<script type="application/ld+json">{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.simcentric.com/tc/"},{"@type":"ListItem","position":2,"name":"美國 GPU 伺服器：選擇單 GPU 還是多 GPU？","item":"https://www.simcentric.com/tc/america-dedicated-server-tc/us-gpu-servers-single-gpu-or-multi-gpu/"}]}</script> {"id":34896,"date":"2026-09-29T15:05:13","date_gmt":"2026-09-29T07:05:13","guid":{"rendered":"https:\/\/www.simcentric.com\/uncategorized-tc\/us-gpu-servers-single-gpu-or-multi-gpu\/"},"modified":"2026-09-29T15:10:46","modified_gmt":"2026-09-29T07:10:46","slug":"us-gpu-servers-single-gpu-or-multi-gpu","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/tc\/america-dedicated-server-tc\/us-gpu-servers-single-gpu-or-multi-gpu\/","title":{"rendered":"\u7f8e\u570b GPU \u4f3a\u670d\u5668\uff1a\u9078\u64c7\u55ae GPU \u9084\u662f\u591a GPU\uff1f"},"content":{"rendered":"<p>\u5c0d\u65bc\u6b63\u5728\u5c07 <a href=\"https:\/\/www.simcentric.com\/tc\/america-dedicated-server-tc\/nvidia-introduces-800g-infiniband-switch-for-ai-era\/\" target=\"_self\">AI \u63a8\u7406<\/a> \u63a8\u5411\u751f\u7522\u74b0\u5883\u7684\u5de5\u7a0b\u5718\u968a\u4f86\u8aaa\uff0c\u300c\u5728\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\u9078\u64c7\u55ae GPU \u7bc0\u9ede\u9084\u662f\u591a GPU \u4f3a\u670d\u5668\u300d\u7d55\u4e0d\u662f\u4e00\u500b\u5b78\u8853\u554f\u984c\uff1b\u5b83\u76f4\u63a5\u6c7a\u5b9a\u4e86\u5ef6\u9072\u3001\u6210\u672c\u4ee5\u53ca\u6545\u969c\u5f71\u97ff\u7bc4\u570d\u3002\u4f60\u9078\u64c7\u5728 <a href=\"https:\/\/www.simcentric.com\/tc\/products\/dedicated-server-us\/\" target=\"_self\">\u7f8e\u570b GPU \u4f3a\u670d\u5668<\/a> \u4e0a\u90e8\u7f72\u7dca\u6e4a\u7684\u55ae\u5361\u4e3b\u6a5f\uff0c\u9084\u662f\u9ad8\u898f\u683c\u7684\u591a\u5361\u7bc0\u9ede\uff0c\u5c07\u6df1\u523b\u5f71\u97ff\u5f8c\u7e8c\u7684\u4f3a\u670d\u5668\u79df\u7528\u7b56\u7565\u3001\u64f4\u5bb9\u65b9\u5f0f\u3001\u6545\u969c\u5207\u63db\u65b9\u6848\u4ee5\u53ca\u9810\u7b97\u63a7\u5236\u3002\u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u6703\u4fdd\u6301\u52d9\u5be6\u4e14\u5e36\u6709\u5de5\u7a0b\u5e2b\u8996\u89d2\u7684\u89c0\u9ede\uff0c\u628a\u771f\u5be6\u8ca0\u8f09\u5c0d\u6620\u5230\u7f8e\u570b\u6a5f\u623f\u4e2d\u7684\u5177\u9ad4\u90e8\u7f72\u6a21\u5f0f\u4e0a\uff0c\u4e26\u805a\u7126\u5728\u4e00\u4ef6\u4e8b\uff1a\u7576\u771f\u5be6\u6d41\u91cf\u6253\u5230\u4f60\u7684 API \u4e0a\u6642\uff0c\u7a76\u7adf\u4ec0\u9ebc\u624d\u662f\u95dc\u9375\u3002<\/p>\n<h2><strong>1. \u70ba\u4ec0\u9ebc\u8981\u5728\u7f8e\u570b GPU \u4f3a\u670d\u5668\u4e0a\u90e8\u7f72 AI \u63a8\u7406\uff1f<\/strong><\/h2>\n<ul>\n<li><strong>\u5168\u7403\u8986\u84cb\u8207\u7a69\u5b9a\u9aa8\u5e79\u7db2\u8def\u3002<\/strong> \u5927\u578b\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\u901a\u5e38\u7dca\u9130\u4e00\u7d1a\u9aa8\u5e79\u7db2\u8def\u71df\u904b\u5546\u8207\u4e3b\u6d41\u96f2\u7aef\u670d\u52d9\u5340\u57df\uff0c\u9019\u4f7f\u5f97\u7576\u4f60\u7684\u4f7f\u7528\u8005\u5206\u4f48\u5728\u5317\u7f8e\u8207\u6b50\u6d32\u6642\uff0c\u5f80\u8fd4\u5ef6\u9072\u66f4\u52a0\u53ef\u9810\u6e2c\u3002\u5982\u679c\u4f60\u7684\u63a8\u7406 API \u9700\u8981\u548c\u5176\u4ed6\u8a17\u7ba1\u5728\u7f8e\u570b\u7684\u670d\u52d9\u9032\u884c\u6574\u5408\uff0c\u540c\u5340\u57df\u90e8\u7f72\u53ef\u4ee5\u907f\u514d\u5f88\u591a\u4e0d\u5fc5\u8981\u7684\u7db2\u8def\u8df3\u6578\u3002<\/li>\n<li><strong>\u786c\u9ad4\u9078\u64c7\u5f48\u6027\u9ad8\u3002<\/strong> \u5728\u7f8e\u570b\u6a5f\u623f\uff0c\u4f60\u901a\u5e38\u80fd\u627e\u5230\u975e\u5e38\u8c50\u5bcc\u7684\u52a0\u901f\u5361\u9078\u64c7\uff1a\u50f9\u683c\u53cb\u5584\u7684\u820a\u578b\u865f\uff08T4\u3001P40\uff09\uff0c\u4e2d\u968e\u4e3b\u529b\uff08A10\u3001L4\u3001RTX 