{"id":29253,"date":"2026-01-12T16:54:13","date_gmt":"2026-01-12T08:54:13","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/how-to-avoid-wasting-resources-on-us-gpu-server-hosting\/"},"modified":"2026-01-12T16:56:51","modified_gmt":"2026-01-12T08:56:51","slug":"how-to-avoid-wasting-resources-on-us-gpu-server-hosting","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-avoid-wasting-resources-on-us-gpu-server-hosting\/","title":{"rendered":"\u5982\u4f55\u907f\u514d\u7f8e\u570bGPU\u4f3a\u670d\u5668\u79df\u7528\u8cc7\u6e90\u6d6a\u8cbb"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u5c07\u4f3a\u670d\u5668\u898f\u683c\u8207\u5be6\u969b\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u76f8\u5339\u914d\u4f86\u9632\u6b62<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/gpu\/\">\u7f8e\u570bGPU\u4f3a\u670d\u5668\u79df\u7528<\/a>\u8cc7\u6e90\u6d6a\u8cbb\u3002\u7531\u65bc\u4f7f\u7528\u7387\u4e0d\u8db3\u3001\u8cc7\u6e90\u5206\u914d\u4e0d\u7576\u548c\u7a7a\u9592\u6642\u9593\u904e\u9577,\u8a31\u591a\u7d44\u7e54\u9762\u81e8\u9ad8\u905485%\u7684GPU\u8cc7\u6e90\u9592\u7f6e\u3002<\/p>\n<ul>\n<li>\n<p>GPU\u4f7f\u7528\u7387\u4e0d\u8db3<\/p>\n<\/li>\n<li>\n<p>\u8cc7\u6e90\u5206\u914d\u4e0d\u7576<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52d5\u64f4\u5c55\u914d\u7f6e\u932f\u8aa4\u5c0e\u81f4\u7684\u9ad8\u7a7a\u9592\u6642\u9593<\/p>\n<\/li>\n<li>\n<p>\u77ed\u671fAI\u8a13\u7df4\u4efb\u52d9\u4f7f\u7528\u4e0d\u5fc5\u8981\u7684\u786c\u9ad4<\/p>\n<\/li>\n<\/ul>\n<p>\u8981\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb,\u8acb\u4f7f\u7528\u81ea\u52d5\u5316\u4f86\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668\u3001\u8ffd\u8e64\u4f7f\u7528\u60c5\u6cc1\u4e26\u5408\u7406\u8abf\u6574\u8cc7\u6e90\u3002\u900f\u904e\u9078\u64c7\u6309\u9700\u5be6\u4f8b\u4f86\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u3002\u900f\u904e\u76e3\u63a7\u74b0\u5883\u4f86\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u3002\u900f\u904e\u4e3b\u52d5\u7ba1\u7406\u4f86\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u3002<\/p>\n<h2>\u4e3b\u8981\u8981\u9ede<\/h2>\n<ul>\n<li>\n<p>\u5c07GPU\u4f3a\u670d\u5668\u898f\u683c\u8207\u5be6\u969b\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u76f8\u5339\u914d,\u4ee5\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u81ea\u52d5\u5316\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668\u4e26\u76e3\u63a7GPU\u4f7f\u7528\u60c5\u6cc1\u4ee5\u7bc0\u7701\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u64da\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u5408\u7406\u8abf\u6574GPU\u8cc7\u6e90\u898f\u6a21,\u907f\u514d\u904e\u5ea6\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u64da\u5177\u9ad4\u4efb\u52d9\u9078\u64c7\u9069\u7576\u7684GPU\u