{"id":33104,"date":"2026-06-06T08:00:02","date_gmt":"2026-06-06T00:00:02","guid":{"rendered":"https:\/\/www.varidata.com\/?p=33104"},"modified":"2026-06-05T16:52:17","modified_gmt":"2026-06-05T08:52:17","slug":"cpu-to-gpu-ratio-for-ai-data-centers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/cpu-to-gpu-ratio-for-ai-data-centers\/","title":{"rendered":"AI \u6578\u64da\u4e2d\u5fc3\u7684 CPU \u8207 GPU \u914d\u6bd4"},"content":{"rendered":"\n<p>\u70ba <a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/\" target=\"_blank\">AI \u6578\u64da\u4e2d\u5fc3<\/a>\u898f\u5283\u5408\u7406\u7684 <a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-en\/choose-cpu-cores-easily-for-japan-servers\/\" target=\"_blank\">CPU \u8207 GPU<\/a> \u914d\u6bd4\uff0c\u8207\u5176\u8aaa\u662f\u5728\u8ffd\u6c42\u4e00\u500b\u653e\u8af8\u56db\u6d77\u7686\u6e96\u7684\u516c\u5f0f\uff0c\u4e0d\u5982\u8aaa\u662f\u5728\u8b93\u904b\u7b97\u3001\u8a18\u61b6\u9ad4\u3001\u5132\u5b58\u4ee5\u53ca I\/O \u8def\u5f91\u8207\u5177\u9ad4\u5de5\u4f5c\u8ca0\u8f09\u76f8\u5339\u914d\u3002\u5c0d\u65bc\u6b63\u5728\u7f8e\u570b\u8a55\u4f30 AI \u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u771f\u6b63\u7684\u554f\u984c\u4e26\u4e0d\u662f\u300c\u4e00\u500b\u6a5f\u7bb1\u88e1\u6700\u591a\u80fd\u585e\u4e0b\u591a\u5c11\u52a0\u901f\u5668\u300d\uff0c\u800c\u662f\u300c\u9019\u500b\u5e73\u53f0\u80fd\u5426\u5728\u4e0d\u6d6a\u8cbb\u9810\u7b97\u3001\u907f\u514d\u77fd\u6676\u7247\u7a7a\u8f49\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u9019\u4e9b\u52a0\u901f\u5668\u6301\u7e8c\u9935\u98fd\u300d\u3002\u5728\u5be6\u969b\u74b0\u5883\u4e2d\uff0c\u7b54\u6848\u53d6\u6c7a\u65bc\u8cc7\u6599\u5982\u4f55\u5206\u968e\u6bb5\u8f09\u5165\u3001\u8acb\u6c42\u5982\u4f55\u8abf\u5ea6\u3001\u5bb9\u5668\u5982\u4f55\u9810\u7559\u8cc7\u6e90\uff0c\u4ee5\u53ca\u7cfb\u7d71\u80fd\u591a\u5feb\u5730\u628a\u5f35\u91cf\u5f9e\u5132\u5b58\u642c\u904b\u5230\u8a18\u61b6\u9ad4\uff0c\u518d\u9001\u5165\u88dd\u7f6e\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u5728\u4ee5 GPU \u70ba\u6838\u5fc3\u7684 AI \u67b6\u69cb\u4e2d\uff0cCPU \u4f9d\u7136\u91cd\u8981<\/strong><\/h2>\n<p>\u4e00\u65e6\u5c08\u6848\u8b8a\u5f97\u4ee5\u52a0\u901f\u5668\u70ba\u4e2d\u5fc3\uff0c\u4eba\u5011\u5f88\u5bb9\u6613\u628a CPU \u8996\u70ba\u4e00\u500b\u80cc\u666f\u5143\u4ef6\u3002\u4f46\u9019\u7a2e\u770b\u6cd5\u901a\u5e38\u6703\u5728\u6d41\u7a0b\u9032\u5165\u751f\u7522\u74b0\u5883\u5f8c\u8fc5\u901f\u5931\u6548\u3002CPU 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\u4e4b\u5916\u88ab\u6c7a\u5b9a\u7684\u3002\u4e00\u500b\u504f\u5f31\u7684\u4e3b\u6a5f\u914d\u7f6e\uff0c\u53ef\u80fd\u6703\u8b93\u6602\u8cb4\u7684\u52a0\u901f\u5668\u6301\u7e8c\u7b49\u5f85\u4ee5\u4e0b\u74b0\u7bc0\uff1a<\/p>\n<ul>\n<li>CPU \u7aef\u7684\u6279\u6b21\u5efa\u69cb<\/li>\n<li>\u8f03\u6162\u7684\u5132\u5b58\u8b80\u53d6<\/li>\n<li>\u8de8\u63d2\u69fd\u8a18\u61b6\u9ad4\u5b58\u53d6<\/li>\n<li>PCIe \u62d3\u64b2\u4e0d\u5339\u914d<\/li>\n<li>\u5bb9\u5668\u8abf\u5ea6\u6469\u64e6<\/li>\n<li>\u63a8\u8ad6\u670d\u52d9\u4e2d\u7684\u8acb\u6c42\u8655\u7406\u958b\u92b7<\/li>\n<\/ul>\n<p>\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u6709\u7d93\u9a57\u7684\u7dad\u904b\u5718\u968a\u4e0d\u6703\u4e00\u958b\u59cb\u5c31\u8a62\u554f\u56fa\u5b9a\u914d\u6bd4\u3002\u4ed6\u5011\u6703\u5148\u554f\u4e00\u500b\u6548\u80fd\u5256\u6790\u554f\u984c\uff1a\u7576\u88dd\u7f6e\u6c92\u6709\u88ab\u5b8c\u5168\u6253\u6eff\u6642\uff0c\u6642\u9593\u7a76\u7adf\u8017\u8cbb\u5728\u4e86\u54ea\u88e1\uff1f\u4e3b\u6d41\u6846\u67b6\u63d0\u4f9b\u7684\u6548\u80fd\u5206\u6790\u5de5\u5177\u4e5f\u660e\u78ba\u63d0\u9192\uff0c\u975e\u540c\u6b65\u7684\u52a0\u901f\u5668\u57f7\u884c\u6703\u63a9\u84cb\u771f\u5be6\u74f6\u9838\uff0c\u9664\u975e\u4f60\u540c\u6642\u6aa2\u67e5\u4e3b\u6a5f\u7aef\u884c\u70ba\u3002<\/p>\n<h2><strong>\u4e0d\u5b58\u5728\u552f\u4e00\u7406\u60f3\u7684\u914d\u6bd4<\/strong><\/h2>\n<p>\u4e00\u7bc7\u771f\u6b63\u6709\u50f9\u503c\u7684\u3001\u95dc\u65bc AI \u6578\u64da\u4e2d\u5fc3 CPU \u8207 GPU \u914d\u6bd4\u7684\u6587\u7ae0\uff0c\u9996\u5148\u61c9\u7576\u660e\u78ba\u4e00\u9ede\uff1a\u4e0d\u5b58\u5728\u4e00\u7a2e\u9069\u7528\u65bc\u6240\u6709\u74b0\u5883\u7684\u7d71\u4e00\u4e3b\u6a5f\u8207\u52a0\u901f\u5668\u914d\u6bd4\u3002\u6b63\u78ba\u7684\u578b\u614b\u6703\u96a8\u8457\u6a21\u578b\u7d50\u69cb\u3001\u5206\u8a5e\u6210\u672c\u3001\u5f71\u50cf\u6216\u5f71\u7247\u89e3\u78bc\u8def\u5f91\u3001\u6279\u6b21\u8655\u7406\u7b56\u7565\u3001\u53e2\u96c6\u8abf\u5ea6\u7b56\u7565\u3001\u5132\u5b58\u8a2d\u8a08\uff0c\u4ee5\u53ca\u7cfb\u7d71\u662f\u9762\u5411\u8a13\u7df4\u3