{"id":33103,"date":"2026-06-06T08:00:02","date_gmt":"2026-06-06T00:00:02","guid":{"rendered":"https:\/\/www.varidata.com\/?p=33103"},"modified":"2026-06-05T16:45:28","modified_gmt":"2026-06-05T08:45:28","slug":"cpu-to-gpu-ratio-for-ai-data-centers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/cpu-to-gpu-ratio-for-ai-data-centers\/","title":{"rendered":"AI \u6570\u636e\u4e2d\u5fc3\u7684 CPU \u4e0e GPU \u914d\u6bd4"},"content":{"rendered":"\n<p>\u4e3a <a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/los-angeles\/\" target=\"_blank\">AI \u6570\u636e\u4e2d\u5fc3<\/a>\u89c4\u5212\u5408\u7406\u7684 <a href=\"https:\/\/www.varidata.com\/zh-cn\/blog-en\/choose-cpu-cores-easily-for-japan-servers\/\" target=\"_blank\">CPU \u4e0e GPU<\/a> \u914d\u6bd4\uff0c\u4e0e\u5176\u8bf4\u662f\u5728\u8ffd\u6c42\u4e00\u4e2a\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u7684\u516c\u5f0f\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u8ba9\u8ba1\u7b97\u3001\u5185\u5b58\u3001\u5b58\u50a8\u4ee5\u53ca I\/O \u8def\u5f84\u4e0e\u5177\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u76f8\u5339\u914d\u3002\u5bf9\u4e8e\u6b63\u5728\u7f8e\u56fd\u8bc4\u4f30 AI \u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u771f\u6b63\u7684\u95ee\u9898\u5e76\u4e0d\u662f\u201c\u4e00\u4e2a\u673a\u7bb1\u91cc\u6700\u591a\u80fd\u585e\u4e0b\u591a\u5c11\u52a0\u901f\u5668\u201d\uff0c\u800c\u662f\u201c\u8fd9\u4e2a\u5e73\u53f0\u80fd\u5426\u5728\u4e0d\u6d6a\u8d39\u9884\u7b97\u3001\u907f\u514d\u7845\u7247\u7a7a\u8f6c\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u8fd9\u4e9b\u52a0\u901f\u5668\u6301\u7eed\u5582\u9971\u201d\u3002\u5728\u5b9e\u9645\u73af\u5883\u4e2d\uff0c\u7b54\u6848\u53d6\u51b3\u4e8e\u6570\u636e\u5982\u4f55\u5206\u9636\u6bb5\u8f7d\u5165\u3001\u8bf7\u6c42\u5982\u4f55\u8c03\u5ea6\u3001\u5bb9\u5668\u5982\u4f55\u9884\u7559\u8d44\u6e90\uff0c\u4ee5\u53ca\u7cfb\u7edf\u80fd\u591a\u5feb\u5730\u628a\u5f20\u91cf\u4ece\u5b58\u50a8\u642c\u8fd0\u5230\u5185\u5b58\uff0c\u518d\u9001\u5165\u8bbe\u5907\u3002<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u5728\u4ee5 GPU \u4e3a\u6838\u5fc3\u7684 AI \u67b6\u6784\u4e2d\uff0cCPU \u4f9d\u7136\u91cd\u8981<\/strong><\/h2>\n<p>\u4e00\u65e6\u9879\u76ee\u53d8\u5f97\u4ee5\u52a0\u901f\u5668\u4e3a\u4e2d\u5fc3\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u628a CPU \u89c6\u4e3a\u4e00\u4e2a\u80cc\u666f\u7ec4\u4ef6\u3002\u4f46\u8fd9\u79cd\u770b\u6cd5\u901a\u5e38\u4f1a\u5728\u6d41\u6c34\u7ebf\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u540e\u8fc5\u901f\u5931\u6548\u3002CPU \u4ecd\u7136\u8981\u627f\u62c5\u5927\u91cf\u56f4\u7ed5\u6570\u5b66\u5185\u6838\u5c55\u5f00\u7684\u5de5\u4f5c\uff1a\u89e3\u6790\u8bb0\u5f55\u3001\u51c6\u5907\u6279\u6b21\u3001\u6267\u884c\u538b\u7f29\u4e0e\u89e3\u7801\u3001\u534f\u8c03\u7ebf\u7a0b\u3001\u7ba1\u7406\u7f51\u7edc\u4e2d\u65ad\u3001\u9a71\u52a8\u5b58\u50a8\u961f\u5217\uff0c\u5e76\u4fdd\u6301\u7f16\u6392\u5c42\u7684\u54cd\u5e94\u6027\u3002\u4e3b\u6d41\u6846\u67b6\u7684\u5b98\u65b9\u6307\u5bfc\u4e5f\u6307\u51fa\uff0c\u6570\u636e\u52a0\u8f7d\u672c\u8eab\u5c31\u53ef\u80fd\u6210\u4e3a\u5173\u952e\u74f6\u9888\uff0c\u5c24\u5176\u662f\u5728\u9884\u5904\u7406\u548c\u6570\u636e\u4f20\u8f93\u884c\u4e3a\u6ca1\u6709\u5f97\u5230\u5145\u5206\u4f18\u5316\u65f6\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0cGPU \u5229\u7528\u7387\u5f80\u5f80\u662f\u5728 GPU \u4e4b\u5916\u88ab\u51b3\u5b9a\u7684\u3002\u4e00\u4e2a\u504f\u5f31\u7684\u4e3b\u673a\u914d\u7f6e\uff0c\u53ef\u80fd\u4f1a\u8ba9\u6602\u8d35\u7684\u52a0\u901f\u5668\u6301\u7eed\u7b49\u5f85\u4ee5\u4e0b\u73af\u8282\uff1a<\/p>\n<ul>\n<li>CPU \u4fa7\u7684\u6279\u6b21\u6784\u5efa<\/li>\n<li>\u8f83\u6162\u7684\u5b58\u50a8\u8bfb\u53d6<\/li>\n<li>\u8de8\u63d2\u69fd\u5185\u5b58\u8bbf\u95ee<\/li>\n<li>PCIe \u62d3\u6251\u4e0d\u5339\u914d<\/li>\n<li>\u5bb9\u5668\u8c03\u5ea6\u6469\u64e6<\/li>\n<li>\u63a8\u7406\u670d\u52a1\u4e2d\u7684\u8bf7\u6c42\u5904\u7406\u5f00\u9500<\/li>\n<\/ul>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6709\u7ecf\u9a8c\u7684\u8fd0\u7ef4\u56e2\u961f\u4e0d\u4f1a\u4e00\u4e0a\u6765\u5c31\u95ee\u56fa\u5b9a\u914d\u6bd4\u3002\u4ed6\u4eec\u4f1a\u5148\u95ee\u4e00\u4e2a\u5256\u6790\u6027\u80fd\u7684\u95ee\u9898\uff1a\u5f53\u8bbe\u5907\u6ca1\u6709\u88ab\u6253\u6ee1\u65f6\uff0c\u65f6\u95f4\u7a76\u7adf\u8017\u6563\u5728\u4e86\u54ea\u91cc\uff1f\u4e3b\u6d41\u6846\u67b6\u63d0\u4f9b\u7684\u6027\u80fd\u5206\u6790\u5