\u70b9\u5728\u7ecf\u6d4e\u610f\u4e49\u4e0a\u7684\u8d1f\u8f7d\u4e0a\u9650\u3002\n  <\/li>\n<\/ol>\n<p>\n\u6709\u4e86\u8fd9\u6837\u4e00\u4efd\u5355\u5361\u6027\u80fd\u753b\u50cf\u540e\uff0c\u4f60\u5df2\u7ecf\u80fd\u89e3\u7b54\u76f8\u5f53\u591a\u7684\u67b6\u6784\u8bbe\u8ba1\u95ee\u9898\u3002\u5f88\u591a\u56e2\u961f\u4f1a\u53d1\u73b0\uff1a\u5728\u7f8e\u56fd\u672c\u571f\u7684\u4e00\u5757\u9ad8\u663e\u5b58 GPU\uff0c\u8db3\u4ee5\u4ece\u5bb9\u8986\u76d6\u672a\u6765 6\u201312 \u4e2a\u6708\u7684\u9884\u671f\u6d41\u91cf\uff0c\u800c\u56f4\u7ed5\u53cc GPU \u7684\u4e89\u8bba\uff0c\u5f88\u53ef\u80fd\u53ea\u662f\u7cbe\u529b\u4e0a\u7684\u5206\u6563\u3002\n<\/p>\n<h2><strong>\u53cc GPU \u57fa\u51c6\u6d4b\u8bd5\u6a21\u5f0f\uff1a\u4e24\u5757\u5361\u53ef\u4ee5\u600e\u4e48\u73a9<\/strong><\/h2>\n<p>\n\u4e00\u53f0\u673a\u67dc\u4e2d\u7684\u53cc GPU \u670d\u52a1\u5668\uff0c\u5bf9\u5e94\u591a\u79cd\u622a\u7136\u4e0d\u540c\u7684\u90e8\u7f72\u6a21\u5f0f\uff0c\u800c\u6bcf\u4e00\u79cd\u6a21\u5f0f\u5728\u538b\u6d4b\u65f6\u7684\u8868\u73b0\u4e5f\u5b8c\u5168\u4e0d\u540c\uff1a\n<\/p>\n<ul>\n<li>\n    <strong>\u6bcf\u5757\u5361\u4e00\u4e2a\u8fdb\u7a0b\uff0c\u6a21\u578b\u5b8c\u5168\u72ec\u7acb<\/strong><br \/>\n    \u6bcf\u5757 GPU \u8fd0\u884c\u81ea\u5df1\u7684\u6a21\u578b\u5b9e\u4f8b\uff0c\u76d1\u542c\u72ec\u7acb\u7684\u7aef\u53e3\u3002\u901a\u8fc7\u8d1f\u8f7d\u5747\u8861\u6216\u7b80\u5355\u54c8\u5e0c\u6765\u5206\u914d\u8bf7\u6c42\u3002\u8fd9\u901a\u5e38\u662f\u6700\u7a33\u5065\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u56e0\u4e3a\u4e3b\u8def\u5f84\u4e0a\u4e0d\u5b58\u5728\u4efb\u4f55\u8de8 GPU \u901a\u4fe1\u3002\n  <\/li>\n<li>\n    <strong>\u5355\u8fdb\u7a0b\u7ba1\u7406\u591a\u5757 GPU\uff0c\u4f46\u6a21\u578b\u5b9e\u4f8b\u5f7c\u6b64\u72ec\u7acb<\/strong><br \/>\n    \u8fd0\u884c\u65f6\u4f1a\u5728\u591a\u5757 GPU \u4e4b\u95f4\u8c03\u5ea6 batch\uff0c\u540c\u65f6\u5404\u81ea\u7ef4\u62a4\u72ec\u7acb\u6743\u91cd\u3002\u914d\u7f6e\u4e0e\u7ba1\u7406\u76f8\u5bf9\u96c6\u4e2d\uff0c\u4f46\u4e5f\u53ef\u80fd\u5f15\u5165\u66f4\u591a\u8026\u5408\uff0c\u5bfc\u81f4\u540e\u7eed\u8c03\u8bd5\u66f4\u52a0\u56f0\u96be\u3002\n  <\/li>\n<li>\n    <strong>\u5206\u7247\u6216\u5f20\u91cf\u5e76\u884c\u90e8\u7f72<\/strong><br \/>\n    \u4e00\u4e2a\u5927\u6a21\u578b\u88ab\u62c6\u5f00\uff0c\u4e00\u90e8\u5206\u5c42\u6216\u5f20\u91cf\u653e\u5728 GPU0 \u4e0a\uff0c\u53e6\u4e00\u90e8\u5206\u653e\u5728 GPU1 \u4e0a\u3002\u6709\u65f6\u8fd9\u662f\u672c\u5730\u90e8\u7f72\u5de8\u578b\u6a21\u578b\u7684\u552f\u4e00\u73b0\u5b9e\u529e\u6cd5\uff0c\u4f46\u53ea\u8981\u6fc0\u6d3b\u503c\u9700\u8981\u5728\u4e24\u5757 GPU \u4e4b\u95f4\u6765\u56de\uff0c\u5c31\u4f1a\u9644\u52a0\u989d\u5916\u5ef6\u8fdf\u3002\n  <\/li>\n<\/ul>\n<p>\n\u4f60\u7684\u57fa\u51c6\u6d4b\u8bd5\u9700\u8981\u660e\u786e\u9009\u62e9\uff0c\u5e76\u6587\u6863\u5316\u81ea\u5df1\u91c7\u7528\u7684\u662f\u54ea\u4e00\u79cd\u6a21\u5f0f\u3002\u5bf9\u5f88\u591a\u90e8\u7f72\u5728\u7f8e\u56fd\u5730\u533a\u7684\u63a8\u7406\u7cfb\u7edf\u6765\u8bf4\uff0c\u7b2c\u4e00\u79cd\u6a21\u5f0f\u2014\u2014\u5728\u4e00\u53f0\u673a\u7bb1\u4e2d\u8dd1\u4e24\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u5b9e\u4f8b\u2014\u2014\u5f80\u5f80\u7ed9\u51fa\u6700\u76f4\u89c2\u3001\u6700\u5e72\u51c0\u7684\u6269\u5c55\u66f2\u7ebf\uff1a\u5982\u679c\u5355 GPU \u8282\u70b9\u80fd\u591f\u5728\u76ee\u6807\u5ef6\u8fdf\u4e0b\u7a33\u4f4f N QPS\uff0c\u90a3\u4e48\u53cc GPU \u8282\u70b9\u5728\u6ca1\u6709\u5148\u649e\u4e0a CPU\u3001\u7f51\u5361\u6216\u78c1\u76d8\u74f6\u9888\u7684\u524d\u63d0\u4e0b\uff0c\u5e94\u5f53\u53ef\u4ee5\u63a5\u8fd1 2N QPS\u3002\n<\/p>\n<h2><strong>\u89e3\u8bfb\u6d4b\u8bd5\u7ed3\u679c\uff1a\u53cc GPU \u4f55\u65f6\u771f\u6b63\u83b7\u80dc<\/strong><\/h2>\n<p>\n\u5f53\u4f60\u62ff\u5230\u5355 GPU \u4e0e\u53cc GPU \u8282\u70b9\u7684\u6d4b\u8bd5\u7ed3\u679c\u65f6\uff0c\u8981\u5c3d\u91cf\u907f\u514d\u53ea\u76ef\u7740\u5e73\u5747\u541e\u5410\u8fd9\u4e00\u9879\u3002\u66f4\u597d\u7684\u65b9\u5f0f\u662f\u4ece\u51e0\u4e2a\u4e0e\u771f\u5b9e\u7528\u6237\u4f53\u9a8c\u5f3a\u76f8\u5173\u7684\u89d2\u5ea6\u8fdb\u884c\u5bf9\u6bd4\uff1a\n<\/p>\n<ul>\n<li>\n    <strong>\u541e\u5410\u6269\u5c55\u6027<\/strong><br \/>\n    \u5728\u76f8\u540c\u5ef6\u8fdf\u9884\u7b97\u4e0b\uff0c\u53cc GPU \u662f\u5426\u8ba9\u53ef\u7528 tokens\/s \u63a5\u8fd1\u7ffb\u500d\uff1f\u8fd8\u662f\u53ea\u63d0\u5347\u4e86 30\u201350%\uff0c\u539f\u56e0\u5728\u4e8e\u8de8\u8bbe\u5907\u901a\u4fe1\u3001CPU \u4e0a\u9650\u6216\u6846\u67b6\u5f00\u9500\u62d6\u4e86\u540e\u817f\uff1f\n  <\/li>\n<li>\n    <strong>\u5c3e\u5ef6\u8fdf\u8868\u73b0<\/strong><br \/>\n    \u968f\u5e76\u53d1\u5ba2\u6237\u7aef\u6570\u91cf\u589e\u52a0\uff0cP99 \u5ef6\u8fdf\u662f\u5426\u4ecd\u7136\u4fdd\u6301\u53ef\u9884\u671f\u7684\u53d8\u5316\u8d8b\u52bf\uff1f\u5728\u67d0\u4e9b\u914d\u7f6e\u4e0b\uff0c\u628a\u8bb8\u591a\u4e0d\u540c\u79df\u6237\u6df7\u5728\u4e00\u4e2a\u53cc GPU \u8282\u70b9\u4e0a\uff0c\u53ef\u80fd\u4f1a\u5236\u9020\u51fa\u201c\u5435\u95f9\u90bb\u5c45\u201d\u6548\u5e94\uff0c\u6bc1\u6389\u4f60\u7684 SLO\uff0c\u5373\u4fbf\u5e73\u5747\u5ef6\u8fdf\u770b\u8d77\u6765\u8fd8\u4e0d\u9519\u3002\n  <\/li>\n<li>\n    <strong>\u5229\u7528\u7387\u4e0e\u8d44\u6e90\u6d6a\u8d39<\/strong><br \/>\n    \u662f\u5426\u7ecf\u5e38\u51fa\u73b0\u67d0\u5757 GPU \u57fa\u672c\u95f2\u7f6e\uff0c\u800c\u53e6\u4e00\u5757\u88ab\u6253\u6ee1\u7684\u60c5\u51b5\uff1f\u5982\u679c\u662f\uff0c\u4f60\u7684\u8c03\u5ea6\u6216\u6d41\u91cf\u5206\u914d\u7b56\u7565\u5f88\u53ef\u80fd\u5728\u767d\u767d\u6d6a\u8d39\u7b97\u529b\u3002\n  <\/li>\n<li>\n    <strong>\u6bcf\u5355\u4f4d\u6709\u6548\u5de5\u4f5c\u91cf\u7684\u6210\u672c<\/strong><br \/>\n    \u5c06\u6240\u6709\u6570\u636e\u5f52\u4e00\u5316\u5230\u4f60\u771f\u6b63\u5173\u5fc3\u7684\u5355\u4f4d\u2014\u2014\u4f8b\u5982\u201c\u6bcf\u767e\u4e07\u751f\u6210 token \u7684\u6210\u672c\u201d\uff0c\u6216\u201c\u5728\u76ee\u6807\u5ef6\u8fdf\u4e0b\uff0c\u6bcf 1 \u4e07\u6b21 API \u8c03\u7528\u7684\u6210\u672c\u201d\u2014\u2014\u7136\u540e\u5728\u8fd9\u4e00\u8f74\u4e0a\u6bd4\u8f83\u5355 GPU \u4e0e\u53cc GPU \u65b9\u6848\u3002\n  <\/li>\n<\/ul>\n<p>\n\u53cc GPU \u5f80\u5f80\u4f1a\u5728\u4ee5\u4e0b\u4e09\u79cd\u573a\u666f\u4e2d\u53d6\u5f97\u660e\u663e\u4f18\u52bf\uff1a\n<\/p>\n<ol>\n<li>\u4f60\u5fc5\u987b\u670d\u52a1\u4e00\u4e2a\u6839\u672c\u65e0\u6cd5\u88c5\u5165\u5355\u5361\u663e\u5b58\u7684\u6a21\u578b\uff1b<\/li>\n<li>\u4f60\u7684\u4e1a\u52a1\u5b58\u5728\u957f\u671f\u7684\u9ad8\u5e76\u53d1\u9700\u6c42\uff0c\u5e76\u4e14\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d\uff0c\u53cc GPU \u8282\u70b9\u7684\u541e\u5410\u6269\u5c55\u63a5\u8fd1\u7ebf\u6027\uff1b<\/li>\n<li>\u4f60\u6240\u5728\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u7684\u7535\u529b\u548c\u673a\u67dc\u7a7a\u95f4\uff08U \u4f4d\uff09\u6210\u672c\u8f83\u9ad8\uff0c\u4f7f\u5f97\u5c06\u7b97\u529b\u96c6\u4e2d\u5728\u66f4\u5c11\u7684\u9ad8\u5bc6\u5ea6\u673a\u5668\u4e0a\uff0c\u6bd4\u94fa\u5f00\u5927\u91cf\u5355 GPU \u8282\u70b9\u66f4\u7ecf\u6d4e\u3002<\/li>\n<\/ol>\n<h2><strong>\u7f8e\u56fd GPU \u670d\u52a1\u5668\u7684\u6210\u672c\u5efa\u6a21\uff1a\u670d\u52a1\u5668\u79df\u7528\u4e0e\u670d\u52a1\u5668\u6258\u7ba1<\/strong><\/h2>\n<p>\n\u65e0\u8bba\u4f60\u4f7f\u7528\u7684\u662f\u7f8e\u56fd\u672c\u571f\u7684\u88f8\u91d1\u5c5e\u670d\u52a1\u5668\u79df\u7528\u3001\u4e91\u5b9e\u4f8b\uff0c\u8fd8\u662f\u5728\u7f8e\u56fd\u673a\u623f\u8fdb\u884c\u670d\u52a1\u5668\u6258\u7ba1\uff0c\u90fd\u5e94\u8be5\u5728\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\u7684\u57fa\u7840\u4e0a\uff0c\u81f3\u5c11\u5efa\u7acb\u4e00\u4e2a\u8f7b\u91cf\u4f46\u8bda\u5b9e\u7684\u6210\u672c\u6a21\u578b\u3002\u5b83\u4e0d\u5fc5\u7edd\u5bf9\u7cbe\u786e\uff0c\u53ea\u8981\u903b\u8f91\u81ea\u6d3d\u4e14\u4e0d\u81ea\u6211\u6b3a\u9a97\u5373\u53ef\u3002\n<\/p>\n<p>\n\u4e00\u4e2a\u5b9e\u7528\u7684\u505a\u6cd5\uff0c\u662f\u4e3a\u6bcf\u4e00\u79cd\u914d\u7f6e\u51c6\u5907\u4e00\u4e2a\u5c0f\u8868\u683c\u6216\u8005\u7535\u5b50\u8868\u683c\uff0c\u5176\u4e2d\u5305\u542b\uff1a\n<\/p>\n<ul>\n<li>\u6708\u5ea6\u56fa\u5b9a\u6210\u672c\uff08\u670d\u52a1\u5668\u6216\u4e91\u5b9e\u4f8b\u79df\u91d1\uff0c\u6216\u8005\u673a\u67dc\u8d39\u7528\u4e0e\u9884\u4f30\u7535\u529b\u6210\u672c\uff09\uff1b<\/li>\n<li>\u53ef\u53d8\u6210\u672c\uff08\u7f51\u7edc\u51fa\u7ad9\u6d41\u91cf\u3001\u589e\u503c\u6280\u672f\u652f\u6301\u3001\u5907\u4efd\u3001\u8de8\u533a\u57df\u4e92\u8054\u7b49\uff09\uff1b<\/li>\n<li>\u57fa\u51c6\u6d4b\u8bd5\u6307\u6807\uff08\u5728\u67d0\u4e2a\u5ef6\u8fdf SLO \u4e0b\u53ef\u6301\u7eed\u7684 tokens\/s\uff09\uff1b<\/li>\n<li>\u6d3e\u751f\u6210\u672c\u6307\u6807\uff08\u6bcf\u767e\u4e07 token \u7684\u6210\u672c\u3001\u6bcf 1 \u4e07\u6b21\u8bf7\u6c42\u7684\u6210\u672c\u3001\u5982\u679c\u9700\u8981\u591a\u53ef\u7528\u533a\u590d\u5236\u65f6\uff0c\u6bcf\u4e00\u4e2a\u201c9\u201d\u7684\u53ef\u7528\u6027\u8981\u4ed8\u51fa\u7684\u6210\u672c\u7b49\uff09\u3002<\/li>\n<\/ul>\n<p>\n\u5982\u679c\u4f60\u7684\u56e2\u961f\u8ba1\u5212\u81ea\u8d2d\u786c\u4ef6\u5e76\u653e\u5165\u6570\u636e\u4e2d\u5fc3\u505a\u670d\u52a1\u5668\u6258\u7ba1\uff0c\u53cc GPU \u670d\u52a1\u5668\u5f80\u5f80\u5728\u957f\u671f\u7ecf\u6d4e\u6027\u4e0a\u66f4\u6709\u4f18\u52bf\uff0c\u56e0\u4e3a\u4f60\u9700\u8981\u652f\u4ed8\u7684\u673a\u67dc U \u6570\u548c\u914d\u7535\u5355\u5143\uff08PDU\uff09\u6570\u91cf\u4f1a\u66f4\u5c11\u3002\u76f8\u53cd\uff0c\u5728\u6309\u4f7f\u7528\u91cf\u8ba1\u8d39\u7684\u4e91\u670d\u52a1\u5668\u79df\u7528\u6a21\u5f0f\u4e0b\uff0c\u4f9d\u8d56\u66f4\u591a\u5c0f\u578b\u5355 GPU \u5b9e\u4f8b\uff0c\u5e76\u901a\u8fc7\u81ea\u52a8\u6269\u7f29\uff08autoscaling\uff09\u6765\u6a2a\u5411\u6269\u5c55\uff0c\u5f80\u5f80\u5728\u8fd0\u8425\u7075\u6d3b\u6027\u548c\u5e94\u5bf9\u5b63\u8282\u6027\u6d41\u91cf\u6ce2\u52a8\u65b9\u9762\u66f4\u5360\u4e0a\u98ce\u3002\n<\/p>\n<h2><strong>\u4e0d\u4ec5\u4ec5\u662f