578b\u865f\u4ee5\u63d0\u9ad8\u6548\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u671f\u7a3d\u6838GPU\u8cc7\u6e90\u4ee5\u8b58\u5225\u6548\u7387\u4f4e\u4e0b\u554f\u984c\u4e26\u512a\u5316\u4f7f\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u9632\u6b62GPU\u4f3a\u670d\u5668\u79df\u7528\u4e2d\u7684\u8cc7\u6e90\u6d6a\u8cbb<\/h2>\n<h3>\u904e\u5ea6\u914d\u7f6e\u98a8\u96aa<\/h3>\n<p>\u5728\u79df\u7528GPU\u4f3a\u670d\u5668\u9032\u884c\u5c08\u6848\u6642,\u60a8\u7d93\u5e38\u6703\u9762\u81e8\u904e\u5ea6\u914d\u7f6e\u7684\u554f\u984c\u3002\u904e\u5ea6\u914d\u7f6e\u610f\u5473\u8457\u60a8\u70ba\u5be6\u969b\u672a\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb\u3002\u9019\u6703\u5c0e\u81f4\u6d6a\u8cbb\u4e26\u63a8\u9ad8GPU\u6210\u672c\u3002\u8a31\u591a\u7d44\u7e54\u5728\u4f30\u7b97\u9700\u6c42\u6642\u9047\u5230\u56f0\u96e3,\u56e0\u6b64\u4ed6\u5011\u9078\u64c7\u984d\u5916\u7684GPU\u5bb9\u91cf\u4ee5\u907f\u514d\u8cc7\u6e90\u4e0d\u8db3\u3002\u9019\u7a2e\u65b9\u6cd5\u6703\u7522\u751f\u4e09\u500b\u4e3b\u8981\u554f\u984c:<\/p>\n<ol>\n<li>\n<p>\u60a8\u9700\u8981\u70ba\u672a\u4f7f\u7528\u7684GPU\u8cc7\u6e90\u652f\u4ed8\u9ad8\u984d\u521d\u59cb\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u6d6a\u8cbb\u904b\u7b97\u80fd\u529b,\u9019\u5f71\u97ff\u6548\u7387\u4e26\u589e\u52a0\u74b0\u5883\u554f\u984c\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u96e3\u4ee5\u9810\u6e2c\u5be6\u969b\u9700\u6c42,\u56e0\u6b64\u5728\u96f2\u7aefGPU\u6d88\u8cbb\u4e0a\u7684\u652f\u51fa\u8d85\u51fa\u5fc5\u8981\u6c34\u6e96\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u63d0\u793a: 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30-50%\u7684\u7a7a\u9592\u6642\u9593\u3002<\/p>\n<\/li>\n<li>\n<p>\u8cc7\u6599\u9810\u8655\u7406\u53ef\u80fd\u6d88\u8017\u8a13\u7df4\u9031\u671f\u6642\u9593\u768465%,\u5c0e\u81f4\u7a7a\u9592\u9031\u671f\u3002<\/p>\n<\/li>\n<li>\n<p>\u96c6\u4e2d\u5f0f\u96f2\u7aef\u74b0\u5883\u4e2d\u5831\u544a\u7684\u5e73\u5747GPU\u4f7f\u7528\u7387\u572815-30%\u4e4b\u9593\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7a7a\u9592GPU\u5be6\u4f8b\u6703\u9020\u6210\u76f4\u63a5\u7684\u8ca1\u52d9\u640d\u5931\u3002\u60a8\u70ba\u4e0d\u8ca2\u737b\u5de5\u4f5c\u8ca0\u8f09\u7684\u8cc7\u6e90\u4ed8\u8cbb\u3002\u4e0b\u8868\u986f\u793a\u4e86GPU\u7a7a\u9592\u6d6a\u8cbb\u7684\u5e38\u898b\u539f\u56e0\u53ca\u5176\u5f71\u97ff:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u539f\u56e0<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5f71\u97ff<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u904e\u5ea6\u914d\u7f6e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0e\u81f4\u4e0d\u5fc5\u8981\u7684\u6210\u672c\u548c\u7a7a\u9592\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU\u7a7a\u9592\u6d6a\u8cbb