40 \u7cfb\u5217\uff09\uff0c\u4ee5\u53ca\u65d7\u8266\u7d1a\u5225\u7684 A100\u3001H100\u3001L40S \u7b49\u3002\u9019\u7a2e\u5f48\u6027\u8b93\u4f60\u53ef\u4ee5\u91dd\u5c0d\u4e0d\u540c\u6a21\u578b\u5339\u914d\u4e0d\u540c GPU \u898f\u683c\uff0c\u800c\u4e0d\u5fc5\u70ba\u4e00\u500b\u300c\u842c\u80fd\u578b\u865f\u300d\u4ed8\u51fa\u6ea2\u50f9\u3002<\/li>\n<li><strong>\u6210\u719f\u7684\u8cc7\u6599\u4e2d\u5fc3\u904b\u7dad\u80fd\u529b\u3002<\/strong> \u6210\u719f\u7684\u7f8e\u570b\u6a5f\u623f\u5728\u6a5f\u6ac3\u529f\u7387\u5bc6\u5ea6\u3001\u6563\u71b1\u80fd\u529b\u4ee5\u53ca\u786c\u9ad4\u66f4\u63db\u6d41\u7a0b\u65b9\u9762\uff0c\u901a\u5e38\u90fd\u5df2\u7d93\u91dd\u5c0d GPU \u5bc6\u96c6\u578b\u6a5f\u67b6\u505a\u904e\u5145\u5206\u6700\u4f73\u5316\u3002\u9019\u610f\u5473\u8457\u4f60\u66f4\u5c11\u9047\u5230\u71b1\u964d\u983b\u3001\u7570\u5e38\u964d\u983b\uff0c\u6216\u8005\u5728\u6301\u7e8c\u9ad8\u8ca0\u8f09\u4e0b\u767c\u751f\u7684\u4f9b\u96fb\u554f\u984c\u3002<\/li>\n<\/ul>\n<p>\u4e00\u65e6\u4f60\u8a8d\u540c\u300c\u8b93\u63a8\u7406\u5118\u91cf\u8cbc\u8fd1\u5176\u9918\u670d\u52d9\u5806\u758a\u300d\u662f\u5408\u7406\u7684\u9078\u64c7\uff0c\u4e0b\u4e00\u500b\u95dc\u9375\u5206\u53c9\u5c31\u6703\u51fa\u73fe\uff1a\u6bcf\u53f0\u4f3a\u670d\u5668\u53ea\u914d\u4e00\u584a GPU\uff0c\u9084\u662f\u76f4\u63a5\u4e0a\u591a GPU \u602a\u7378\u7d1a\u4e3b\u6a5f\u3002<\/p>\n<h2><strong>2. \u660e\u78ba\u5de5\u4f5c\u8ca0\u8f09\uff1a\u4f60\u662f\u5728\u300c\u670d\u52d9\u300d\uff0c\u4e0d\u662f\u5728\u300c\u8a13\u7df4\u300d<\/strong><\/h2>\n<ol>\n<li><strong>\u8a13\u7df4\u8207\u63a8\u7406\u7684\u5dee\u7570\u3002<\/strong> \u8a13\u7df4\u95dc\u6ce8\u7684\u662f\u6536\u6582\u6642\u9593\u548c\u8d85\u5927 batch size\uff1b\u63a8\u7406\u95dc\u6ce8\u7684\u662f\u5c3e\u5ef6\u9072\u4ee5\u53ca\u5728\u6d41\u91cf\u6ce2\u52d5\u4e0b\u4f9d\u7136\u4fdd\u6301\u7a69\u5b9a\u541e\u5410\u3002\u63a8\u7406\u8acb\u6c42\u901a\u5e38\u9ad4\u91cf\u8f03\u5c0f\u3001\u983b\u7387\u8f03\u9ad8\uff0c\u800c\u4e14\u5c0d\u5ef6\u9072\u6bd4\u8f03\u654f\u611f\u3002\u9019\u610f\u5473\u8457\u5728\u751f\u7522\u898f\u6a21\u4e0b\uff0c\u4f60\u6975\u5c11\u9700\u8981\u5927\u898f\u6a21\u7684\u6a21\u578b\u5e73\u884c\u6216\u5f35\u91cf\u5e73\u884c\uff0c\u9664\u975e\u4f60\u90e8\u7f72\u7684\u662f\u9ad4\u91cf\u975e\u5e38\u8a87\u5f35\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u6a21\u578b\u756b\u50cf\u3002<\/strong> \u5728\u4e0d\u5c11\u751f\u7522\u74b0\u5883\u4e2d\uff0c7B\u201313B \u53c3\u6578\u91cf\u7d1a\u7684\u6a21\u578b\uff08\u4ee5\u53ca\u9ad4\u91cf\u76f8\u7576\u7684\u8996\u89ba \/ \u8a9e\u97f3\u7db2\u8def\uff09\u662f\u4e3b\u529b\u3002\u9019\u985e\u6a21\u578b\u900f\u904e\u91cf\u5316\u8207\u63a8\u7406\u6700\u4f73\u5316\u57f7\u884c\u968e\u6bb5\uff0c\u5b8c\u5168\u53ef\u4ee5\u88ab\u88dd\u8f09\u5230\u4e00\u584a\u73fe\u4ee3 GPU \u4e0a\u3002\u53ea\u6709\u7576\u4f60\u9032\u4e00\u6b65\u885d\u5230 34B\u300170B\u3001\u751a\u81f3 Mixture-of-Experts\uff08MoE\uff09\u9019\u7a2e\u7d1a\u5225\uff0c\u591a GPU \u624d\u5728\u7d50\u69cb\u4e0a\u8b8a\u6210\u300c\u525b\u9700\u300d\u3002<\/li>\n<li><strong>\u6d41\u91cf\u5f62\u614b\u3002<\/strong> \u5c11\u91cf\u4f01\u696d\u79df\u6236\u7684\u91cd\u6279\u6b21\u4efb\u52d9\uff0c\u8207\u6210\u5343\u4e0a\u842c\u7d42\u7aef\u4f7f\u7528\u8005\u767c\u8d77\u7684\u5c0f\u8acb\u6c42 