001\u5fae\u8abf\u9084\u662f\u7dda\u4e0a\u63a8\u8ad6\u800c\u767c\u751f\u8b8a\u5316\u3002<\/p>\n<p>\u4ee5\u4e0b\u5e7e\u500b\u8b8a\u6578\u6703\u986f\u8457\u6539\u8b8a\u914d\u6bd4\uff1a<\/p>\n<ol>\n<li><strong>\u5de5\u4f5c\u8ca0\u8f09\u985e\u578b\u3002<\/strong>\u8a13\u7df4\u901a\u5e38\u6703\u5c0d\u8cc7\u6599\u6d41\u7a0b\u548c\u5206\u6563\u5f0f\u5354\u8abf\u65bd\u52a0\u66f4\u5927\u58d3\u529b\uff0c\u800c\u63a8\u8ad6\u5247\u53ef\u80fd\u66f4\u591a\u5730\u53d7\u8acb\u6c42\u4e26\u767c\u548c\u5ef6\u9072\u63a7\u5236\u5f71\u97ff\u3002<\/li>\n<li><strong>\u8cc7\u6599\u8907\u96dc\u5ea6\u3002<\/strong>\u5c0d\u65bc\u58d3\u7e2e\u3001\u591a\u6a21\u614b\u6216\u7d50\u69cb\u4e0d\u898f\u5247\u7684\u8cc7\u6599\u96c6\uff0c\u7e41\u91cd\u7684\u524d\u8655\u7406\u6703\u660e\u986f\u63d0\u9ad8 CPU \u9700\u6c42\u3002<\/li>\n<li><strong>\u62d3\u64b2\u7d50\u69cb\u3002<\/strong>\u63d2\u69fd\u914d\u7f6e\u3001NUMA \u67b6\u69cb\u8207 PCIe \u901a\u9053\u6620\u5c04\uff0c\u6703\u76f4\u63a5\u5f71\u97ff\u88dd\u7f6e\u88ab\u9935\u6eff\u7684\u6548\u7387\u3002<\/li>\n<li><strong>\u53e2\u96c6\u6a21\u5f0f\u3002<\/strong>\u88f8\u6a5f\u74b0\u5883\u8207\u5bb9\u5668\u5316\u591a\u79df\u6236\u74b0\u5883\u884c\u70ba\u4e0d\u540c\uff0c\u5f8c\u8005\u4e2d CPU \u548c\u8a18\u61b6\u9ad4\u8acb\u6c42\u6703\u76f4\u63a5\u5f71\u97ff\u4efb\u52d9\u8abf\u5ea6\u3002<\/li>\n<li><strong>\u5132\u5b58\u884c\u70ba\u3002<\/strong>\u672c\u5730\u9ad8\u901f\u5a92\u4ecb\u6703\u4ee5\u5171\u4eab\u6216\u9060\u7aef\u5132\u5b58\u7121\u6cd5\u505a\u5230\u7684\u65b9\u5f0f\u6539\u8b8a\u4e3b\u6a5f\u7aef\u58d3\u529b\u3002<\/li>\n<\/ol>\n<p>\u5bb9\u5668\u7de8\u6392\u7684\u76f8\u95dc\u6307\u5f15\u4e5f\u5370\u8b49\u4e86\u9019\u4e00\u9ede\u3002GPU \u8cc7\u6e90\u7e3d\u662f\u8207 CPU \u548c\u8a18\u61b6\u9ad4\u8acb\u6c42\u4e00\u540c\u88ab\u6d88\u8017\uff0c\u800c\u8abf\u5ea6\u5668\u7684\u884c\u70ba\u4f9d\u8cf4\u65bc\u9019\u4e9b\u660e\u78ba\u5ba3\u544a\u7684\u8cc7\u6e90\uff0c\u800c\u4e0d\u53ea\u662f\u52a0\u901f\u5668\u6578\u91cf\u672c\u8eab\u3002\u5728\u5c0d\u5ef6\u9072\u654f\u611f\u7684\u74b0\u5883\u4e2d\uff0cCPU \u653e\u7f6e\u7b56\u7565\u548c\u8cc7\u6e90\u7ba1\u7406\u7b56\u7565\u6703\u5be6\u8cea\u5f71\u97ff\u6548\u80fd\u3002<\/p>\n<h2><strong>\u5982\u4f55\u6309\u5de5\u4f5c\u8ca0\u8f09\u985e\u578b\u7406\u89e3\u914d\u6bd4<\/strong><\/h2>\n<p>\u8207\u5176\u7d66\u51fa\u4e00\u5f35\u5145\u6eff\u507d\u7cbe\u78ba\u6578\u5b57\u7684\u50f5\u786c\u8868\u683c\uff0c\u4e0d\u5982\u6309\u7167\u5de5\u4f5c\u8ca0\u8f09\u884c\u70ba\u4f86\u5b9a\u7fa9\u914d\u6bd4\u5340\u9593\uff0c\u9019\u6a23\u66f4\u5be6\u7528\u3002<\/p>\n<h3>\u8a13\u7df4\u7bc0\u9ede<\/h3>\n<p>\u8a13\u7df4\u901a\u5e38\u6bd4\u521d\u5b78\u8005\u60f3\u50cf\u7684\u66f4\u4f9d\u8cf4\u5f37\u5065\u7684\u4e3b\u6a5f\u7aef\u80fd\u529b\u3002\u539f\u56e0\u5f88\u7c21\u55ae\uff1a\u52a0\u901f\u5668\u53ef\u4ee5\u975e\u5e38\u5feb\u5730\u57f7\u884c\u5bc6\u96c6\u6578\u5b78\u904b\u7b97\uff0c\u4f46\u7cfb\u7d71\u7684\u5176\u4ed6\u90e8\u5206\u4ecd\u7136\u9700\u8981\u5efa\u69cb\u6279\u6b21\u3001\u8f49\u63db\u8f38\u5165\u3001\u6e96\u5099\u8a18\u61b6\u9ad4\u50b3\u8f38\u4ee5\u53ca\u5354\u8abf\u5de5\u4f5c\u57f7\u884c\u7dd2\u3002\u4e3b\u6d41\u6846\u67b6\u6587\u4ef6\u628a\u975e\u540c\u6b65\u8cc7\u6599\u8f09\u5165\u548c\u7368\u7acb\u5de5\u4f5c\u5b50\u7a0b\u5e8f\u5217\u70ba\u95dc\u9375\u6700\u4f73\u5316\u624b\u6bb5\uff0c\u9019\u5176\u5be6\u4e5f\u610f\u5473\u8457\u4e3b\u6a5f\u7aef\u5b8c\u5168\u53ef\u80fd\u6c7a\u5b9a\u6574\u9ad4\u541e\u5410\u4e0a\u9650\u3002<\/p>\n<ul>\n<li>\u512a\u5148\u8ffd\u6c42\u5747\u8861\u7684\u6838\u5fc3\u6578\u91cf\uff0c\u800c\u4e0d\u662f\u6975\u7aef\u5806\u9ad8\u3002<\/li>\n<li>\u5728\u591a\u88dd\u7f6e\u5171\u7528\u63d2\u69fd\u6642\uff0c\u5c24\u5176\u8981\u95dc\u6ce8\u8a18\u61b6\u9ad4\u5340\u57df\u6027\u3002<\/li>\n<li>\u4e0d\u8981\u628a\u914d\u6bd4\u898f\u5283\u8207\u5132\u5b58\u983b\u5bec\u898f\u5283\u5272\u88c2\u958b\u4f86\u3002<\/li>\n<li>\u5728\u5047\u5b9a\u52a0\u901f\u5668\u662f\u9650\u5236\u56e0\u7d20\u4e4b\u524d\uff0c\u5148\u5256\u6790\u8f38\u5165\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h3>\u63a8\u8ad6\u7bc0\u9ede<\/h3>\n<p>\u63a8\u8ad6\u5834\u666f\u66f4\u96e3\u4e00\u6982\u800c\u8ad6\uff0c\u56e0\u70ba\u4e3b\u6a5f\u7aef\u7684\u89d2\u8272\u6703\u96a8\u8457\u670d\u52d9\u6a21\u5f0f\u800c\u8b8a\u5316\u3002\u9762\u5411\u5c11\u91cf\u7a69\u5b9a\u8acb\u6c42\u7684\u6279\u6b21\u578b\u5f8c\u7aef\uff0c\u53ef\u80fd\u4e3b\u8981\u4f9d\u8cf4\u52a0\u901f\u5668\uff0c\u53ea\u9700\u8981\u9069\u4e2d\u7684\u4e3b\u6a5f\u652f\u63f4\u3002\u9762\u5411\u516c\u7db2\u7684\u4f4e\u5ef6\u9072 API \u670d\u52d9\uff0c\u5982\u679c\u9084\u758a\u52a0\u4e86\u5206\u8a5e\u3001\u8def\u7531\u3001\u9a57\u8b49\u8207\u8acb\u6c42\u6247\u51fa\uff0c\u90a3\u9ebc\u5f88\u5feb\u5c31\u6703\u8b8a\u5f97\u5c0d CPU \u5341\u5206\u654f\u611f\u3002\u5728\u7de8\u6392\u5c64\u8f03\u91cd\u7684\u74b0\u5883\u4e2d\uff0cCPU \u627f\u64d4\u7684\u57f7\u884c\u968e\u6bb5\u958b\u92b7\u4e5f\u5f80\u5f80\u6bd4\u5718\u968a\u5728\u5408\u6210\u57fa\u6e96\u6e2c\u8a66\u88e1\u770b\u5230\u7684\u8981\u5927\u5f97\u591a\u3002<\/p>\n<ul>\n<li>\u9ad8\u4e26\u767c API \u901a\u5e38\u9700\u8981\u66f4\u591a\u4e3b\u6a5f\u7aef\u9918\u91cf\u3002<\/li>\n<li>\u77ed\u8acb\u6c42\u642d\u914d\u56b4\u683c\u5ef6\u9072\u76ee\u6a19\uff0c\u6703\u66b4\u9732\u8abf\u5ea6\u5668\u548c\u5feb\u53d6\u884c\u70ba\u554f\u984c\u3002<\/li>\n<li>\u5982\u679c\u6a21\u578b\u8def\u5f91\u5df2\u7d93\u5145\u5206\u6700\u4f73\u5316\uff0c\u524d\u8655\u7406\u8207\u5f8c\u8655\u7406\u53cd\u800c\u53ef\u80fd\u6210\u70ba\u4e3b\u8981\u958b\u92b7\u3002<\/li>\n<li>\u63a8\u8ad6\u7684\u300c\u6700\u4f73\u300d\u914d\u6bd4\u901a\u5e38\u662f\u900f\u904e p95 \u5ef6\u9072\u6e2c\u8a66\u627e\u51fa\u4f86\u7684\uff0c\u800c\u4e0d\u662f\u9760\u7406\u8ad6\u63a8\u5c0e\u3002<\/li>\n<\/ul>\n<h3>\u5206\u6563\u5f0f\u6216\u53e2\u96c6\u8a13\u7df4<\/h3>\n<p>\u4e00\u65e6\u5de5\u4f5c\u8ca0\u8f09\u8de8\u8d8a\u591a\u500b\u7bc0\u9ede\uff0c\u914d\u6bd4\u898f\u5283\u5c31\u5f9e\u300c\u55ae\u6a5f\u8a2d\u8a08\u554f\u984c\u300d\u8b8a\u6210\u4e86\u300c\u7cfb\u7d71\u8a2d\u8a08\u554f\u984c\u300d\u3002\u8de8\u7bc0\u9ede\u901a\u8a0a\u3001\u5132\u5b58\u6247\u5165\u4ee5\u53ca\u6392\u968a\u884c\u70ba\uff0c\u5f80\u5f80\u6bd4\u518d\u589e\u52a0\u4e00\u4e9b\u4e3b\u6a5f\u6838\u5fc3\u66f4\u91cd\u8981\u3002\u52a0\u901f\u5668\u7cfb\u7d71\u7684\u53c3\u8003\u67b6\u69cb\u6307\u5f15\u901a\u5e38\u5f37\u8abf\uff0c\u8981\u4fdd\u6301 PCIe \u62d3\u64b2\u5747\u8861\u3001\u8b93\u88dd\u7f6e\u5408\u7406\u5206\u5e03\u5728\u6839\u57e0\u4e0a\uff0c\u4e26\u5c07\u672c\u5730\u5132\u5b58\u8207 CPU \u63d2\u69fd\u5408\u7406\u914d\u5c0d\u3002<\/p>\n<h2><strong>\u771f\u6b63\u7d93\u5f97\u8d77\u5be6\u52d9\u6aa2\u9a57\u7684\u7d93\u9a57\u6cd5\u5247<\/strong><\/h2>\n<p>\u5de5\u7a0b\u5e2b\u7d42\u7a76\u9084\u662f\u9700\u8981\u4e00\u4e9b\u7d93\u9a57\u898f\u5247\uff0c\u56e0\u6b64\u4e0b\u9762\u9019\u4e9b\u65b9\u6cd5\u5728\u4e0d\u5047\u88dd\u81ea\u5df1\u662f\u666e\u9069\u5b9a\u5f8b\u7684\u524d\u63