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0e\u81f4\u7528\u6236\u8ca1\u52d9\u640d\u5931\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u984d\u5c0f\u6642\u8a08\u8cbb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u986f\u8457\u589e\u52a0\u71df\u904b\u652f\u51fa\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u80fd\u74f6\u9838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f71\u97ff\u61c9\u7528\u7a0b\u5f0f\u6548\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bb9\u91cf\u7ba1\u7406\u4e0d\u7576<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0e\u81f4\u53ef\u7528\u8cc7\u6e90\u4f7f\u7528\u4e0d\u8db3\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u5fc5\u9808\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u4ee5\u964d\u4f4eGPU\u6210\u672c\u4e26\u6539\u5584\u6700\u4f73\u5316\u3002\u76e3\u63a7\u60a8\u7684GPU\u4f7f\u7528\u60c5\u6cc1\u4e26\u81ea\u52d5\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668\u3002\u9019\u7a2e\u7b56\u7565\u53ef\u4ee5\u5e6b\u52a9\u60a8\u907f\u514d\u6d6a\u8cbb\u4e26\u63a7\u5236\u652f\u51fa\u3002<\/p>\n<h3>\u932f\u8aa4\u7684\u786c\u9ad4\u9078\u64c7<\/h3>\n<p>\u9078\u64c7\u932f\u8aa4\u7684GPU\u786c\u9ad4\u6703\u5f71\u97ff\u60a8\u7684\u6548\u80fd\u548c\u6210\u672c\u6548\u76ca\u3002\u5728\u9078\u64c7GPU\u578b\u865f\u4e4b\u524d,\u60a8\u9700\u8981\u4e86\u89e3\u60a8\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u5982\u679c\u60a8\u9078\u64c7\u8a18\u61b6\u9ad4\u592a\u5c0f\u7684GPU,\u60a8\u7684\u6a21\u578b\u53ef\u80fd\u904b\u884c\u7de9\u6162\u6216\u7121\u6cd5\u8a13\u7df4\u3002\u5982\u679c\u60a8\u5728\u672a\u5728\u96f2\u7aefGPU\u5be6\u4f8b\u4e0a\u6e2c\u8a66\u7684\u60c5\u6cc1\u4e0b\u8cfc\u8cb7\u786c\u9ad4,\u60a8\u5c31\u6709\u6d6a\u8cbb\u91d1\u9322\u548c\u6642\u9593\u7684\u98a8\u96aa\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u8cfc\u8cb7\u786c\u9ad4\u4e4b\u524d\u4e86\u89e3\u5de5\u4f5c\u8ca0\u8f09\u81f3\u95dc\u91cd\u8981,\u4ee5\u907f\u514d\u6d6a\u8cbb\u91d1\u9322\u548c\u6642\u9593\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u96f2\u7aefGPU\u5be6\u4f8b\u4e0a\u9032\u884c\u6e2c\u8a66\u53ef\u4ee5\u9632\u6b62\u786c\u9ad4\u8cfc\u8cb7\u5f8c\u7684\u4ee3\u50f9\u9ad8\u6602\u7684\u932f\u8aa4\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a18\u61b6\u9ad4\u5bb9\u91cf\u975e\u5e38\u95dc\u9375;\u70ba\u60a8\u7684\u6a21\u578b\u9078\u64c7\u8a18\u61b6\u9ad4\u4e0d\u8db3\u7684GPU\u53ef\u80fd\u5c0e\u81f4\u6548\u80fd\u554f\u984c\u3002<\/p>\n<\/li>\n<li>\n<p>\u78ba\u5b9a\u60a8\u7684\u74f6\u9838\u662f\u8a18\u61b6\u9ad4\u9084\u662f\u904b\u7b97\u9650\u5236\u53ef\u4ee5\u7bc0\u7701\u5927\u91cf\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8a31\u591a\u7d44\u7e54\u5728\u9078\u64c7\u786c\u9ad4\u4e4b\u524d\u4e0d\u8a55\u4f30\u5176\