de5\u5177\u4e5f\u660e\u786e\u63d0\u9192\uff0c\u5f02\u6b65\u7684\u52a0\u901f\u5668\u6267\u884c\u4f1a\u63a9\u76d6\u771f\u5b9e\u74f6\u9888\uff0c\u9664\u975e\u4f60\u540c\u65f6\u68c0\u67e5\u4e3b\u673a\u4fa7\u884c\u4e3a\u3002<\/p>\n<h2><strong>\u4e0d\u5b58\u5728\u552f\u4e00\u7406\u60f3\u7684\u914d\u6bd4<\/strong><\/h2>\n<p>\u4e00\u7bc7\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5173\u4e8e AI \u6570\u636e\u4e2d\u5fc3 CPU \u4e0e GPU \u914d\u6bd4\u7684\u6587\u7ae0\uff0c\u9996\u5148\u5e94\u5f53\u660e\u786e\u4e00\u70b9\uff1a\u4e0d\u5b58\u5728\u4e00\u79cd\u9002\u7528\u4e8e\u6240\u6709\u73af\u5883\u7684\u7edf\u4e00\u4e3b\u673a\u4e0e\u52a0\u901f\u5668\u914d\u6bd4\u3002\u6b63\u786e\u7684\u5f62\u6001\u4f1a\u968f\u7740\u6a21\u578b\u7ed3\u6784\u3001\u5206\u8bcd\u6210\u672c\u3001\u56fe\u50cf\u6216\u89c6\u9891\u89e3\u7801\u8def\u5f84\u3001\u6279\u5904\u7406\u7b56\u7565\u3001\u96c6\u7fa4\u8c03\u5ea6\u7b56\u7565\u3001\u5b58\u50a8\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u7cfb\u7edf\u662f\u9762\u5411\u8bad\u7ec3\u3001\u5fae\u8c03\u8fd8\u662f\u5728\u7ebf\u63a8\u7406\u800c\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u4ee5\u4e0b\u51e0\u4e2a\u53d8\u91cf\u4f1a\u663e\u8457\u6539\u53d8\u914d\u6bd4\uff1a<\/p>\n<ol>\n<li><strong>\u5de5\u4f5c\u8d1f\u8f7d\u7c7b\u578b\u3002<\/strong>\u8bad\u7ec3\u901a\u5e38\u4f1a\u5bf9\u6570\u636e\u6d41\u6c34\u7ebf\u548c\u5206\u5e03\u5f0f\u534f\u8c03\u65bd\u52a0\u66f4\u5927\u538b\u529b\uff0c\u800c\u63a8\u7406\u5219\u53ef\u80fd\u66f4\u591a\u5730\u53d7\u8bf7\u6c42\u5e76\u53d1\u548c\u65f6\u5ef6\u63a7\u5236\u5f71\u54cd\u3002<\/li>\n<li><strong>\u6570\u636e\u590d\u6742\u5ea6\u3002<\/strong>\u5bf9\u4e8e\u538b\u7f29\u3001\u591a\u6a21\u6001\u6216\u7ed3\u6784\u4e0d\u89c4\u5219\u7684\u6570\u636e\u96c6\uff0c\u7e41\u91cd\u7684\u9884\u5904\u7406\u4f1a\u660e\u663e\u63d0\u9ad8 CPU \u9700\u6c42\u3002<\/li>\n<li><strong>\u62d3\u6251\u7ed3\u6784\u3002<\/strong>\u63d2\u69fd\u5e03\u5c40\u3001NUMA \u67b6\u6784\u4e0e PCIe \u901a\u9053\u6620\u5c04\uff0c\u4f1a\u76f4\u63a5\u5f71\u54cd\u8bbe\u5907\u88ab\u5582\u6ee1\u7684\u6548\u7387\u3002<\/li>\n<li><strong>\u96c6\u7fa4\u6a21\u5f0f\u3002<\/strong>\u88f8\u91d1\u5c5e\u73af\u5883\u4e0e\u5bb9\u5668\u5316\u591a\u79df\u6237\u73af\u5883\u884c\u4e3a\u4e0d\u540c\uff0c\u540e\u8005\u4e2d