API \u547c\u53eb\uff0c\u5169\u8005\u884c\u70ba\u6a21\u5f0f\u5b8c\u5168\u4e0d\u540c\u3002\u7a81\u767c\u6027\u3001\u4f75\u767c\u5ea6\u4ee5\u53ca SLA \u7d04\u675f\uff0c\u5f80\u5f80\u6bd4\u55ae\u7d14\u7684 FLOPS \u6578\u5b57\u66f4\u91cd\u8981\uff0c\u5b83\u5011\u6703\u9032\u4e00\u6b65\u5f71\u97ff\u4f60\u662f\u50be\u5411\u65bc\u900f\u904e\u66f4\u591a\u55ae GPU \u7bc0\u9ede\u6a6b\u5411\u64f4\u5c55\uff0c\u9084\u662f\u900f\u904e\u66f4\u5927\u7684\u591a GPU \u4f3a\u670d\u5668\u7e31\u5411\u64f4\u5c55\u3002<\/li>\n<\/ol>\n<p>\u628a\u9019\u4e9b\u5dee\u7570\u7406\u6e05\uff0c\u53ef\u4ee5\u907f\u514d\u4e00\u500b\u5e38\u898b\u5751\uff1a\u5f88\u591a\u5718\u968a\u76f4\u63a5\u628a\u8a13\u7df4\u53e2\u96c6\u7684\u786c\u9ad4\u6a21\u5f0f\u7167\u642c\u5230\u63a8\u7406\u53e2\u96c6\u4e2d\uff0c\u7d50\u679c\u70ba\u6c38\u9060\u8dd1\u4e0d\u6eff\u7684\u5bb9\u91cf\u4ed8\u51fa\u9ad8\u6602\u6210\u672c\u3002<\/p>\n<h2><strong>3. \u55ae GPU \u7f8e\u570b\u4f3a\u670d\u5668\uff1a\u7576\u300c\u7c21\u55ae\u300d\u53cd\u800c\u662f\u6700\u512a\u89e3<\/strong><\/h2>\n<ul>\n<li><strong>\u5178\u578b\u55ae GPU \u914d\u7f6e\u3002<\/strong> \u5728\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\uff0c\u4e00\u53f0\u5e38\u898f\u7684\u55ae GPU \u4e3b\u6a5f\u5927\u81f4\u5982\u4e0b\uff1a\n<ul>\n<li>1\u00d7 GPU\uff08\u4f8b\u5982 L4\u3001A10 \u6216\u9ad8\u986f\u5b58\u7684 RTX \u7cfb\u5217\uff09<\/li>\n<li>16\u201332 vCPU\uff0c64\u2013256 GB \u8a18\u61b6\u9ad4<\/li>\n<li>1\u20132 \u584a NVMe \u7528\u65bc\u5b58\u653e\u6a21\u578b\u3001\u65e5\u8a8c\u548c\u66ab\u5b58\u72c0\u614b<\/li>\n<li>1 Gbps \u5230 10 Gbps \u7db2\u8def\u983b\u5bec\uff0c\u6a5f\u623f\u5167\u6d41\u91cf\u901a\u5e38\u6709\u8f03\u5bec\u9b06\u7684\u8a08\u8cbb\u7b56\u7565<\/li>\n<\/ul>\n<p>\u9019\u6a23\u7684\u914d\u7f6e\uff0c\u8db3\u4ee5\u652f\u6490\u4e00\u500b\u91cf\u5316\u8a9e\u8a00\u6a21\u578b\u6216\u4e2d\u7b49\u898f\u6a21\u8996\u89ba\u7ba1\u7dda\u5728\u4f4e\u5230\u4e2d\u7b49\u4f75\u767c\u4e0b\u7684\u63a8\u7406\u9700\u6c42\u3002<\/li>\n<li><strong>\u904b\u7dad\u7c21\u55ae\u3002<\/strong> \u55ae GPU \u7bc0\u9ede\u4e0d\u9700\u8981\u8003\u616e\u591a\u5361\u5354\u540c\u3001\u8907\u96dc\u62d3\u6a38\u6216\u5361\u9593\u8ca0\u8f09\u4e0d\u5747\u7684\u554f\u984c\u3002\u7121\u8ad6\u662f\u5bb9\u5668\u6392\u7a0b\uff0c\u9084\u662f\u81ea\u52d5\u64f4\u7e2e\u5bb9\u7b56\u7565\u90fd\u6bd4\u8f03\u76f4\u89c0\u3002\u5982\u679c\u67d0\u500b\u7bc0\u9ede\u7576\u6a5f\uff0c\u4f60\u53ea\u6703\u640d\u5931\u4e00\u584a GPU \u7684\u5bb9\u91cf\uff0c\u800c\u4e0d\u662f\u6574\u500b\u53e2\u96c6\u7684\u5927\u584a\u8cc7\u6e90\u3002<\/li>\n<li><strong>\u6709\u5229\u65bc\u6210\u672c\u654f\u611f\u7684\u8fed\u4ee3\u3002<\/strong> \u5728\u7522\u54c1\u65e9\u671f\u968e\u6bb5\uff0c\u5c0f\u898f\u683c\u7bc0\u9ede\u66f4\u4fbf\u65bc\u4f60\u53cd\u8986\u5617\u8a66\u4e0d\u540c\u6a21\u578b\u7248\u672c\u3001\u5feb\u53d6\u7b56\u7565\u4ee5\u53ca\u6d41\u91cf\u5f62\u614b\uff0c\u800c\u7121\u9700\u7acb\u523b\u627f\u64d4\u9ad8\u984d\u6708\u5ea6\u5e33\u55ae\u3002\u57fa\u790e\u8a2d\u65bd\u7684\u6210\u9577\u901f\u5ea6\u53ef\u4ee5\u66f4\u597d\u5730\u8ffd\u96a8\u7522\u54c1\u5be6\u969b\u6210\u9577\uff0c\u800c\u4e0d\u662f\u62cd\u8166\u888b\u7684\u9810\u4f30\u3002<\/li>\n<\/ul>\n<p>\u5c0d\u65bc\u5f88\u591a\u5167\u90e8\u5de5\u5177\u2014\u2014\u4f8b\u5982\u5ba2\u670d\u8f14\u52a9\u5c0d\u8a71\u6a5f\u5668\u4eba\u3001\u7d50\u5408\u6aa2\u7d22\u7684\u5167\u90e8\u641c\u5c0b\u7cfb\u7d71\u3001\u4f4e\u983b\u7684\u5f71\u50cf\u751f\u6210\u670d\u52d9\u2014\u2014\u9019\u7a2e\u55ae