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u3002\u9019\u6703\u5c0e\u81f4\u4e0d\u5339\u914d\u548c\u6548\u7387\u4f4e\u4e0b\u3002AI\u5de5\u4f5c\u8ca0\u8f09\u9700\u8981GPU\u9032\u884c\u5e73\u884c\u8655\u7406,\u800cCPU\u66f4\u9069\u5408\u5faa\u5e8f\u4efb\u52d9\u3002\u8a13\u7df4AI\u6a21\u578b\u9700\u8981\u6bd4\u57f7\u884c\u63a8\u8ad6\u6a21\u578b\u66f4\u591a\u7684\u904b\u7b97\u80fd\u529b\u3002\u5982\u679c\u9078\u64c7\u932f\u8aa4\u7684\u786c\u9ad4,\u60a8\u6703\u589e\u52a0GPU\u6210\u672c\u4e26\u9020\u6210\u66f4\u591a\u6d6a\u8cbb\u3002<\/p>\n<ul>\n<li>\n<p>AI\u5de5\u4f5c\u8ca0\u8f09\u901a\u5e38\u9700\u8981GPU\u9032\u884c\u5e73\u884c\u8655\u7406,\u800cCPU\u66f4\u9069\u5408\u5faa\u5e8f\u4efb\u52d9\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a31\u591a\u7d44\u7e54\u5728\u9078\u64c7\u786c\u9ad4\u4e4b\u524d\u672a\u80fd\u8a55\u4f30\u5176\u7279\u5b9a\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42,\u5c0e\u81f4\u6548\u7387\u4f4e\u4e0b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a13\u7df4AI\u6a21\u578b\u9700\u8981\u6bd4\u57f7\u884c\u63a8\u8ad6\u6a21\u578b\u986f\u8457\u66f4\u591a\u7684\u904b\u7b97\u80fd\u529b,\u5982\u679c\u9078\u64c7\u932f\u8aa4\u7684\u786c\u9ad4\u53ef\u80fd\u5c0e\u81f4\u4e0d\u5339\u914d\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f: \u5728\u8cfc\u8cb7\u4e4b\u524d\u52d9\u5fc5\u5c0d\u5de5\u4f5c\u8ca0\u8f09\u9032\u884c\u5206\u6790\u4e26\u6e2c\u8a66\u4e0d\u540c\u7684GPU\u578b\u865f\u3002\u9019\u4e00\u6b65\u9a5f\u6709\u52a9\u65bc\u5be6\u73fe\u66f4\u597d\u7684\u6700\u4f73\u5316\u4e26\u9632\u6b62\u4e0d\u5fc5\u8981\u7684\u6d6a\u8cbb\u3002<\/p>\n<\/blockquote>\n<p>\u900f\u904e\u95dc\u6ce8\u6b63\u78ba\u7684\u786c\u9ad4\u3001\u76e3\u63a7\u7a7a\u9592GPU\u5be6\u4f8b\u548c\u907f\u514d\u904e\u5ea6\u914d\u7f6e,\u60a8\u53ef\u4ee5\u964d\u4f4eGPU\u6210\u672c\u4e26\u6539\u5584\u96f2\u7aefGPU\u6d88\u8017\u3002\u60a8\u9084\u53ef\u4ee5\u6700\u5c0f\u5316\u5bb9\u91cf\u7ba1\u7406\u4e0d\u7576\u4e26\u63d0\u5347\u6574\u9ad4\u6700\u4f73\u5316\u6c34\u6e96\u3002<\/p>\n<h2>GPU\u4f7f\u7528\u7387\u7684\u5de5\u4f5c\u8ca0\u8f09\u5206\u6790<\/h2>\n<h3>\u5206\u6790\u904b\u7b97\u9700\u6c42<\/h3>\n<p>\u5728\u9078\u64c7\u4efb\u4f55GPU\u4f3a\u670d\u5668\u4e4b\u524d,\u60a8\u9700\u8981\u4e86\u89e3\u60a8\u7684\u904b\u7b97\u9700\u6c42\u3002\u5de5\u4f5c\u8ca0\u8f09\u5206\u6790\u53ef\u4ee5\u5e6b\u52a9\u60a8\u770b\u5230\u4efb\u52d9\u9700\u8981\u591a\u5c11\u7b97\u529b\u3002\u7576\u60a8\u5206\u6790\u9700\u6c42\u6642,\u60a8\u53ef\u4ee5\u767c\u73fe\u964d\u4f4eGPU\u4f7f\u7528\u7387\u7684\u74f6\u9838\u548c\u6548\u7387\u4f4e\u4e0b\u554f\u984c\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u5206\u6790\u4f86\u6c7a\u5b9a\u60a8\u7684\u5de5\u4f5c\u8ca0\u8f09\u662f\u5426\u9700\u8981\u5927\u8a18\u61b6\u9ad4\u3001\u5feb\u901f\u7db2\u8def