CPU \u548c\u5185\u5b58\u8bf7\u6c42\u4f1a\u76f4\u63a5\u5f71\u54cd\u4efb\u52a1\u8c03\u5ea6\u3002<\/li>\n<li><strong>\u5b58\u50a8\u884c\u4e3a\u3002<\/strong>\u672c\u5730\u9ad8\u901f\u4ecb\u8d28\u4f1a\u4ee5\u5171\u4eab\u6216\u8fdc\u7a0b\u5b58\u50a8\u65e0\u6cd5\u505a\u5230\u7684\u65b9\u5f0f\u6539\u53d8\u4e3b\u673a\u4fa7\u538b\u529b\u3002<\/li>\n<\/ol>\n<p>\u5bb9\u5668\u7f16\u6392\u7684\u76f8\u5173\u6307\u5bfc\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002GPU \u8d44\u6e90\u603b\u662f\u4e0e CPU \u548c\u5185\u5b58\u8bf7\u6c42\u4e00\u540c\u88ab\u6d88\u8017\uff0c\u800c\u8c03\u5ea6\u5668\u7684\u884c\u4e3a\u4f9d\u8d56\u4e8e\u8fd9\u4e9b\u663e\u5f0f\u58f0\u660e\u7684\u8d44\u6e90\uff0c\u800c\u4e0d\u53ea\u662f\u52a0\u901f\u5668\u6570\u91cf\u672c\u8eab\u3002\u5728\u5bf9\u65f6\u5ef6\u654f\u611f\u7684\u73af\u5883\u4e2d\uff0cCPU \u653e\u7f6e\u7b56\u7565\u548c\u8d44\u6e90\u7ba1\u7406\u7b56\u7565\u4f1a\u5b9e\u8d28\u6027\u5f71\u54cd\u6027\u80fd\u3002<\/p>\n<h2><strong>\u5982\u4f55\u6309\u5de5\u4f5c\u8d1f\u8f7d\u7c7b\u578b\u7406\u89e3\u914d\u6bd4<\/strong><\/h2>\n<p>\u4e0e\u5176\u7ed9\u51fa\u4e00\u5f20\u5145\u6ee1\u4f2a\u7cbe\u786e\u6570\u5b57\u7684\u50f5\u786c\u8868\u683c\uff0c\u4e0d\u5982\u6309\u7167\u5de5\u4f5c\u8d1f\u8f7d\u884c\u4e3a\u6765\u5b9a\u4e49\u914d\u6bd4\u533a\u95f4\uff0c\u8fd9\u6837\u66f4\u5b9e\u7528\u3002<\/p>\n<h3>\u8bad\u7ec3\u8282\u70b9<\/h3>\n<p>\u8bad\u7ec3\u901a\u5e38\u6bd4\u521d\u5b66\u8005\u60f3\u8c61\u7684\u66f4\u4f9d\u8d56\u5f3a\u5065\u7684\u4e3b\u673a\u4fa7\u80fd\u529b\u3002\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u52a0\u901f\u5668\u53ef\u4ee5\u975e\u5e38\u5feb\u5730\u6267\u884c\u5bc6\u96c6\u6570\u5b66\u8fd0\u7b97\uff0c\u4f46\u7cfb\u7edf\u7684\u5176\u4ed6\u90e8\u5206\u4ecd\u7136\u9700\u8981\u6784\u5efa\u6279\u6b21\u3001\u8f6c\u6362\u8f93\u5165\u3001\u51c6\u5907\u5185\u5b58\u4f20\u8f93\u4ee5\u53ca\u534f\u8c03\u5de5\u4f5c\u7ebf\u7a0b\u3002\u4e3b\u6d41\u6846\u67b6\u6587\u6863\u628a\u5f02\u6b65\u6570\u636e\u52a0\u8f7d\u548c\u72ec\u7acb\u5de5\u4f5c\u5b50\u8fdb\u7a0b\u5217\u4e3a\u5173\u952e\u4f18\u5316\u624b\u6bb5\uff0c\u8fd9\u5176\u5b9e\u4e5f\u610f\u5473\u7740\u4e3b\u673a\u