GPU \u4f3a\u670d\u5668\u5f80\u5f80\u662f\u6700\u73fe\u5be6\u3001\u6700\u52d9\u5be6\u7684\u9810\u8a2d\u9078\u9805\u3002\u6240\u6709\u4f60\u66ab\u6642\u7528\u4e0d\u4e0a\u7684\u8907\u96dc\u5ea6\uff0c\u5728\u9577\u671f\u770b\u4f86\uff0c\u90fd\u53ef\u4ee5\u8996\u4f5c\u6f5b\u5728\u7684\u653b\u64ca\u9762\u6216\u7dad\u8b77\u8ca0\u64d4\u3002<\/p>\n<h2><strong>4. \u591a GPU \u7f8e\u570b\u4f3a\u670d\u5668\uff1a\u7576\u898f\u6a21\u8207\u6a21\u578b\u9ad4\u91cf\u903c\u4f60\u505a\u51fa\u9078\u64c7<\/strong><\/h2>\n<ol>\n<li><strong>\u5e38\u898b\u591a GPU \u5f62\u614b\u3002<\/strong>\n<ul>\n<li>2\u00d7 GPU\uff1a\u9069\u5408\u4e2d\u7b49\u898f\u6a21\u7684\u5f35\u91cf\u5e73\u884c\u6216\u6df7\u5408\u8ca0\u8f09<\/li>\n<li>4\u00d7 GPU\uff1a\u9762\u5411\u8f03\u91cd\u7684\u63a8\u7406\u7ba1\u7dda\u6216\u8a13\u7df4 + \u63a8\u7406\u6df7\u5408\u5834\u666f\u7684\u5e38\u898b\u914d\u7f6e<\/li>\n<li>8\u00d7 GPU\uff1a\u7528\u65bc\u8d85\u5927\u6a21\u578b\uff0c\u6216\u8005\u9700\u5728\u540c\u4e00\u7bc0\u9ede\u4e0a\u540c\u6642\u9032\u884c\u63a8\u7406\u8207\u5f8c\u53f0\u5fae\u8abf\u4efb\u52d9<\/li>\n<\/ul>\n<p>\u9019\u985e\u6a5f\u5668\u901a\u5e38\u6703\u914d\u5099\u9ad8\u983b\u5bec GPU \u4e92\u806f\uff08\u5982 NVLink \u6216\u985e\u4f3c\u65b9\u6848\uff09\uff0c\u4ee5\u53ca\u66f4\u6fc0\u9032\u7684\u6a5f\u6ac3\u529f\u7387\u548c\u6563\u71b1\u9810\u7559\u3002<\/li>\n<li><strong>\u591a GPU \u5408\u7406\u7684\u5178\u578b\u5834\u666f\u3002<\/strong>\n<ul>\n<li>\u90e8\u7f72\u7121\u6cd5\u5728\u55ae\u5361\u4e0a\u5b8c\u6574\u88dd\u8f09\u7684\u8d85\u5927\u6a21\u578b\uff0c\u5373\u4fbf\u4f7f\u7528\u91cf\u5316\u4f9d\u7136\u9700\u8981\u591a\u5361\u5207\u5206\u3002<\/li>\n<li>\u8ffd\u6c42\u6975\u9ad8\u4f75\u767c\u3001\u800c\u55ae\u5361\u5728\u5408\u7406 batch size \u4e0b\u5df2\u660e\u986f\u8dd1\u6eff\u7684\u60c5\u6cc1\u3002<\/li>\n<li>\u51fa\u65bc\u8cc7\u6599\u5728\u5730\u6027\u3001\u6388\u6b0a\u6a21\u5f0f\u6216\u6210\u672c\u63a7\u5236\u8003\u91cf\uff0c\u5e0c\u671b\u628a\u904b\u7b97\u5bc6\u5ea6\u5118\u91cf\u58d3\u7e2e\u5230\u5c11\u91cf\u7bc0\u9ede\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u96b1\u85cf\u7684\u6b0a\u8861\u3002<\/strong> \u591a GPU \u7bc0\u9ede\u6703\u986f\u8457\u64f4\u5927\u55ae\u6a5f\u7684\u6545\u969c\u57df\uff08\u4e00\u500b\u5be6\u9ad4\u7bc0\u9ede\u4e0a\u627f\u8f09\u5927\u91cf\u696d\u52d9\uff09\uff0c\u540c\u6642\u964d\u4f4e\u64f4\u5bb9\u7c92\u5ea6\u3002\u4f60\u5f80\u5f80\u5f97\u4e00\u6b21\u6027\u589e\u52a0\u4e00\u6574\u53f0\u591a\u5361\u4e3b\u6a5f\uff1b\u5982\u679c\u6d41\u91cf\u53ea\u6210\u9577\u4e86\u4e00\u500d\uff0c\u76f4\u63a5\u518d\u4e0a\u53e6\u4e00\u500b 4 \u5361\u7bc0\u9ede\uff0c\u53ef\u80fd\u9060\u5927\u65bc\u771f\u5be6\u9700\u8981\uff0c\u800c\u591a\u958b\u5169\u500b\u55ae GPU \u7bc0\u9ede\u53cd\u800c\u66f4\u52a0\u7cbe\u7d30\u53ef\u63a7\u3002<\/li>\n<\/ol>\n<p>\u7c21\u800c\u8a00\u4e4b\uff0c\u591a GPU \u975e\u5e38\u5f37\u5927\uff0c\u4f46\u4e5f\u6975\u5177\u300c\u4e3b\u898b\u300d\u3002\u4f60\u61c9\u8a72\u5728\u5de5\u4f5c\u8ca0\u8f09\u78ba\u5be6\u9700\u8981\u6642\u624d\u9078\u64c7\u5b83\uff0c\u800c\u4e0d\u662f\u56e0\u70ba\u5b83\u770b\u8d77\u4f86\u66f4\u300c\u9ad8\u5927\u4e0a\u300d\u3002<\/p>\n<h2><strong>5. \u6548\u80fd\u8207\u5ef6\u9072\uff1a\u6a6b\u5411\u64f4\u5c55 vs \u7e31\u5411\u64f4\u5c55<\/strong><\/h2>\n<ul>\n<li><strong>\u55ae\u4f4d\u6210\u672c\u541e\u5410\u3002<\/strong> \u5728\u5c0d\u6bd4\u55ae GPU \u7bc0\u9ede\u8207\u591a GPU \u4f3a\u670d\u5668\u6642\uff0c\u53ef\u4ee5\u5c07\u6bcf\u584a GPU \u8996\u70ba\u4e00\u500b\u5bb9\u91cf\u55ae\u4f4d\uff0c\u4e26\u9010\u9805\u6bd4\u8f03\uff1a\n<ul>\n<li>\u5728\u76ee\u6a19 batch \u5927\u5c0f\u4e0b\uff0c\u6bcf\u584a GPU \u6bcf\u79d2\u53ef\u8655\u7406\u7684\u8acb\u6c42\u6578<\/li>\n<li>\u5728\u771f\u5be6\u6d41\u91cf\u5f62\u614b\u4e0b\u7684 95\/99 \u767e\u5206\u4f4d\u5ef6\u9072<\/li>\n<li>\u6309 24 \u5c0f\u6642\u7dad\u5ea6\u7d71\u8a08\u7684\u6709\u6548\u4f7f\u7528\u7387<\/li>\n<\/ul>\n<p>\u4e0d\u5c11\u60c5\u6cc1\u4e0b\uff0c\u591a\u53f0\u55ae GPU \u4f3a\u670d\u5668\u5728\u541e\u5410\u548c\u6210\u672c\u7684\u7d9c\u5408\u8868\u73fe\u4e0a\uff0c\u4e26\u4e0d\u905c\u65bc\u591a GPU \u5927\u578b\u4e3b\u6a5f\uff0c\u800c\u4e14\u5177\u5099\u66f4\u597d\u7684\u6545\u969c\u9694\u96e2\u3002<\/li>\n<li><strong>\u5c3e\u5ef6\u9072\u8207\u8def\u7531\u958b\u92b7\u3002<\/strong> \u589e\u52a0\u7bc0\u9ede\u6578\u91cf\uff0c\u610f\u5473\u8457\u8def\u7531\u908f\u8f2f\u6703\u66f4\u8907\u96dc\u3001\u6f5b\u5728\u7db2\u8def\u8df3\u6578\u4e5f\u6703\u589e\u52a0\u3002\u4e0d\u904e\uff0c\u5728\u8a2d\u8a08\u826f\u597d\u7684\u8ca0\u8f09\u5e73\u8861\u548c\u9023\u7dda\u91cd\u7528\u7b56\u7565\u4e0b\uff0c\u9019\u7a2e\u984d\u5916\u5ef6\u9072\u76f8\u5c0d\u6a21\u578b\u8a08\u7b97\u6642\u9593\u901a\u5e38\u662f\u53ef\u63a7\u7684\u3002\u771f\u6b63\u62c9\u9ad8\u5c3e\u5ef6\u9072\u7684\u5e38\u5e38\u662f\u904e\u5ea6\u6fc0\u9032\u7684 batch \u7b56\u7565\uff1a\u70ba\u4e86\u64e0\u51fa\u66f4\u9ad8\u541e\u5410\u800c\u8b93\u8acb\u6c42\u5728\u4f47\u5217\u4e2d\u7b49\u592a\u4e45\u3002<\/li>\n<li><strong>\u6545\u969c\u57df\u5283\u5206\u3002<\/strong> \u4e00\u53f0\u64c1\u6709\u591a\u584a GPU \u7684\u5927\u6a5f\u5668\u4e00\u65e6\u6545\u969c\uff0c\u5c31\u6703\u4e00\u6b21\u6027\u5e36\u8d70\u5f88\u5927\u4e00\u584a\u5bb9\u91cf\uff1b\u800c\u591a\u53f0\u55ae GPU \u4e3b\u6a5f\u5728\u6545\u969c\u6642\u7684\u5f71\u97ff\u7bc4\u570d\u66f4\u5c0f\u3002\u5f9e SRE \u7684\u8996\u89d2\u770b\uff0c\u5728\u7f8e\u570b\u9019\u7a2e\u4f3a\u670d\u5668\u8cc7\u6e90\u8f03\u5bb9\u6613\u8ffd\u52a0\u7684\u74b0\u5883\u4e0b\uff0c\u62c6\u6210\u591a\u500b\u5c0f\u6545\u969c\u57df\u5f80\u5f80\u66f4\u7b26\u5408\u9ad8\u53ef\u7528\u8a2d\u8a08\u7406\u5ff5\u3002<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u5c0d\u65bc\u63a8\u7406\u5834\u666f\uff0c\u512a\u5148\u4f7f\u7528\u5c0f\u898f\u683c\u7bc0\u9ede\u6a6b\u5411\u64f4\u5c55\uff1b\u53ea\u6709\u5728\u6709\u6e05\u6670\u3001\u53ef\u5ea6\u91cf\u7684\u9700\u6c42\u6642\uff0c\u518d\u8f49\u5411\u66f4\u9ad8\u5bc6\u5ea6\u7684\u591a GPU \u6a5f\u5668\u9032\u884c\u7e31\u5411\u64f4\u5c55\u3002<\/p>\n<h2><strong>6. \u5728\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\u9032\u884c\u6210\u672c\u5efa\u6a21<\/strong><\/h2>\n<ol>\n<li><strong>\u76f4\u63a5 GPU \u6210\u672c\u3002<\/strong> \u5728\u7f8e\u570b\u74b0\u5883\u4e2d\u9032\u884c\u4f3a\u670d\u5668\u79df\u7528\u6642\uff0cGPU \u50f9\u683c\u5f80\u5f80\u8207\u578b\u865f\u548c\u6578\u91cf\u5f37\u76f8\u95dc\u3002\u8001\u4e00\u4ee3 GPU \u5c0d\u65bc\u8f15\u91cf\u7d1a\u8ca0\u8f09\u4ecd\u5177\u6027\u50f9\u6bd4\uff0c\u800c\u9802\u7d1a\u52a0\u901f\u5361\u7684\u6708\u5ea6\u8cbb\u7528\u5247\u76f8\u7576\u53ef\u89c0\u3002\u5c07\u8ca0\u8f09\u62c6\u5206\u5230\u591a\u584a\u4e2d\u968e GPU \u4e0a\uff0c\u7d93\u5e38\u6bd4\u76f4\u63a5\u7528\u6700\u8cb4\u578b\u865f\u5806\u6eff\u6a5f\u6ac3\u66f4\u7d93\u6fdf\u3002<\/li>\n<li><strong>\u7db2\u8def\u8207\u5132\u5b58\u6210\u672c\u3002<\/strong> \u516c\u7db2\u6d41\u91cf\u3001\u5c08\u7dda\u9023\u7d50\u4ee5\u53ca\u591a\u526f\u672c\u5132\u5b58\u5377\u90fd\u6703\u7d2f\u7a4d\u70ba\u6210\u672c\u3002\u7576\u4f60\u7684\u53e2\u96c6\u8de8\u8d8a\u591a\u500b\u6a5f\u623f\u6216\u5340\u57df\u6642\uff0c\u8de8\u8cc7\u6599\u4e2d\u5fc3\u6d41\u91cf\u6703\u8b8a\u6210\u4e0d\u80fd\u5ffd\u8996\u7684\u5e33\u55ae\u9805\u3002\u4ee5\u55ae\u5340\u57df\u90e8\u7f72\u3001\u642d\u914d\u5c0f\u898f\u683c\u7bc0\u9ede\u8d77\u6b65\uff0c\u80fd\u986f\u8457\u964d\u4f4e\u65e9\u671f\u67b6\u69cb\u548c\u6210\u672c\u6a21\u578b\u7684\u8907\u96dc\u5ea6\u3002<\/li>\n<li><strong>\u904b\u7dad\u4eba\u529b\u6210\u672c\u3002<\/strong> \u5de5\u7a0b\u5e2b\u6642\u9593\u5728\u5f88\u591a\u9810\u7b97\u8868\u88e1\u4e26\u4e0d\u6703\u986f\u5f0f\u9ad4\u73fe\uff0c\u4f46\u8907\u96dc\u7684\u591a GPU \u62d3\u6a38\u3001\u8907\u96dc\u5206\u7247\u7b56\u7565\u4ee5\u53ca\u7279\u6b8a\u57f7\u884c\u968e\u6bb5\u74b0\u5883\u6703\u98db\u5feb\u5730\u6d88\u8017\u9019\u90e8\u5206\u8cc7\u6e90\u3002\u7dad\u8b77\u4e00\u6279\u914d\u7f6e\u76f8\u5c0d\u7d71\u4e00\u7684\u55ae GPU \u7bc0\u9ede\uff0c\u5728\u904b\u7dad\u4eba\u529b\u4e0a\u901a\u5e38\u9060\u6bd4\u7dad\u8b77\u4e00\u5c0f\u64ae\u9ad8\u8907\u96dc\u5ea6\u591a GPU \u4f3a\u670d\u5668\u8f15\u9b06\u3002<\/li>\n<\/ol>\n<p>\u7d50\u5408\u9019\u4e9b\u7dad\u5ea6\uff0c\u53ef\u4ee5\u770b\u5230\u4e00\u500b\u6e05\u6670\u7684\u6a21\u5f0f\uff1a\u9664\u975e\u4f60\u7684\u5de5\u4f5c\u8ca0\u8f09\u5c0d\u591a GPU \u6709\u525b\u6027\u9700\u6c42\uff0c\u5426\u5247\u5728\u7f8e\u570b\u5834\u666f\u4e0b\uff0c\u4ee5\u55ae GPU \u4f3a\u670d\u5668\u70ba\u4e3b\u7684\u53e2\u96c6\uff0c\u5f80\u5f80\u662f\u6700\u7d93\u6fdf\u3001\u6700\u7a69\u59a5\u7684\u57fa\u7dda\u9078\u64c7\u3002<\/p>\n<h2><strong>7. \u55ae GPU vs \u591a GPU \u7684\u5be6\u7528\u6c7a\u7b56\u6846\u67b6<\/strong><\/h2>\n<ol>\n<li><strong>\u6b65\u9a5f 1\uff1a\u78ba\u8a8d\u6a21\u578b\u9ad4\u7a4d\u3002<\/strong> \u5728\u76ee\u6a19\u7cbe\u5ea6\u548c\u63a8\u7406\u57f7\u884c\u968e\u6bb5\u4e0b\uff0c\u5be6\u969b\u6e2c\u91cf\u6a21\u578b\u5728\u5cf0\u503c\u6642\u7684\u986f\u5b58\u5360\u7528\u3002\u5982\u679c\u53ef\u4ee5\u5728\u55ae\u584a\u73fe\u4ee3 GPU \u4e0a\u7559\u51fa\u4e00\u5b9a\u9918\u91cf\uff0c\u90a3\u9ebc\u5f9e\u5bb9\u91cf\u89d2\u5ea6\u770b\uff0c\u591a GPU \u5c31\u4e0d\u662f\u525b\u9700\u3002<\/li>\n<li><strong>\u6b65\u9a5f 2\uff1aSLA \u8207\u4f75\u767c\u3002<\/strong> \u6e05\u6670\u5b9a\u7fa9\u5728\u7279\u5b9a\u4f75\u767c\u6c34\u6e96\u4e0b\uff0c\u4f60\u5e0c\u671b\u9054\u6210\u7684\u5404\u5ef6\u9072\u5206\u4f4d\u6578\u6307\u6a19\u3002\u5148\u5728\u55ae GPU \u7bc0\u9ede\u4e0a\u505a\u58d3\u6e2c\u3002\u5982\u679c\u55ae\u5361\u5728\u5408\u7406 batch \u7b56\u7565\u4e0b\u5c31\u662f\u9054\u4e0d\u5230\u9019\u4e9b\u6307\u6a19\uff0c\u518d\u8003\u616e\u64f4\u5c55\u5230\u591a\u7bc0\u9ede\u6216\u591a GPU \u914d\u7f6e\u3002<\/li>\n<li><strong>\u6b65\u9a5f 3\uff1a\u6210\u9577\u9810\u4f30\u3002<\/strong> \u628a\u8996\u91ce\u805a\u7126\u5728\u672a\u4f86 6\u201312 \u500b\u6708\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u63d0\u524d\u89e3\u6c7a\u5e7e\u5e74\u5f8c\u7684\u672a\u77e5\u9700\u6c42\u3002\u5927\u591a\u6578\u60c5\u6cc1\u4e0b\uff0c\u5148\u4ee5\u55ae GPU \u5be6\u4f8b\u8d77\u6b65\uff0c\u4e26\u5728\u6210\u9577\u904e\u7a0b\u4e2d\u6f14\u9032\u70ba\u300c\u55ae\u5361 + \u591a\u5361\u6df7\u5408\u300d\u7684\u6a21\u5f0f\uff0c\u8981\u6bd4\u4e00\u958b\u59cb\u5c31\u4e0a\u6975\u7aef\u65b9\u6848\u66f4\u52d9\u5be6\u3002<\/li>\n<\/ol>\n<p>\u9019\u500b\u6d41\u7a0b\u770b\u4e0a\u53bb\u6bd4\u300c\u76f4\u63a5\u8cb7\u6700\u5927\u898f\u683c\u6a5f\u5668\u300d\u8981\u6162\u4e00\u9ede\uff0c\u4f46\u5728\u771f\u5be6\u751f\u7522\u74b0\u5883\u88e1\uff0c\u57fa\u65bc\u5ea6\u91cf\u7684\u6c7a\u7b56\u5f80\u5f80\u6bd4\u57fa\u65bc\u60f3\u50cf\u7684\u6c7a\u7b56\u66f4\u80fd\u7d93\u5f97\u8d77\u6642\u9593\u8003\u9a57\u3002<\/p>\n<h2><strong>8. \u57fa\u65bc\u7f8e\u570b GPU \u57fa\u790e\u8a2d\u65bd\u7684\u67b6\u69cb\u6a21\u5f0f<\/strong><\/h2>\n<ul>\n<li><strong>\u7121\u72c0\u614b\u524d\u7aef + GPU \u8a08\u7b97\u6c60\u3002<\/strong> \u4e00\u7a2e\u5e38\u898b\u6a21\u5f0f\u662f\uff1a\u8b93 API \u9598\u9053\u8207\u696d\u52d9\u908f\u8f2f\u8dd1\u5728 CPU \u7bc0\u9ede\uff0c\u53ea\u628a\u771f\u6b63\u91cd\u7684\u63a8\u7406\u547c\u53eb\u8f49\u767c\u5230 GPU \u6c60\u3002\u5728\u7f8e\u570b\u5340\u57df\u5167\u90e8\u7f72\u6642\uff0c\u7531\u65bc\u6a5f\u623f\u5167\u5ef6\u9072\u5f88\u4f4e\u4e14\u5167\u90e8\u7db2\u8def\u983b\u5bec\u5145\u8db3\uff0c\u9019\u7a2e\u62c6\u5206\u65b9\u6848\u7684\u6536\u76ca\u975e\u5e38\u660e\u78ba\u3002<\/li>\n<li><strong>\u6df7\u5408\u6a5f\u578b\u53e2\u96c6\u3002<\/strong> \u5c07\u5c0f\u800c\u5feb\u7684\u6a21\u578b\u90e8\u7f72\u5728\u55ae GPU \u7bc0\u9ede\uff0c\u628a\u591a GPU \u786c\u9ad4\u7559\u7d66\u5927\u6a21\u578b\u6216\u591a\u79df\u6236\u5171\u7528\u8ca0\u8f09\u3002\u8acb\u6c42\u8def\u7531\u5c64\u6839\u64da\u696d\u52d9\u898f\u5247\u6c7a\u5b9a\u8acb\u6c42\u843d\u5728\u54ea\u500b\u6c60\u5b50\u3002\u9019\u6a23\u53ef\u4ee5\u66f4\u7cbe\u7d30\u5730\u63a7\u5236\u300c\u6602\u8cb4\u7b97\u529b\u300d\u88ab\u54ea\u4e9b\u6d41\u91cf\u6d88\u8017\u3002<\/li>\n<li><strong>\u74b0\u5883\u9694\u96e2\u3002<\/strong> \u8b93\u9810\u767c\u4f48\u74b0\u5883\u548c\u91d1\u7d72\u96c0\u74b0\u5883\u4f7f\u7528\u8207\u751f\u7522\u76f8\u540c\u7684\u786c\u9ad4\u985e\u578b\uff0c\u4f46\u672a\u5fc5\u4f7f\u7528\u76f8\u540c GPU \u5bc6\u5ea6\u3002\u5c0d\u975e\u95dc\u9375\u74b0\u5883\u4f7f\u7528\u55ae GPU \u7bc0\u9ede\uff0c\u53ef\u4ee5\u660e\u986f\u964d\u4f4e\u6210\u672c\uff0c\u540c\u6642\u53c8\u8db3\u5920\u63a5\u8fd1\u751f\u7522\u6548\u80fd\u7279\u5fb5\uff0c\u4fdd\u8b49\u6e2c\u8a66\u7d50\u8ad6\u53ef\u9760\u3002<\/li>\n<\/ul>\n<p>\u900f\u904e\u9019\u985e\u67b6\u69cb\uff0c\u4f60\u53ef\u4ee5\u6e05\u6670\u5730\u5340\u5206\u8077\u8cac\uff1aGPU \u7bc0\u9ede\u805a\u7126\u63a8\u7406\u6548\u80fd\uff0cCPU \u7bc0\u9ede\u8ca0\u8cac\u7de8\u6392\u8207\u696d\u52d9\u908f\u8f2f\uff1b\u96a8\u8457\u65b0\u6a21\u578b\u548c\u65b0\u79df\u6236\u4e0d\u65b7\u52a0\u5165\uff0c\u6574\u9ad4\u7cfb\u7d71\u4f9d\u7136\u4fdd\u6301\u53ef\u7406\u89e3\u548c\u53ef\u7dad\u8b77\u3002<\/p>\n<h2><strong>9. \u5728\u5347\u7d1a\u786c\u9ad4\u4e4b\u524d\u5148\u69a8\u4e7e\u63a8\u7406\u6700\u4f73\u5316\u7a7a\u9593<\/strong><\/h2>\n<ol>\n<li><strong>\u6a21\u578b\u5c64\u9762\u7684\u6700\u4f73\u5316\u3002<\/strong>\n<ul>\n<li>\u5728\u53ef\u80fd\u7684\u60c5\u6cc1\u4e0b\u4f7f\u7528\u91cf\u5316\uff0c\u964d\u4f4e\u986f\u5b58\u5360\u7528\u4e26\u63d0\u9ad8\u541e\u5410\u3002<\/li>\n<li>\u900f\u904e\u84b8\u993e\u628a\u91cd\u578b Teacher \u6a21\u578b\u58d3\u7e2e\u6210\u66f4\u5c0f\u7684 Student \u6a21\u578b\uff0c\u5c08\u7528\u65bc\u751f\u7522\u63a8\u7406\u3002<\/li>\n<li>\u7d50\u5408\u771f\u5be6\u696d\u52d9\uff0c\u5c0d\u6a21\u578b\u7d50\u69cb\u9032\u884c\u526a\u679d\u6216\u4efb\u52d9\u5ba2\u88fd\u5316\u6539\u9020\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u57f7\u884c\u968e\u6bb5\u5c64\u9762\u7684\u6700\u4f73\u5316\u3002<\/strong>\n<ul>\n<li>\u63a1\u7528\u91dd\u5c0d\u7279\u5b9a