\u6216\u50c5\u50c5\u662f\u539f\u59cb\u904b\u7b97\u80fd\u529b\u3002\u9019\u4e00\u6b65\u9a5f\u8b93\u60a8\u80fd\u5920\u66f4\u6e96\u78ba\u5730\u5206\u914d\u8cc7\u6e90\u4e26\u907f\u514d\u6d6a\u8cbb\u3002<\/p>\n<ul>\n<li>\n<p>\u5de5\u4f5c\u8ca0\u8f09\u5206\u6790\u6709\u52a9\u65bc\u4e86\u89e3\u8cc7\u6e90\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u8b58\u5225\u74f6\u9838\u548c\u6548\u7387\u4f4e\u4e0b\u554f\u984c\u53ef\u4ee5\u63d0\u9ad8GPU\u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u66f4\u667a\u6167\u7684\u6392\u7a0b\u53ef\u4ee5\u5c07\u5de5\u4f5c\u8ca0\u8f09\u8207\u53ef\u7528\u8cc7\u6e90\u5c0d\u9f4a,\u6e1b\u5c11\u7a7a\u9592\u6642\u9593\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u60a8\u61c9\u8a72\u59cb\u7d42\u6aa2\u67e5\u60a8\u57f7\u884c\u7684\u4efb\u52d9\u985e\u578b\u3002\u8a13\u7df4\u5927\u578b\u6a21\u578b\u9700\u8981\u6bd4\u7c21\u55ae\u7684\u63a8\u8ad6\u4f5c\u696d\u66f4\u591a\u7684GPU\u7b97\u529b\u3002\u900f\u904e\u5206\u6790,\u60a8\u53ef\u4ee5\u6700\u5927\u5316\u4f7f\u7528\u7387\u548c\u6548\u7387,\u4e26\u4fdd\u6301\u6210\u672c\u8f03\u4f4e\u3002<\/p>\n<h3>\u5c07\u5de5\u4f5c\u8ca0\u8f09\u8207GPU\u985e\u578b\u5339\u914d<\/h3>\n<p>\u5c07\u5de5\u4f5c\u8ca0\u8f09\u8207\u6b63\u78ba\u7684GPU\u985e\u578b\u5339\u914d\u662f\u5be6\u73fe\u9ad8\u4f7f\u7528\u7387\u7684\u95dc\u9375\u3002\u60a8\u5fc5\u9808\u67e5\u770b\u904b\u7b97\u3001\u8a18\u61b6\u9ad4\u548c\u7db2\u8def\u9700\u6c42\u3002\u4f7f\u7528\u57fa\u6e96\u6e2c\u8a66\u548c\u958b\u6e90\u6392\u884c\u699c\u4f86\u6bd4\u8f03\u4e0d\u540cGPU\u578b\u865f\u7684\u6548\u80fd\u3002\u50cfvLLM\u3001SGLang\u548cTensorRT-LLM\u9019\u6a23\u7684\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u60a8\u4e86\u89e3\u54ea\u7a2eGPU\u6700\u9069\u5408\u60a8\u7684\u63a8\u8ad6\u4efb\u52d9\u3002llm-optimizer\u8b93\u60a8\u53ef\u4ee5\u8a2d\u7f6e\u6548\u80fd\u7d04\u675f\u4e26\u627e\u5230\u6700\u9069\u5408\u60a8\u9700\u6c42\u7684GPU\u3002<\/p>\n<p>\u4ee5\u4e0b\u8868\u683c\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5c07\u5de5\u4f5c\u8ca0\u8f09\u8207GPU\u985e\u578b\u5339\u914d:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 100px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5de5\u4f5c\u8ca0\u8f09\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u904b\u7b97\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7db2\u8def\u9700\u6c42<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a13\u7df4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5fae\u8abf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e2d\u7b49<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e2d\u7b49<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e2d\u7b49<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a8\u8ad6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