7aef\u5b8c\u5168\u53ef\u80fd\u51b3\u5b9a\u6574\u4f53\u541e\u5410\u4e0a\u9650\u3002<\/p>\n<ul>\n<li>\u4f18\u5148\u8ffd\u6c42\u5747\u8861\u7684\u6838\u5fc3\u6570\u91cf\uff0c\u800c\u4e0d\u662f\u6781\u7aef\u5806\u9ad8\u3002<\/li>\n<li>\u5728\u591a\u8bbe\u5907\u5171\u4eab\u63d2\u69fd\u65f6\uff0c\u5c24\u5176\u8981\u5173\u6ce8\u5185\u5b58\u5c40\u90e8\u6027\u3002<\/li>\n<li>\u4e0d\u8981\u628a\u914d\u6bd4\u89c4\u5212\u4e0e\u5b58\u50a8\u5e26\u5bbd\u89c4\u5212\u5272\u88c2\u5f00\u6765\u3002<\/li>\n<li>\u5728\u5047\u5b9a\u52a0\u901f\u5668\u662f\u9650\u5236\u56e0\u7d20\u4e4b\u524d\uff0c\u5148\u5256\u6790\u8f93\u5165\u6d41\u6c34\u7ebf\u3002<\/li>\n<\/ul>\n<h3>\u63a8\u7406\u8282\u70b9<\/h3>\n<p>\u63a8\u7406\u573a\u666f\u66f4\u96be\u4e00\u6982\u800c\u8bba\uff0c\u56e0\u4e3a\u4e3b\u673a\u7aef\u7684\u89d2\u8272\u4f1a\u968f\u7740\u670d\u52a1\u6a21\u5f0f\u800c\u53d8\u5316\u3002\u9762\u5411\u5c11\u91cf\u7a33\u5b9a\u8bf7\u6c42\u7684\u6279\u5904\u7406\u578b\u540e\u7aef\uff0c\u53ef\u80fd\u4e3b\u8981\u4f9d\u8d56\u52a0\u901f\u5668\uff0c\u53ea\u9700\u8981\u9002\u4e2d\u7684\u4e3b\u673a\u652f\u6301\u3002\u9762\u5411\u516c\u7f51\u7684\u4f4e\u65f6\u5ef6 API \u670d\u52a1\uff0c\u5982\u679c\u8fd8\u53e0\u52a0\u4e86\u5206\u8bcd\u3001\u8def\u7531\u3001\u9274\u6743\u548c\u8bf7\u6c42\u6247\u51fa\uff0c\u90a3\u4e48\u5f88\u5feb\u5c31\u4f1a\u53d8\u5f97\u5bf9 CPU \u5341\u5206\u654f\u611f\u3002\u5728\u7f16\u6392\u5c42\u8f83\u91cd\u7684\u73af\u5883\u4e2d\uff0cCPU \u627f\u62c5\u7684\u8fd0\u884c\u65f6\u5f00\u9500\u4e5f\u5f80\u5f80\u6bd4\u56e2\u961f\u5728\u5408\u6210\u57fa\u51c6\u6d4b\u8bd5\u91cc\u770b\u5230\u7684\u8981\u5927\u5f97\u591a\u3002<\/p>\n<ul>\n<li>\u9ad8\u5e76\u53d1 API \u901a\u5e38\u9700\u8981\u66f4\u591a\u4e3b\u673a\u4fa7\u4f59\u91cf\u3002<\/li>\n<li>\u77ed\u8bf7\u6c42\u914d\u5408\u4e25\u683c\u65f6\u5ef6\u76ee\u6807\uff0c\u4f1a\u66b4\u9732\u8c03\u5ea6\u5668\u548c\u7f13\u5b58\u884c\u4e3a\u95ee\u9898\u3002<\/li>\n<li>\u5982\u679c\u6a21\u578b\u8def\u5f84\u5df2\u7ecf\u5145\u5206\u4f18\u5316\uff0c\u524d\u5904\u7406\u548c\u540e\u5904\u7406\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u4e3b\u5bfc\u5f00\u9500\u3002<\/li>\n<li>\u63a8\u7406\u7684\u201c\u6700\u4f73\u201d\u914d\u6bd4\u901a\u5e38\u662f\u901a\u8fc7 