GPU \u578b\u865f\u6700\u4f73\u5316\u904e\u7684\u63a8\u7406\u6846\u67b6\u6216\u51fd\u5f0f\u5eab\u3002<\/li>\n<li>\u5c0d\u76f8\u5bb9\u8acb\u6c42\u505a\u667a\u6167 batch\uff0c\u8a2d\u5b9a\u56b4\u683c\u7684\u4e0a\u9650\u4ee5\u907f\u514d\u6279\u6b21\u8655\u7406\u9020\u6210\u904e\u9ad8\u5ef6\u9072\u3002<\/li>\n<li>\u5feb\u53d6\u5e38\u7528 embedding\u3001\u90e8\u5206\u4e2d\u4ecb\u7d50\u679c\u6216\u9ad8\u983b\u56de\u61c9\uff0c\u6e1b\u5c11\u91cd\u8907\u8a08\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7cfb\u7d71\u8207\u53ef\u89c0\u6e2c\u6027\u3002<\/strong>\n<ul>\n<li>\u5728\u6240\u6709\u7bc0\u9ede\u4e0a\u76e3\u63a7 GPU \u4f7f\u7528\u7387\u3001\u4f47\u5217\u6df1\u5ea6\u4ee5\u53ca\u5404 API \u7aef\u9ede\u7684\u5ef6\u9072\u5206\u4f48\u3002<\/li>\n<li>\u4f9d\u64da\u771f\u5be6\u6307\u6a19\uff0c\u800c\u4e0d\u662f\u76f4\u89ba\uff0c\u4f86\u5224\u65b7\u662f\u518d\u589e\u52a0\u55ae GPU 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\u4f3a\u670d\u5668\u3002\u628a\u5b83\u5011\u8996\u4f5c\u91dd\u5c0d\u7279\u6b8a\u8ca0\u8f09\u7684\u300c\u5c08\u9805\u8cc7\u6e90\u300d\uff0c\u800c\u4e0d\u662f\u6240\u6709\u5834\u666f\u7684\u9810\u8a2d\u9078\u9805\u3002<\/li>\n<li>\u57fa\u65bc\u8cc7\u6599\u8fed\u4ee3\uff0c\u800c\u4e0d\u662f\u57fa\u65bc\u9810\u8a2d\u4fe1\u5ff5\u8fed\u4ee3\u3002\u6301\u7e8c\u5256\u6790\u63a8\u7406\u884c\u70ba\uff0c\u6bd4\u8f03\u55ae\u5361\u8207\u591a\u5361\u7bc0\u9ede\u7684\u771f\u5be6\u4f7f\u7528\u7387\u8207\u6210\u672c\u8868\u73fe\uff0c\u52d5\u614b\u8abf\u6574\u4f60\u7684\u90e8\u7f72\u4f48\u5c40\uff0c\u800c\u4e0d\u662f\u904e\u65e9\u9396\u6b7b\u5728\u67d0\u4e00\u7a2e\u55ae\u4e00\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u6b78\u6839\u7d50\u5e95\uff0c\u5728\u7f8e\u570b\u6a5f\u623f\u4e2d\u9078\u64c7\u55ae GPU \u4f3a\u670d\u5668\u9084\u662f\u591a GPU \u6a5f\u5668\uff0c\u4e26\u4e0d\u662f\u4e00\u500b\u95dc\u65bc\u300c\u4fe1\u4ef0\u300d\u7684\u554f\u984c\uff0c\u800c\u662f\u4e00\u500b\u95dc\u65bc\u5339\u914d\u5ea6\u7684\u554f\u984c\uff1a\u5408\u9069\u7684\u67b6\u69cb\u61c9\u8a72\u771f\u5be6\u5c0d\u6620\u4f60\u7684\u8ca0\u8f09\u5f62\u72c0\uff0c\u96a8\u8457\u6d41\u91cf\u81ea\u7136\u6210\u9577\uff0c\u800c\u4e0d\u662f\u9810\u5148\u70ba\u5047\u60f3\u6d41\u91cf\u8cb7\u55ae\uff0c\u540c\u6642\u5c0a\u91cd\u5de5\u7a0b\u5e2b\u6642\u9593\u8207\u9810\u7b97\u7684\u96d9\u91cd\u7d04\u675f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c0d\u65bc\u6b63\u5728\u5c07 AI \u63a8\u7406 \u63a8\u5411\u751f\u7522\u74b0\u5883\u7684\u5de5\u7a0b\u5718\u968a\u4f86\u8aaa\uff0c\u300c\u5728\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\u9078\u64c7\u55ae GPU \u7bc0\u9ede\u9084\u662f\u591a GPU \u4f3a\u670d\u5668 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.simcentric.com\/tc\/america-dedicated-server-tc\/us-gpu-servers-single-gpu-or-multi-gpu\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":2,"featured_media":34893,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4815],"tags":[13486,13487,13488,8659,4278],"class_list":["post-34896","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-america-dedicated-server-tc","tag-single-gpu","tag-multi-gpu","tag-us-gpu-servers","tag-ai-inference-tc","tag-gpu-hosting-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u7f8e\u570b GPU \u4f3a\u670d\u5668\uff1a\u9078\u64c7\u55ae GPU \u9084\u662f\u591a GPU\uff1f<\/title>\n<meta name=\"description\" content=\"\u5728\u7f8e\u570b\u90e8\u7f72 GPU 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