GPU\uff1a\u4f60\u4e0d\u80fd\u5ffd\u89c6\u7684\u7cfb\u7edf\u7ea7\u74f6\u9888<\/strong><\/h2>\n<p>\n\u5728\u63a8\u7406\u5de5\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u975e\u5e38\u5e38\u89c1\u3001\u4e5f\u5f88\u8ba9\u4eba\u201c\u6e05\u9192\u201d\u7684\u7ecf\u5386\u662f\uff1a\u4f60\u7cbe\u5fc3\u8c03\u4f18\u7684\u53cc GPU \u670d\u52a1\u5668\u5927\u90e8\u5206\u65f6\u95f4\u90fd\u5728\u95f2\u7740\uff0c\u56e0\u4e3a\u771f\u6b63\u7684\u74f6\u9888\u538b\u6839\u4e0d\u5728 GPU \u4e0a\u3002\u5728\u538b\u6d4b\u671f\u95f4\u4ee5\u53ca\u4e4b\u540e\uff0c\u8bf7\u52a1\u5fc5\u5173\u6ce8\uff1a\n<\/p>\n<ul>\n<li>\n    <strong>CPU \u9971\u548c\u5ea6<\/strong><br \/>\n    \u5206\u8bcd\u3001JSON \u5e8f\u5217\u5316\u3001TLS \u7ec8\u6b62\u3001\u65e5\u5fd7\u8bb0\u5f55\u4ee5\u53ca\u7f16\u6392\u4ee3\u7406\u90fd\u4f1a\u6d88\u8017 CPU\u3002\u5982\u679c\u5728\u53cc GPU \u670d\u52a1\u5668\u4e0a\u642d\u914d\u7684\u662f\u8f83\u5f31\u7684 CPU\uff0c\u90a3\u4e48\u4e00\u65e6\u4f60\u5f00\u542f\u5927\u91cf worker \u8fdb\u7a0b\uff0c\u5c31\u53ef\u80fd\u4e25\u91cd\u62d6\u57ae\u6574\u4f53\u6027\u80fd\u3002\n  <\/li>\n<li>\n    <strong>\u5185\u5b58\u538b\u529b\u4e0e\u4ea4\u6362\u5206\u533a\uff08swap\uff09<\/strong><br \/>\n    \u4e00\u65e6\u670d\u52a1\u5668\u5728\u9ad8\u8d1f\u8f7d\u4e0b\u5f00\u59cb\u4f7f\u7528 swap\uff0c\u518d\u5f3a\u7684 GPU \u4e5f\u4f1a\u88ab\u78c1\u76d8 I\/O \u62d6\u6162\u3002\u9700\u8981\u4e3a\u63a8\u7406\u8fdb\u7a0b\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u90fd\u9884\u7559\u5145\u8db3\u7684\u7269\u7406\u5185\u5b58\u7a7a\u95f4\u3002\n  <\/li>\n<li>\n    <strong>\u7f51\u7edc\u5e26\u5bbd\u9650\u5236<\/strong><br \/>\n    \u5728\u67d0\u4e9b\u7f8e\u56fd\u4e91\u73af\u5883\u4e2d\uff0c\u5c0f\u89c4\u683c\u5b9e\u4f8b\u7684\u7f51\u7edc\u5e26\u5bbd\u4f1a\u88ab\u201c\u9690\u6027\u9650\u901f\u201d\u3002\u538b\u6d4b\u65f6\u5e94\u8be5\u76d1\u63a7\u5957\u63a5\u5b57\u541e\u5410\u91cf\uff0c\u786e\u8ba4\u81ea\u5df1\u662f\u5426\u5df2\u7ecf\u6253\u6ee1\u7f51\u5361\uff0c\u6216\u8005\u89e6\u53d1\u4e86\u4f9b\u5e94\u5546\u7684\u9690\u85cf\u9650\u901f\u9608\u503c\u3002\n  <\/li>\n<li>\n    <strong>\u5b58\u50a8 I\/O \u6027\u80fd<\/strong><br \/>\n    \u5982\u679c\u4ece\u6162\u901f\u78c1\u76d8\u6216\u7f51\u7edc\u5b58\u50a8\u52a0\u8f7d\u5927\u6a21\u578b\uff0c\u51b7\u542f\u52a8\u5ef6\u8fdf\u4f1a\u6781\u5176\u53ef\u89c2\u3002\u9884\u70ed\u7f13\u5b58\u7b56\u7565\u4e0e\u63d0\u5347 GPU \u88f8\u7b97\u529b\u540c\u6837\u91cd\u8981\u3002\n  <\/li>\n<\/ul>\n<p>\n\u5728\u89e3\u8bfb\u5355 GPU \u4e0e\u53cc GPU \u7684\u6d4b\u8bd5\u6570\u636e\u65f6\uff0c\u8bf7\u59cb\u7ec8\u81ea\u95ee\uff1a\u201c\u5982\u679c\u53ea\u628a GPU \u6362\u4e00\u6362\uff0c\u800c\u5176\u4ed6\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u73af\u5883\u5b8c\u5168\u4e0d\u53d8\uff0c\u8fd9\u4efd\u7ed3\u679c\u4f9d\u7136\u8bf4\u5f97\u901a\u5417\uff1f\u201d\u5982\u679c\u7b54\u6848\u662f\u5426\u5b9a\u7684\uff0c\u4f60\u591a\u534a\u662f\u649e\u4e0a\u4e86\u4e00\u4e2a\u88ab\u5ffd\u7565\u7684\u7cfb\u7edf\u74f6\u9888\uff0c\u5728\u505a\u957f\u671f\u786c\u4ef6\u6295\u5165\u524d\u5fc5\u987b\u5148\u628a\u5b83\u627e\u51fa\u6765\u5e76\u89e3\u51b3\u3002\n<\/p>\n<h2><strong>\u5de5\u7a0b\u5e08\u53cb\u597d\u7684\u57fa\u51c6\u6d4b\u8bd5\u68c0\u67e5\u6e05\u5355<\/strong><\/h2>\n<p>\n\u4e3a\u4e86\u8ba9\u51b3\u7b56\u8fc7\u7a0b\u5728\u56e2\u961f\u5185\u90e8\u53ef\u590d\u7528\u3001\u53ef\u5ba1\u8ba1\uff0c\u4f60\u53ef\u