u9084\u61c9\u8a72\u8003\u616e\u751f\u6210\u4efb\u52d9\u3001\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u548c\u4e0a\u6e38\u8cc7\u6599\u5de5\u7a0b\u3002\u6bcf\u500b\u4efb\u52d9\u4f7f\u7528GPU\u8cc7\u6e90\u7684\u65b9\u5f0f\u90fd\u4e0d\u540c,\u56e0\u6b64\u6b63\u78ba\u5339\u914d\u5b83\u5011\u53ef\u4ee5\u63d0\u5347GPU\u4f7f\u7528\u7387\u3002<\/p>\n<h3>\u8b58\u5225\u5cf0\u503c\u4f7f\u7528<\/h3>\n<p>\u60a8\u5fc5\u9808\u8ffd\u8e64GPU\u4f7f\u7528\u7387\u6307\u6a19\u4ee5\u627e\u51fa\u5cf0\u503c\u4f7f\u7528\u6642\u9593\u3002\u76e3\u63a7\u5de5\u5177\u53ef\u4ee5\u70ba\u60a8\u63d0\u4f9bGPU\u8cc7\u6e90\u6548\u80fd\u7684\u5373\u6642\u8cc7\u6599\u3002\u7576\u60a8\u4e86\u89e3\u5cf0\u503c\u671f\u5f8c,\u60a8\u53ef\u4ee5\u6839\u64da\u9700\u6c42\u589e\u6e1b\u8cc7\u6e90\u3002\u52d5\u614b\u8cc7\u6e90\u64f4\u5c55\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5feb\u901f\u8abf\u6574\u4e26\u907f\u514dGPU\u7a7a\u9592\u6642\u9593\u3002<\/p>\n<ul>\n<li>\n<p>\u76e3\u63a7GPU\u4f7f\u7528\u7387\u6307\u6a19\u5c0d\u8b58\u5225\u5cf0\u503c\u4f7f\u7528\u671f\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u52d5\u614b\u8cc7\u6e90\u64f4\u5c55\u8b93\u60a8\u53ef\u4ee5\u6839\u64da\u5373\u6642\u9700\u6c42\u8abf\u6574\u8cc7\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u5148\u9032\u7684\u76e3\u63a7\u5de5\u5177\u70ba\u66f4\u597d\u7684\u8cc7\u6e90\u5206\u914d\u63d0\u4f9bGPU\u6548\u80fd\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>&#8220;\u5be6\u73fe\u771f\u6b63\u7684GPUaaS\u9700\u8981\u57fa\u65bc\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u7684\u984d\u5916\u52d5\u614b\u5206\u914d,\u9019\u6a23GPU\u53ef\u4ee5\u66f4\u5feb\u5730\u88ab\u56de\u6536\u4ee5\u6700\u5c0f\u5316\u7a7a\u9592\u6642\u9593\u3002&#8221; &#8211; Ana Biazetti, Red Hat OpenShift AI\u8cc7\u6df1\u67b6\u69cb\u5e2b<\/p>\n<\/blockquote>\n<p>\u60a8\u61c9\u8a72\u4f7f\u7528\u9019\u4e9b\u7b56\u7565\u4f86\u4fdd\u6301GPU\u4f7f\u7528\u7387\u9ad8\u548c\u6210\u672c\u4f4e\u3002\u7576\u60a8\u5206\u6790\u5de5\u4f5c\u8ca0\u8f09\u3001\u5c07\u5b83\u5011\u8207\u6b63\u78ba\u7684GPU\u5339\u914d\u4e26\u76e3\u63a7\u4f7f\u7528\u60c5\u6cc1\u6642,\u60a8\u53ef\u4ee5\u78ba\u4fdd\u6bcf\u500bGPU\u90fd\u70ba\u60a8\u5de5\u4f5c\u3002<\/p>\n<h2>\u900f\u904e\u5408\u7406\u8abf\u6574\u898f\u6a21\u524a\u6e1bGPU\u6210\u672c<\/h2>\n<p>\u5408\u7406\u8abf\u6574\u786c\u9ad4\u898f\u6a21\u662f\u524a\u6e1bGPU\u6210\u672c\u548c\u63d0\u9ad8\u6210\u672c\u6548\u76ca\u7684\u6700\u5feb\u65b9\u6cd5\u3002\u7576\u60a8\u5408\u7406\u8abf\u6574GPU\u8cc7\u6e90\u898f\u6a21\u6642,\u60a8\u5c07\u4f3a\u670d\u5668\u898f\u683c\u8207\u5be6\u969b\u5de5\u4f5c\u8ca0\u8f09\u76f8\u5339\u914d\u3002\u9019\u4e00\u6b65\u9a5f\u53ef\u4ee5\u5c07\u96f2\u7aefGPU\u652f\u51fa\u6e1b\u5c1130-50%\u3002\u60a8\u9084\u53