p95 \u65f6\u5ef6\u6d4b\u8bd5\u627e\u51fa\u6765\u7684\uff0c\u800c\u4e0d\u662f\u9760\u7406\u8bba\u63a8\u5bfc\u3002<\/li>\n<\/ul>\n<h3>\u5206\u5e03\u5f0f\u6216\u96c6\u7fa4\u8bad\u7ec3<\/h3>\n<p>\u4e00\u65e6\u5de5\u4f5c\u8d1f\u8f7d\u8de8\u8d8a\u591a\u4e2a\u8282\u70b9\uff0c\u914d\u6bd4\u89c4\u5212\u5c31\u4ece\u201c\u5355\u673a\u8bbe\u8ba1\u95ee\u9898\u201d\u53d8\u6210\u4e86\u201c\u7cfb\u7edf\u8bbe\u8ba1\u95ee\u9898\u201d\u3002\u8de8\u8282\u70b9\u901a\u4fe1\u3001\u5b58\u50a8\u6247\u5165\u4ee5\u53ca\u6392\u961f\u884c\u4e3a\uff0c\u5f80\u5f80\u6bd4\u518d\u589e\u52a0\u4e00\u4e9b\u4e3b\u673a\u6838\u5fc3\u66f4\u91cd\u8981\u3002\u52a0\u901f\u5668\u7cfb\u7edf\u7684\u53c2\u8003\u67b6\u6784\u6307\u5bfc\u901a\u5e38\u5f3a\u8c03\uff0c\u8981\u4fdd\u6301 PCIe \u62d3\u6251\u5747\u8861\u3001\u8ba9\u8bbe\u5907\u5408\u7406\u5206\u5e03\u5728\u6839\u7aef\u53e3\u4e0a\uff0c\u5e76\u5c06\u672c\u5730\u5b58\u50a8\u4e0e CPU \u63d2\u69fd\u5408\u7406\u914d\u5bf9\u3002<\/p>\n<h2><strong>\u771f\u6b63\u7ecf\u5f97\u8d77\u5b9e\u8df5\u68c0\u9a8c\u7684\u7ecf\u9a8c\u6cd5\u5219<\/strong><\/h2>\n<p>\u5de5\u7a0b\u5e08\u7ec8\u7a76\u8fd8\u662f\u9700\u8981\u4e00\u4e9b\u7ecf\u9a8c\u89c4\u5219\uff0c\u56e0\u6b64\u4e0b\u9762\u8fd9\u4e9b\u65b9\u6cd5\u5728\u4e0d\u5047\u88c5\u81ea\u5df1\u662f\u666e\u9002\u5b9a\u5f8b\u7684\u524d\u63d0\u4e0b\uff0c\u4f9d\u7136\u5177\u6709\u53c2\u8003\u4ef7\u503c\uff1a<\/p>\n<ol>\n<li>\u5148\u6309\u6bcf\u4e2a\u8bbe\u5907\u6240\u9700\u7684\u4e3b\u673a\u8d44\u6e90\u4f30\u7b97\uff0c\u7136\u540e\u5728\u771f\u5b9e\u8d1f\u8f7d\u4e0b\u9a8c\u8bc1\u3002<\/li>\n<li>\u5f53\u9884\u5904\u7406\u5f00\u9500\u8f83\u91cd\u6216\u8bf7\u6c42\u5e76\u53d1\u8f83\u9ad8\u65f6\uff0c\u63d0\u9ad8 CPU \u5206\u914d\u3002<\/li>\n<li>\u5982\u679c\u5b58\u50a8\u3001\u5185\u5b58\u5c40\u90e8\u6027\u6216 PCIe \u8bbe\u8ba1\u660e\u663e\u504f\u5f31\uff0c\u5c31\u4e0d\u8981\u53ea\u76ef\u7740\u6838\u5fc3\u6570\u91cf\u3002<\/li>\n<li>\u4f18\u5148\u4fdd\u8bc1\u62d3\u6251\u5747\u8861\uff0c\u800c\u4e0d\u662f\u4e00\u5473\u8ffd\u6c42\u66f4\u591a\u63d2\u69fd\u3002<\/li>\n<li>\u5728\u5bb9\u5668\u5316\u73af\u5883\u4e2d\uff0c\u8981\u6709\u610f\u8bc6\u5730\u9884\u7559 CPU \u548c\u5185\u5b58\uff0c\u800c\u4e0d\u662f\u5047\u8bbe\u8c03\u5ea6\u5668\u4f1a\u81ea\u52a8\u7ed9\u51fa\u6700\u4f18\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<p>\u5173\u952e\u4e0d\u5728\u4e8e\u628a CPU \u5806\u5230\u6781\u81f4\uff0c\u800c\u5728\u4e8e\u6d88\u9664\u4e3b\u673a\u4fa7\u505c\u987f\uff0c\u540c\u65f6\u907f\u514d\u8d2d\u4e70\u5de5\u4f5c\u8d1f\u8f7d\u6839\u672c\u7528\u4e0d\u4e0a\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u8fd9\u901a\u5e38\u610f\u5473\u7740\u628a\u201c\u914d\u6bd4\u201d\u89c6\u4e3a\u4e00\u4e2a\u6301\u7eed\u9a8c\u8bc1\u7684\u5faa\u73af\uff1a<\/p>\n<ul>\n<li>\u6d4b\u91cf\u8bbe\u5907\u5229\u7528\u7387<\/li>\n<li>\u68c0\u67e5\u6279\u6b21\u7b49\u5f85\u65f6\u95f4<\/li>\n<li>\u67e5\u770b\u4e3b\u673a\u9971\u548c\u5ea6<\/li>\n<li>\u89c2\u5bdf\u8de8\u63d2\u69fd\u5185\u5b58\u6d41\u91cf<\/li>\n<li>\u8c03\u6574\u653e\u7f6e\u7b56\u7565\u548c\u7ebf\u7a0b\u6570\u91cf<\/li>\n<li>\u5728\u63a5\u8fd1\u751f\u4ea7\u73af\u5883\u7684\u6d41\u91cf\u4e0b\u91cd\u590d\u9a8c\u8bc1<\/li>\n<\/ul>\n<h2><strong>\u5f53\u914d\u6bd4\u9519\u8bef\u65f6\uff0c\u5e38\u89c1\u7684\u5931\u6548\u6a21\u5f0f\u6709\u54ea\u4e9b<\/strong><\/h2>\n<p>\u7406\u89e3 AI \u6570\u636e\u4e2d\u5fc3 CPU \u4e0e GPU \u914d\u6bd4\u7684\u6700\u76f4\u63a5\u65b9\u6cd5\uff0c\u5f80\u5f80\u662f\u89c2\u5bdf\u5f53\u4e3b\u673a\u4fa7\u8d44\u6e90\u4e0d\u8db3\u6216\u8fc7\u91cf\u65f6\uff0c\u7cfb\u7edf\u7a76\u7adf\u4f1a\u5982\u4f55\u5931\u8861\u3002<\/p>\n<h3>\u5f53 CPU \u504f\u5f31\u65f6<\/h3>\n<ul>\n<li>\u52a0\u901f\u5668\u5229\u7528\u7387\u504f\u4f4e\u6216\u6ce2\u52a8\u660e\u663e<\/li>\n<li>\u6570\u636e\u52a0\u8f7d\u5668\u6210\u4e3a\u663e\u6027\u74f6\u9888<\/li>\n<li>\u6d41\u91cf\u9ad8\u5cf0\u671f\u8bf7\u6c42\u961f\u5217\u6301\u7eed\u589e\u957f<\/li>\n<li>\u5373\u4fbf\u8bbe\u5907\u5185\u5b58\u72b6\u6001\u826f\u597d\uff0c\u4e5f\u4f1a\u51fa\u73b0\u65f6\u5ef6\u6296\u52a8<\/li>\n<li>\u591a\u8bbe\u5907\u6269\u5c55\u6548\u679c\u4f4e\u4e8e\u9884\u671f<\/li>\n<\/ul>\n<p>\u4e3b\u6d41\u6846\u67b6\u4e0e\u5e73\u53f0\u6307\u5bfc\u90fd\u652f\u6301\u8fd9\u79cd\u73b0\u8c61\u3002\u6570\u636e\u52a0\u8f7d\u88ab\u660e\u786e\u89c6\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u5173\u952e\u74f6\u9888\uff0c\u800c CPU \u653e\u7f6e\u7b56\u7565\u4e5f\u4f1a\u5f71\u54cd\u65f6\u5ef6\u654f\u611f\u578b\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n<h3>\u5f53 CPU \u8fc7\u5f3a\u65f6<\/h3>\n<ul>\n<li>\u529f\u8017\u548c\u670d\u52a1\u5668\u79df\u7528\u6210\u672c\u4e0a\u5347\uff0c\u5374\u6ca1\u6709\u5e26\u6765\u6210\u6bd4\u4f8b\u7684\u541e\u5410\u589e\u957f<\/li>\n<li>\u63d2\u69fd\u7ed3\u6784\u53d8\u5f97\u66f4\u590d\u6742<\/li>\n<li>NUMA \u526f\u4f5c\u7528\u66f4\u96be\u63a7\u5236<\/li>\n<li>\u8fd0\u7ef4\u4eba\u5458\u5bb9\u6613\u628a\u201c\u5927\u91cf\u4e3b\u673a\u6838\u5fc3\u201d\u8bef\u8ba4\u4e3a\u201c\u5747\u8861\u8bbe\u8ba1\u201d<\/li>\n<\/ul>\n<p>\u8fc7\u5ea6\u914d\u7f6e\u5728\u5b9e\u8df5\u4e2d\u5f88\u5e38\u89c1\uff0c\u5c24\u5176\u5f53\u56e2\u961f\u6839\u636e\u7406\u60f3\u5316\u5cf0\u503c\u60f3\u8c61\u91c7\u8d2d\uff0c\u800c\u4e0d\u662f\u4f9d\u636e\u6d4b\u5f97\u7684\u5de5\u4f5c\u8d1f\u8f7d\u884c\u4e3a\u65f6\u3002\u66f4\u591a\u7684\u4e3b\u673a\u7b97\u529b\u5e76\u4e0d\u80fd\u4fee\u590d\u7cdf\u7cd5\u7684\u901a\u9053\u6620\u5c04\u3001\u8584\u5f31\u7684\u5b58\u50a8\uff0c\u6216\u5728\u8d44\u6e90\u8bf7\u6c42\u4e0e\u9650\u5236\u8bbe\u7f6e\u4e0a\u5b58\u5728\u7f3a\u9677\u7684\u7f16\u6392\u5c42\u3002Kubernetes \u6587\u6863\u4e5f\u6e05\u695a\u8bf4\u660e\uff0c\u8d44\u6e90\u58f0\u660e\u4f1a\u76f4\u63a5\u5851\u9020\u8c03\u5ea6\u7ed3\u679c\uff0c\u56e0\u6b64\u9519\u8bef\u7684\u58f0\u660e\u5373\u4fbf\u5728\u786c\u4ef6\u53ef\u7528\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u53ef\u80fd\u9020\u6210\u8282\u70b9\u6d6a\u8d39\u3002<\/p>\n<h2><strong>\u62d3\u6251\u3001NUMA \u4e0e PCIe\uff1a\u9690\u85cf\u7684\u914d\u6bd4\u653e\u5927\u5668<\/strong><\/h2>\n<p>\u8bb8\u591a\u5173\u4e8e\u4e3b\u673a\u4e0e\u52a0\u901f\u5668\u5e73\u8861\u7684\u8ba8\u8bba\u4e4b\u6240\u4ee5\u5931\u51c6\uff0c\u662f\u56e0\u4e3a\u5b83\u4eec\u53ea\u8c08\u201c\u6570\u91cf\u201d\uff0c\u5374\u5ffd\u7565\u4e86\u7cfb\u7edf\u771f\u6b63\u8fd0\u884c\u5728\u201c\u8def\u5f84\u201d\u4e4b\u4e0a\u3002\u4e00\u4e2a\u770b\u4f3c\u201c\u6838\u5fc3\u8db3\u591f\u201d\u7684\u4e3b\u673a\uff0c\u5982\u679c\u5185\u5b58\u4f4d\u7f6e\u8fc7\u8fdc\u3001\u4e2d\u65ad\u566a\u58f0\u8fc7\u5927\uff0c\u6216\u8bbe\u5907\u6302\u8f7d\u5728\u5931\u8861\u7684 PCIe 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