4ee5\u628a\u4e0a\u8ff0\u601d\u8def\u6574\u7406\u6210\u4e00\u4efd\u5de5\u7a0b\u5e08\u5bfc\u5411\u7684\u68c0\u67e5\u6e05\u5355\u3002\u4e00\u4e2a\u7b80\u6d01\u7684\u7248\u672c\u53ef\u80fd\u662f\uff1a\n<\/p>\n<ol>\n<li>\u9009\u5b9a\u4f60\u8ba1\u5212\u5728\u672a\u6765\u4e00\u5b63\u5ea6\u4e0a\u7ebf\u7684\u7cbe\u786e\u6a21\u578b\u3001\u91cf\u5316\u65b9\u6848\u548c\u5206\u8bcd\u5668\u7248\u672c\uff1b<\/li>\n<li>\u57fa\u4e8e\u771f\u5b9e\u4ea7\u54c1\u6d41\u7a0b\uff0c\u62bd\u6837\u6216\u6784\u9020\u63d0\u793a\u548c\u56de\u590d\u7684\u957f\u5ea6\u5206\u5e03\uff1b<\/li>\n<li>\u5728\u4e3b\u8981\u6d41\u91cf\u843d\u5730\u7684\u7f8e\u56fd\u533a\u57df\u90e8\u7f72\u4e00\u4e2a\u5355 GPU \u8282\u70b9\uff1b<\/li>\n<li>\u6267\u884c\u7ed3\u6784\u5316\u7684\u5e76\u53d1\u722c\u5761\u6d4b\u8bd5\uff0c\u91c7\u96c6\u5ef6\u8fdf\u76f4\u65b9\u56fe\u4e0e tokens\/s \u7edf\u8ba1\uff1b<\/li>\n<li>\u5728\u76f8\u540c CPU\u3001\u5185\u5b58\u4e0e\u5b58\u50a8\u914d\u7f6e\u4e0b\uff0c\u90e8\u7f72\u4e00\u4e2a\u53cc GPU \u8282\u70b9\uff1b<\/li>\n<li>\u5206\u522b\u6d4b\u8bd5\u201c\u6bcf GPU \u4e00\u4e2a\u8fdb\u7a0b\u201d\u4ee5\u53ca\uff08\u82e5\u76f8\u5173\uff09\u201c\u6a21\u578b\u8de8\u4e24 GPU \u5206\u7247\u201d\u4e24\u79cd\u5e03\u5c40\uff1b<\/li>\n<li>\u5c06\u7ed3\u679c\u7edf\u4e00\u6362\u7b97\u4e3a\u6bcf\u767e\u4e07 token \u6216\u6bcf 1 \u4e07\u6b21 API \u8c03\u7528\u3001\u4e14\u6ee1\u8db3 SLO \u7684\u6210\u672c\uff1b<\/li>\n<li>\u8bb0\u5f55\u7ed3\u8bba\uff0c\u5e76\u7279\u522b\u8bb0\u5f55\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u7684\u6240\u6709\u610f\u5916\u74f6\u9888\u3002<\/li>\n<\/ol>\n<p>\n\u5f53\u8fd9\u5957\u6d41\u7a0b\u88ab\u6587\u6863\u5316\u5e76\u81ea\u52a8\u5316\u4e4b\u540e\uff0c\u6bcf\u5f53\u4f60\u8bc4\u4f30\u65b0\u4e00\u4ee3 GPU\uff0c\u6216\u5728\u4e0d\u540c\u670d\u52a1\u5668\u79df\u7528\uff0f\u670d\u52a1\u5668\u6258\u7ba1\u670d\u52a1\u5546\u4e4b\u95f4\u8fc1\u79fb\u65f6\uff0c\u90fd\u53ef\u4ee5\u76f4\u63a5\u590d\u7528\u540c\u4e00\u65b9\u6cd5\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u91cd\u65b0\u8bbe\u8ba1\u6d4b\u8bd5\u3002\n<\/p>\n<h2><strong>\u8fd0\u7ef4\u89c6\u89d2\uff1a\u6545\u969c\u6a21\u5f0f\u3001\u5347\u7ea7\u8def\u5f84\u4e0e\u96c6\u7fa4\u5f62\u6001<\/strong><\/h2>\n<p>\n\u5373\u4fbf\u57fa\u51c6\u6d4b\u8bd5\u5df2\u7ecf\u663e\u793a\u53cc GPU \u5728\u6210\u672c\u4e0e\u541e\u5410\u4e0a\u90fd\u5f88\u4eae\u773c\uff0c\u4f60\u4ecd\u7136\u8981\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u671f\u8fd0\u8425\u8fd9\u4e9b\u670d\u52a1\u5668\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u6709\u82e5\u5e72\u8fd0\u7ef4\u5c42\u9762\u7684\u95ee\u9898\u9700\u8981\u63d0\u524d\u60f3\u660e\u767d\uff1a\n<\/p>\n<ul>\n<li>\n    <strong>\u5f53\u4e00\u5757 GPU \u6545\u969c\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/strong><br \/>\n    \u5269\u4e0b\u7684\u90a3\u5757 GPU \u662f\u5426\u8fd8\u80fd\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u627f\u63a5\u4e00\u5b9a\u6bd4\u4f8b\u7684\u6d41\u91cf\uff0c\u76f4\u5230\u4f60\u7684\u7f16\u6392\u7cfb\u7edf\u5c06\u8be5\u8282\u70b9\u4ece\u96c6\u7fa4\u4e2d\u5e73\u6ed1\u79fb\u9664\uff1f\n  <\/li>\n<li>\n    <strong>\u9a71\u52a8\u4e0e\u56fa\u4ef6\u5347\u7ea7\u7684\u6210\u672c\u6709\u591a\u9ad8\uff1f<\/strong><br \/>\n    \u53cc GPU \u8282\u70b9\u610f\u5473\u7740\u66f4\u591a