d0\u4e0b\uff0c\u4f9d\u7136\u5177\u6709\u53c3\u8003\u50f9\u503c\uff1a<\/p>\n<ol>\n<li>\u5148\u6309\u6bcf\u500b\u88dd\u7f6e\u6240\u9700\u7684\u4e3b\u6a5f\u8cc7\u6e90\u4f30\u7b97\uff0c\u7136\u5f8c\u5728\u771f\u5be6\u8ca0\u8f09\u4e0b\u9a57\u8b49\u3002<\/li>\n<li>\u7576\u524d\u8655\u7406\u958b\u92b7\u8f03\u91cd\u6216\u8acb\u6c42\u4e26\u767c\u8f03\u9ad8\u6642\uff0c\u63d0\u9ad8 CPU \u5206\u914d\u3002<\/li>\n<li>\u5982\u679c\u5132\u5b58\u3001\u8a18\u61b6\u9ad4\u5340\u57df\u6027\u6216 PCIe \u8a2d\u8a08\u660e\u986f\u504f\u5f31\uff0c\u5c31\u4e0d\u8981\u53ea\u76ef\u8457\u6838\u5fc3\u6578\u91cf\u3002<\/li>\n<li>\u512a\u5148\u78ba\u4fdd\u62d3\u64b2\u5747\u8861\uff0c\u800c\u4e0d\u662f\u4e00\u5473\u8ffd\u6c42\u66f4\u591a\u63d2\u69fd\u3002<\/li>\n<li>\u5728\u5bb9\u5668\u5316\u74b0\u5883\u4e2d\uff0c\u8981\u6709\u610f\u8b58\u5730\u9810\u7559 CPU \u548c\u8a18\u61b6\u9ad4\uff0c\u800c\u4e0d\u662f\u5047\u8a2d\u8abf\u5ea6\u5668\u6703\u81ea\u52d5\u7d66\u51fa\u6700\u4f73\u7d50\u679c\u3002<\/li>\n<\/ol>\n<p>\u95dc\u9375\u4e0d\u5728\u65bc\u628a CPU \u5806\u5230\u6975\u81f4\uff0c\u800c\u5728\u65bc\u6d88\u9664\u4e3b\u6a5f\u7aef\u505c\u9813\uff0c\u540c\u6642\u907f\u514d\u8cfc\u8cb7\u5de5\u4f5c\u8ca0\u8f09\u6839\u672c\u7528\u4e0d\u4e0a\u7684\u904b\u7b97\u8cc7\u6e90\u3002\u9019\u901a\u5e38\u610f\u5473\u8457\u628a\u300c\u914d\u6bd4\u300d\u8996\u70ba\u4e00\u500b\u6301\u7e8c\u9a57\u8b49\u7684\u5faa\u74b0\uff1a<\/p>\n<ul>\n<li>\u6e2c\u91cf\u88dd\u7f6e\u4f7f\u7528\u7387<\/li>\n<li>\u6aa2\u67e5\u6279\u6b21\u7b49\u5f85\u6642\u9593<\/li>\n<li>\u67e5\u770b\u4e3b\u6a5f\u98fd\u548c\u5ea6<\/li>\n<li>\u89c0\u5bdf\u8de8\u63d2\u69fd\u8a18\u61b6\u9ad4\u6d41\u91cf<\/li>\n<li>\u8abf\u6574\u653e\u7f6e\u7b56\u7565\u8207\u57f7\u884c\u7dd2\u6578\u91cf<\/li>\n<li>\u5728\u63a5\u8fd1\u751f\u7522\u74b0\u5883\u7684\u6d41\u91cf\u4e0b\u91cd\u8907\u9a57\u8b49<\/li>\n<\/ul>\n<h2><strong>\u7576\u914d\u6bd4\u932f\u8aa4\u6642\uff0c\u5e38\u898b\u7684\u5931\u6548\u6a21\u5f0f\u6709\u54ea\u4e9b<\/strong><\/h2>\n<p>\u7406\u89e3 AI \u6578\u64da\u4e2d\u5fc3 CPU \u8207 GPU \u914d\u6bd4\u7684\u6700\u76f4\u63a5\u65b9\u6cd5\uff0c\u5f80\u5f80\u662f\u89c0\u5bdf\u7576\u4e3b\u6a5f\u7aef\u8cc7\u6e90\u4e0d\u8db3\u6216\u904e\u91cf\u6642\uff0c\u7cfb\u7d71\u7a76\u7adf\u6703\u5982\u4f55\u5931\u8861\u3002<\/p>\n<h3>\u7576 CPU \u504f\u5f31\u6642<\/h3>\n<ul>\n<li>\u52a0\u901f\u5668\u4f7f\u7528\u7387\u504f\u4f4e\u6216\u6ce2\u52d5\u660e\u986f<\/li>\n<li>\u8cc7\u6599\u8f09\u5165\u5668\u6210\u70ba\u986f\u6027\u74f6\u9838<\/li>\n<li>\u6d41\u91cf\u9ad8\u5cf0\u671f\u8acb\u6c42\u4f47\u5217\u6301\u7e8c\u6210\u9577<\/li>\n<li>\u5373\u4fbf\u88dd\u7f6e\u8a18\u61b6\u9ad4\u72c0\u614b\u826f\u597d\uff0c\u4e5f\u6703\u51fa\u73fe\u5ef6\u9072\u6296\u52d5<\/li>\n<li>\u591a\u88dd\u7f6e\u64f4\u5c55\u6548\u679c\u4f4e\u65bc\u9810\u671f<\/li>\n<\/ul>\n<p>\u4e3b\u6d41\u6846\u67b6\u8207\u5e73\u53f0\u6307\u5f15\u90fd\u652f\u6301\u9019\u7a2e\u73fe\u8c61\u3002\u8cc7\u6599\u8f09\u5165\u88ab\u660e\u78ba\u8996\u70ba\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u7684\u95dc\u9375\u74f6\u9838\uff0c\u800c CPU \u653e\u7f6e\u7b56\u7565\u4e5f\u6703\u5f71\u97ff\u5ef6\u9072\u654f\u611f\u578b\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n<h3>\u7576 CPU \u904e\u5f37\u6642<\/h3>\n<ul>\n<li>\u529f\u8017\u548c\u4f3a\u670d\u5668\u79df\u7528\u6210\u672c\u4e0a\u5347\uff0c\u537b\u6c92\u6709\u5e36\u4f86\u6210\u6bd4\u4f8b\u7684\u541e\u5410\u6210\u9577<\/li>\n<li>\u63d2\u69fd\u7d50\u69cb\u8b8a\u5f97\u66f4\u8907\u96dc<\/li>\n<li>NUMA \u526f\u4f5c\u7528\u66f4\u96e3\u63a7\u5236<\/li>\n<li>\u7dad\u904b\u4eba\u54e1\u5bb9\u6613\u628a\u300c\u5927\u91cf\u4e3b\u6a5f\u6838\u5fc3\u300d\u8aa4\u8a8d\u70ba\u300c\u5747\u8861\u8a2d\u8a08\u300d<\/li>\n<\/ul>\n<p>\u904e\u5ea6\u914d\u7f6e\u5728\u5be6\u52d9\u4e2d\u5f88\u5e38\u898b\uff0c\u5c24\u5176\u7576\u5718\u968a\u6839\u64da\u7406\u60f3\u5316\u5cf0\u503c\u60f3\u50cf\u63a1\u8cfc\uff0c\u800c\u4e0d\u662f\u4f9d\u64da\u6e2c\u5f97\u7684\u5de5\u4f5c\u8ca0\u8f09\u884c\u70ba\u6642\u3002\u66f4\u591a\u7684\u4e3b\u6a5f\u7b97\u529b\u4e26\u4e0d\u80fd\u4fee\u5fa9\u7cdf\u7cd5\u7684\u901a\u9053\u6620\u5c04\u3001\u8584\u5f31\u7684\u5132\u5b58\uff0c\u6216\u5728\u8cc7\u6e90\u8acb\u6c42\u8207\u9650\u5236\u8a2d\u5b9a\u4e0a\u5b58\u5728\u7f3a\u9677\u7684\u7de8\u6392\u5c64\u3002Kubernetes \u6587\u4ef6\u4e5f\u6e05\u695a\u8aaa\u660e\uff0c\u8cc7\u6e90\u5ba3\u544a\u6703\u76f4\u63a5\u5851\u9020\u8abf\u5ea6\u7d50\u679c\uff0c\u56e0\u6b64\u932f\u8aa4\u7684\u5ba3\u544a\u5373\u4fbf\u5728\u786c\u9ad4\u53ef\u7528\u7684\u60c5\u6cc1\u4e0b\uff0c\u4e5f\u53ef\u80fd\u9020\u6210\u7bc0\u9ede\u6d6a\u8cbb\u3002<\/p>\n<h2><strong>\u62d3\u64b2\u3001NUMA \u8207 PCIe\uff1a\u96b1\u85cf\u7684\u914d\u6bd4\u653e\u5927\u5668<\/strong><\/h2>\n<p>\u8a31\u591a\u95dc\u65bc\u4e3b\u6a5f\u8207\u52a0\u901f\u5668\u5e73\u8861\u7684\u8a0e\u8ad6\u4e4b\u6240\u4ee5\u5931\u6e96\uff0c\u662f\u56e0\u70ba\u5b83\u5011\u53ea\u8ac7\u300c\u6578\u91cf\u300d\uff0c\u537b\u5ffd\u7565\u4e86\u7cfb\u7d71\u771f\u6b63\u904b\u884c\u5728\u300c\u8def\u5f91\u300d\u4e4b\u4e0a\u3002\u4e00\u500b\u770b\u4f3c\u300c\u6838\u5fc3\u8db3\u5920\u300d\u7684\u4e3b\u6a5f\uff0c\u5982\u679c\u8a18\u61b6\u9ad4\u4f4d\u7f6e\u904e\u9060\u3001\u4e2d\u65b7\u96dc\u8a0a\u904e\u5927\uff0c\u6216\u88dd\u7f6e\u639b\u8f09\u5728\u5931\u8861\u7684 PCIe \u6a39\u4e0b\uff0c\u4f9d\u7136\u53ef\u80fd\u7121\u6cd5\u6301\u7e8c\u70ba\u52a0\u901f\u5668\u4f9b\u7d66\u8cc7\u6599\u3002\u91dd\u5c0d\u63a8\u8ad6\u548c\u52a0\u901f\u5668\u53c3\u8003\u7cfb\u7d71\u7684\u6587\u4ef6\u53cd\u8986\u5f37\u8abf\uff0c\u61c9\u6aa2\u67e5\u532f\u6d41\u6392\u914d\u7f6e\u3001\u5c07\u4efb\u52d9\u7d81\u5b9a\u5230\u6b63\u78ba\u7684 NUMA \u7bc0\u9ede\uff0c\u4e26\u7dad\u6301\u5747\u8861\u7684 PCIe \u9023\u7dda\u7d50\u69cb\u3002<\/p>\n<p>\u5f9e\u5be6\u52d9\u89d2\u5ea6\u770b\uff0c\u62d3\u64b2\u5be9\u67e5\u81f3\u5c11\u61c9\u6db5\u84cb\u4ee5\u4e0b\u5167\u5bb9\uff1a<\/p>\n<ul>\n<li>\u6bcf\u500b\u88dd\u7f6e\u96e2\u54ea\u500b CPU \u63d2\u69fd\u6700\u8fd1<\/li>\n<li>\u4e3b\u6a5f\u57f7\u884c\u7dd2\u662f\u5426\u4f9d\u7167\u5340\u57df\u6027\u539f\u5247\u9032\u884c\u7d81\u5b9a<\/li>\n<li>\u5132\u5b58\u63a7\u5236\u5668\u5982\u4f55\u63a5\u5165\u5e73\u53f0<\/li>\n<li>\u7db2\u8def\u6d41\u91cf\u662f\u5426\u843d\u5728\u8207\u76ee\u6a19\u88dd\u7f6e\u76f8\u540c\u7684\u4e00\u5074<\/li>\n<li>\u5bb9\u5668\u8abf\u5ea6\u662f\u5426\u4fdd\u7559\u4e86\u9019\u4e9b\u89aa\u548c\u95dc\u4fc2<\/li>\n<\/ul>\n<p>\u4e00\u500b\u4e7e\u6de8\u3001\u5408\u7406\u7684\u62d3\u64b2\uff0c\u5f80\u5f80\u52dd\u904e\u4e00\u53f0\u7406\u8ad6\u7b97\u529b\u66f4\u5f37\u537b\u5e03\u5c40\u6df7\u4e82\u7684\u7bc0\u9ede\u3002<\/p>\n<h2><strong>\u5132\u5b58\u8207\u8cc7\u6599\u6d41\u7a0b\uff0c\u5f80\u5f80\u624d\u662f\u771f\u6b63\u6c7a\u5b9a\u914d\u6bd4\u7684\u56e0\u7d20<\/strong><\/h2>\n<p>\u5728\u5f88\u591a AI \u74b0\u5883\u4e2d\uff0c\u6240\u8b02 AI \u6578\u64da\u4e2d\u5fc3\u7684 CPU \u8207 GPU 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