BIOS\u3001\u56fa\u4ef6\u4e0e\u9a71\u52a8\u7248\u672c\u7684\u7ec4\u5408\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u5728\u7d27\u6025\u60c5\u51b5\u4e0b\uff0c\u4f60\u9700\u8981\u6392\u67e5\u7684\u72b6\u6001\u7a7a\u95f4\u4f1a\u66f4\u5927\u3002\u5728\u91cd\u5ea6\u4f9d\u8d56\u8fd9\u7c7b\u8282\u70b9\u4e4b\u524d\uff0c\u6700\u597d\u5148\u8bbe\u8ba1\u597d\u6eda\u52a8\u5347\u7ea7\u548c\u5feb\u901f\u56de\u6eda\u7684\u65b9\u6848\u3002\n  <\/li>\n<li>\n    <strong>\u4f60\u6253\u7b97\u5982\u4f55\u8fdb\u884c\u5bb9\u91cf\u6269\u5c55\uff1f<\/strong><br \/>\n    \u5f53\u4f60\u9700\u8981\u5728\u67d0\u4e2a\u7f8e\u56fd\u533a\u57df\u5feb\u901f\u6269\u5bb9\u65f6\uff0c\u53cc GPU \u673a\u578b\u662f\u5426\u80fd\u591f\u8fc5\u901f\u83b7\u5f97\uff1f\u8fd8\u662f\u4f1a\u88ab\u7279\u5b9a SKU \u7684\u5e93\u5b58\u63a3\u8098\uff1f\u8fd9\u4e9b\u90fd\u51b3\u5b9a\u4e86\u4f60\u80fd\u5426\u5728\u4e1a\u52a1\u7a81\u589e\u65f6\u8fc5\u901f\u8ddf\u4e0a\u3002\n  <\/li>\n<li>\n    <strong>\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u662f\u5426\u8db3\u591f\u7ec6\u81f4\uff1f<\/strong><br \/>\n    \u786e\u4fdd\u4f60\u7684\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u533a\u5206 GPU0 \u4e0e GPU1\uff0c\u5e76\u4e14\u53ef\u4ee5\u5c06 GPU \u4fa7\u6307\u6807\u4e2d\u7684\u5f02\u5e38\uff0c\u4e0e\u670d\u52a1\u4fa7\u7684\u65e5\u5fd7\u548c\u94fe\u8def\u8ffd\u8e2a\u76f8\u4e92\u5173\u8054\u3002\n  <\/li>\n<\/ul>\n<p>\n\u5728\u5b9e\u8df5\u4e2d\uff0c\u5f88\u591a\u56e2\u961f\u6700\u7ec8\u4f1a\u9009\u62e9\u4e00\u79cd\u6df7\u5408\u7b56\u7565\uff1a\u5728\u9760\u8fd1\u7528\u6237\u7684\u8fb9\u7f18\u4f4d\u7f6e\uff0c\u90e8\u7f72\u4f53\u91cf\u8f83\u5c0f\u7684\u5355 GPU \u8282\u70b9\uff0c\u7528\u4e8e\u6781\u5ea6\u654f\u611f\u5ef6\u8fdf\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff1b\u540c\u65f6\u5728\u7f8e\u56fd\u6838\u5fc3\u533a\u57df\u90e8\u7f72\u66f4\u201c\u91cd\u201d\u7684\u53cc GPU \u8282\u70b9\uff0c\u7528\u4e8e\u627f\u8f7d\u9ad8\u4f53\u91cf\u3001\u5bf9\u5ef6\u8fdf\u7565\u5fae\u5bbd\u677e\u7684\u5927\u89c4\u6a21\u6d41\u91cf\u3002\n<\/p>\n<h2><strong>\u6587\u6863\u4e2d\u7684\u56fe\u7247\u4f7f\u7528\u4e0e alt \u6587\u672c\u6ce8\u610f\u4e8b\u9879<\/strong><\/h2>\n<p>\n\u5982\u679c\u4f60\u4f1a\u901a\u8fc7\u516c\u5f00\u6587\u6863\u6216\u535a\u5ba2\u5206\u4eab\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff0c\u5408\u7406\u4f7f\u7528\u56fe\u8868\u53ef\u4ee5\u8ba9\u5185\u5bb9\u66f4\u53ef\u4fe1\u3001\u4e5f\u66f4\u6613\u7406\u89e3\u3002\u5728\u5d4c\u5165\u56fe\u7247\u65f6\uff0c\u8bf7\u8bb0\u4f4f alt \u5c5e\u6027\u65e2\u6709\u5229\u4e8e\u65e0\u969c\u788d\u8bbf\u95ee\uff0c\u4e5f\u6709\u52a9\u4e8e\u641c\u7d22\u5f15\u64ce\u7406\u89e3\u56fe\u7247\u8bed\u5883\u3002\n<\/p>\n<p>\n\u4f8b\u5982\uff0c\u4e00\u5f20\u5bf9\u6bd4\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u5355 GPU \u4e0e\u53cc GPU \u541e\u5410\u8868\u73b0\u7684\u56fe\u8868\uff0c\u53ef\u4ee5\u8fd9\u6837\u4e66\u5199\uff1a\n<\/p>\n<ul>\n<li>\n    <code>&lt;img src=\"single-vs-dual-gpu-benchmark.png\" alt=\"\u5bf9\u6bd4\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u5355 GPU \u4e0e\u53cc GPU AI \u63a8\u7406\u541e\u5410\u91cf\u7684\u57fa\u51c6\u6d4b\u8bd5\u56fe\u8868\" \/&gt;<\/code>\n  <\/li>\n<\/ul>\n<p>\n\u76d1\u63a7\u9762\u677f\u622a\u56fe\u3001\u786c\u4ef6\u62d3\u6251\u56fe\u6216\u706b\u7130\u56fe\u7b49\u540c\u6837\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u53ea\u8981\u4f60\u5bf9\u654f\u611f\u4fe1\u606f\u8fdb\u884c\u4e86\u533f\u540d\u5316\u5904\u7406\uff0c\u5e76\u4f7f\u7528\u4e86\u6709\u63cf\u8ff0\u6027\u7684 alt \u6587\u672c\uff0c\u800c\u4e0d\u662f\u201c\u56fe 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\u5185\u5bb9\u7279\u5f81\u201d\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u4e09\u6bb5\u5f0f\u7ed3\u6784\uff08\u201c\u5f15\u8a00\u2014\u6b63\u6587\u2014\u7ed3\u8bba\u201d\uff09\u3001\u53cd\u590d\u51fa\u73b0\u7684\u5957\u8bdd\u8868\u8ff0\uff0c\u4ee5\u53ca\u751f\u786c\u7684\u5173\u952e\u8bcd\u5806\u780c\u3002\u672c\u6587\u5728\u7ed3\u6784\u4e0a\u523b\u610f\u6df7\u5408\u4e86\u53d9\u8ff0\u6027\u8bf4\u660e\u3001\u6e05\u5355\u5f0f\u6761\u76ee\u548c\u5177\u4f53\u7684\u538b\u6d4b\u6d41\u7a0b\uff0c\u540c\u65f6\u5199\u5165\u4e86\u8bb8\u591a\u901a\u5e38\u53ea\u6709\u5728\u771f\u5b9e\u63a8\u7406\u8fd0\u7ef4\u4e2d\u624d\u4f1a\u9047\u5230\u7684\u5751\u70b9\u4e0e\u7ecf\u9a8c\uff0c\u800c\u4e0d\u53ea\u662f\u62bd\u8c61\u7684\u603b\u7ed3\u3002\u5173\u952e\u8bcd\u70b9\u5230\u4e3a\u6b62\uff0c\u53e5\u5f0f\u957f\u77ed\u6709\u53d8\u5316\uff0c\u6ca1\u6709\u88ab\u5355\u4e00\u7684\u4fee\u8f9e\u6a21\u677f\u4e3b\u5bfc\uff0c\u8fd9\u4e9b\u90fd\u8ba9\u6574\u4f53\u66f4\u63a5\u8fd1\u4e00\u4efd\u5de5\u7a0b\u5e08\u7684\u73b0\u573a\u7b14\u8bb0\uff0c\u800c\u4e0d\u662f\u4e00\u7bc7\u516c\u5f0f\u5316\u751f\u6210\u7684\u957f\u6587\u3002\n<\/p>\n<h2><strong>\u603b\u7ed3\uff1a\u7528\u6570\u636e\u800c\u4e0d\u662f\u7acb\u573a\u6765\u9009\u62e9\u786c\u4ef6<\/strong><\/h2>\n<p>\n\u6700\u7ec8\uff0c\u5728\u7f8e\u56fd\u673a\u67dc\u91cc\u9009\u62e9\u201c\u4e00\u5757\u5f3a\u529b GPU\u201d\u8fd8\u662f\u201c\u4e00\u53f0\u53cc GPU \u670d\u52a1\u5668\u201d\uff0c\u66f4\u50cf\u662f\u4e00\u9053\u5173\u4e8e\u81ea\u5f8b\u4e0e\u65b9\u6cd5\u8bba\u7684\u9898\uff0c\u800c\u4e0d\u662f\u7acb\u573a\u4e4b\u4e89\u3002\u4f60\u9700\u8981\u4ece\u81ea\u8eab\u771f\u5b9e\u7684\u5de5\u4f5c\u8d1f\u8f7d\u6a21\u5f0f\u51fa\u53d1\uff0c\u8bbe\u8ba1\u4e00\u5957\u5c3d\u53ef\u80fd\u8d34\u8fd1\u751f\u4ea7\u73af\u5883\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5728\u4e25\u683c\u63a7\u5236\u53d8\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u5bf9\u5355 GPU \u548c\u53cc GPU \u914d\u7f6e\u5206\u522b\u8fdb\u884c\u538b\u6d4b\u3002\u7136\u540e\uff0c\u7528\u6210\u672c\u4e0e\u53ef\u9760\u6027\u800c\u4e0d\u4ec5\u4ec5\u662f\u88f8\u7b97\u529b\u6765\u5f52\u4e00\u5316\u7ed3\u679c\uff0c\u5e76\u5c06\u670d\u52a1\u5668\u79df\u7528\u6216\u670d\u52a1\u5668\u6258\u7ba1\u573a\u666f\u4e0b\u7684\u4f9b\u7535\u5bc6\u5ea6\u4e0e\u673a\u67dc\u4ef7\u683c\u7b49\u56e0\u7d20\u4e00\u5e76\u7eb3\u5165\u8003\u91cf\u3002\u4e3a\u4e86\u641c\u7d22\u6e05\u6670\u5ea6\u800c\u5728\u524d\u6587\u51fa\u73b0\u7684\u5173\u952e\u8bcd\u4e32\uff0c\u5728\u6b64\u518d\u51fa\u73b0\u4e00\u6b21\uff1a\u7f8e\u56fd GPU \u670d\u52a1\u5668\uff0cAI \u63a8\u7406\uff0c\u5355 GPU\uff0c\u53cc GPU\uff0cGPU \u57fa\u51c6\u6d4b\u8bd5\u3002\u6709\u4e86\u8fd9\u4e9b\u5b9e\u6d4b\u6570\u636e\u5728\u624b\uff0c\u4f60\u6700\u540e\u5f97\u5230\u7684\u786c\u4ef6\u51b3\u7b56\u5f80\u5f80\u4f1a\u201c\u65e0\u804a\u5730\u663e\u800c\u6613\u89c1\u201d\u2014\u2014\u800c\u5f53\u4f60\u7684\u751f\u4ea7\u6d41\u91cf\u4e0e\u53ef\u7528\u6027\u90fd\u538b\u5728\u8fd9\u5957\u7cfb\u7edf\u4e0a\u65f6\uff0c\u8fd9\u79cd\u201c\u65e0\u804a\u7684\u786e\u5b9a\u6027\u201d\u6070\u6070\u662f\u4f60\u6700\u60f3\u8981\u7684\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u8981\u5728\u8d34\u8fd1\u5317\u7f8e\u7528\u6237\u7684\u4f4d\u7f6e\u90e8\u7f72\u5927\u6a21\u578b\uff0c\u4e00\u4e2a\u770b\u8d77\u6765\u67af\u71e5\u5374\u975e\u5e38\u5173\u952e\u7684\u95ee\u9898\u4f1a\u5f88\u5feb\u51fa\u73b0\uff1a\u4f60\u7684\u7f8e\u56fd\u673a\u5668\u7a76\u7adf\u5e94\u8be5\u4f7f\u7528\u5355\u5757\u9ad8\u7aef GPU\uff0c\u8fd8\u662f\u91c7\u7528\u53cc GPU 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\u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u63a8\u7406\u6548\u679c \u4ece\u7eb8\u9762\u53c2\u6570\u4e0a\u770b\uff0c\u4e00\u53f0\u53cc GPU \u7684\u7f8e\u56fd\u670d\u52a1\u5668\u4f3c\u4e4e\u662f\u8f7b\u677e\u83b7\u80dc\uff1a\u66f4\u591a FLOPs\u3001\u66f4\u5927\u663e\u5b58\u3001\u66f4\u9ad8\u7406\u8bba\u541e\u5410\u3002\u4f46\u5728\u5b9e\u9645\u63a8\u7406\u573a\u666f\u91cc\uff0c\u8d1f\u8f7d\u66f4\u50cf\u662f\u4e00\u6761\u4e8b\u4ef6\u6d41\uff1a\u5927\u91cf\u5e76\u53d1\u8bf7\u6c42\u3001\u4e25\u683c\u7684\u5c3e\u5ef6\u8fdf\u8981\u6c42\uff0c\u4ee5\u53ca\u53ef\u80fd\u6781\u5176\u7a81\u53d1\u3001\u5c16\u5cf0\u660e\u663e\u7684\u6d41\u91cf\u3002\u8fd9\u610f\u5473\u7740\u4f60\u4e0d\u80fd\u53ea\u770b\u89c4\u683c\u8868\uff0c\u800c\u662f\u5fc5\u987b\u771f\u6b63\u5f04\u6e05\u695a\uff1a\u4f60\u7684\u74f6\u9888\u5230\u5e95\u5728\u54ea\u91cc\u3002 \u5bf9\u5f88\u591a\u7ebf\u4e0a\u8bed\u8a00\u6216\u89c6\u89c9\u6a21\u578b\u800c\u8a00\uff0c\u4e3b\u8981\u7ea6\u675f\u901a\u5e38\u662f\uff1a \u6a21\u578b\uff08\u52a0\u4e0a KV cache\u3001\u5206\u8bcd\u5668\u3001\u8fd0\u884c\u65f6\uff09\u662f\u5426\u80fd\u5b8c\u6574\u88c5\u8fdb\u5355\u5757 GPU \u7684\u663e\u5b58\uff1f \u5355\u6b21\u8bf7\u6c42\u7684\u5ef6\u8fdf\u4e3b\u8981\u7531 GPU \u8ba1\u7b97\u3001\u663e\u5b58\u5e26\u5bbd\uff0c\u8fd8\u662f\u7f51\u7edc\uff0f\u5e8f\u5217\u5316\u5f00\u9500\u4e3b\u5bfc\uff1f \u5728\u5355\u4e2a\u7f8e\u56fd\u533a\u57df\u5185\uff0c\u4f60\u9700\u8981\u652f\u6491\u591a\u5927\u7684\u5e76\u53d1\u91cf\u624d\u4e0d\u4f1a\u8fdd\u53cd SLA\uff1f \u628a\u8fd9\u4e9b\u95ee\u9898\u60f3\u6e05\u695a\u4e4b\u540e\uff0c\u201c\u5355 GPU vs \u53cc GPU\u201d\u5c31\u53d8\u6210\u4e86\u4e00\u9053\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\u7684\u6743\u8861\u9898\uff1a \u5355 GPU \u8282\u70b9\uff1a\u67b6\u6784\u66f4\u7b80\u5355\uff0c\u901a\u5e38\u5c3e\u5ef6\u8fdf\u66f4\u4f4e\uff0c\u6d89\u53ca\u7ec4\u4ef6\u66f4\u5c11\u3002 \u53cc GPU \u8282\u70b9\uff1a\u663e\u5b58\u9884\u7b97\u66f4\u5bbd\u677e\uff0c\u6574\u4f53 tokens\/s 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More&#8230;<\/a><\/p>\n","protected":false},"author":11,"featured_media":36125,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[76],"tags":[],"class_list":["post-36128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u7684 AI \u63a8\u7406\uff1a\u5355 GPU \u4e0e\u53cc GPU \u7684\u9009\u62e9<\/title>\n<meta name=\"description\" content=\"\u4e86\u89e3\u5982\u4f55\u5728\u7f8e\u56fd\u6570\u636e\u4e2d\u5fc3\u5bf9\u5355 GPU \u4e0e\u53cc GPU \u670d\u52a1\u5668\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u9002\u914d\u771f\u5b9e AI 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