ef\u4ee5\u6539\u5584\u8a13\u7df4\u901f\u5ea6\u548c\u63a8\u8ad6\u6548\u80fd\u3002\u6700\u4f73\u5316\u53ef\u4ee5\u5e36\u4f86\u66f4\u667a\u6167\u7684\u8cc7\u6e90\u7ba1\u7406\u548c\u66f4\u9ad8\u7684\u71df\u904b\u6548\u7387\u3002<\/p>\n<h3>\u9078\u64c7\u5408\u9069\u7684GPU\u578b\u865f<\/h3>\n<p>\u60a8\u9700\u8981\u70ba\u5de5\u4f5c\u8ca0\u8f09\u9078\u64c7\u5408\u9069\u7684GPU\u578b\u865f\u3002\u6b63\u78ba\u7684\u9078\u64c7\u53d6\u6c7a\u65bc\u5e7e\u500b\u56e0\u7d20,\u5305\u62ecGPU\u8a18\u61b6\u9ad4\u9700\u6c42\u548c\u4efb\u52d9\u7684\u8907\u96dc\u6027\u3002\u4f7f\u7528\u4e0b\u8868\u4f86\u6307\u5c0e\u60a8\u7684\u9078\u64c7:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u56e0\u7d20<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63cf\u8ff0<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8907\u96dc\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8907\u96dc\u7684\u795e\u7d93\u7db2\u8def\u9700\u8981\u66f4\u5f37\u7684GPU\u7b97\u529b\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6599\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u5bb9\u91cf\u8cc7\u6599\u8655\u7406\u9700\u8981\u66f4\u5927\u7684\u8a18\u61b6\u9ad4\u5bb9\u91cf\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u983b\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5373\u6642\u63a8\u8ad6\u548c\u983b\u7e41\u91cd\u8a13\u7df4\u9700\u8981\u5f37\u5927\u7684\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6599\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u4f7f\u7528\u66f4\u591aGPU\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7cfb\u7d71\u6574\u5408<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7121\u7e2b\u6574\u5408\u63d0\u9ad8\u53ef\u64f4\u5c55\u6027\u548c\u6548\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0d\u540cGPU\u985e\u578b(FP32\u3001INT8\u3001INT16)\u9069\u5408\u4e0d\u540c\u7684\u904b\u7b97\u9700\u6c42\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u548c\u983b\u5bec<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>VRAM\u5bb9\u91cf\u5f71\u97ff\u8cc7\u6599\u96c6\u5927\u5c0f\u548c\u74f6\u9838\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u529f\u8017<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6599\u4e2d\u5fc3GPU\u4f7f\u7528\u66f4\u591a\u96fb\u529b,\u56e0\u6b64\u8981\u898f\u5283\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f8\u5bb9\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u78ba\u4fdd\u60a8\u7684GPU\u8207TensorFlow\u548cPyTorch\u76f8\u5bb9\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a: \u5728\u505a\u51fa\u627f\u8afe\u4e4b\u524d,\u59cb\u7d42\u5728\u591a\u500bGPU\u578b\u865f\u4e0a\u6e2c\u8a66\u60a8\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u9019\u4e00\u6b65\u9a5f\u53ef\u4ee5\u5e6b\u52a9\u60a8\u907f\u514d\u6d6a\u8cbb\u4e26\u6700\u5927\u5316\u6700\u4f73\u5316\u3002<\/p>\n<\/blockquote>\n<h3>\u52d5\u614b\u64f4\u5c55\u8cc7\u6e90<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u6839\u64da\u9700\u6c42\u52d5\u614b\u64f4\u5c55\u8cc7\u6e90\u4f86\u524a\u6e1bGPU\u6210\u672c\u3002\u52d5\u614b\u64f4\u5c55\u8b93\u60a8\u53ea\u9700\u70ba\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb\u3002\u4e0b\u8868\u986f\u793a\u4e86\u81ea\u52d5\u64f4\u5c55\u5982\u4f55\u5f71\u97ff\u60a8\u7684\u9810\u7b97\u548c\u6548\u80fd:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5f71\u97ff\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63cf\u8ff0<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u6700\u4f73\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u52d5\u64f4\u5c55\u5e6b\u52a9\u60a8\u907f\u514d\u7a7a\u9592\u4f3a\u670d\u5668\u6210\u672c\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u7387\u63d0\u5347<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8abf\u6574\u8cc7\u6e90\u63d0\u5347\u61c9\u7528\u7a0b\u5f0f\u6548\u80fd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9748\u6d3b\u6027\u589e\u5f37<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u901f\u64f4\u5c55\u9069\u61c9\u7a81\u767c\u9700\u6c42\u8b8a\u5316\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u4f7f\u7528\u4ed8\u8cbb\u6a21\u5f0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ea\u9700\u5728\u9ad8\u6d41\u91cf\u671f\u9593\u652f\u4ed8\u8cc7\u6e90\u8cbb\u7528\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e1b\u5c11\u904e\u5ea6\u914d\u7f6e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52d5\u614b\u5206\u914d\u9632\u6b62\u4e0d\u5fc5\u8981\u7684\u652f\u51fa\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u63a7\u5236\u589e\u5f37<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u64f4\u5c55\u7b56\u7565\u5c07\u6210\u672c\u63a7\u5236\u5728\u9810\u7b97\u5167\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u610f\u5916\u64f4\u5c55\u6210\u672c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ba1\u7406\u4e0d\u7576\u53ef\u80fd\u5c0e\u81f4\u610f\u5916\u652f\u51fa\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9810\u7b97\u8907\u96dc\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u52d5\u64f4\u5c55\u9700\u8981\u6301\u7e8c\u76e3\u63a7\u4ee5\u6e96\u78ba\u9810\u7b97\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u900f\u904e\u52d5\u614b\u64f4\u5c55\u9032\u884c\u6700\u4f73\u5316\u53ef\u4ee5\u5e6b\u52a9\u60a8\u524a\u6e1b\u6210\u672c\u4e26\u5feb\u901f\u56de\u61c9\u5de5\u4f5c\u8ca0\u8f09\u8b8a\u5316\u3002<\/p>\n<h3>\u907f\u514d\u904e\u5ea6\u627f\u8afe<\/h3>\n<p>\u60a8\u5fc5\u9808\u907f\u514d\u904e\u5ea6\u627f\u8afeGPU\u8cc7\u6e90\u3002\u904e\u5ea6\u627f\u8afe\u6703\u5c0e\u81f4\u5bb9\u91cf\u6d6a\u8cbb\u548c\u66f4\u9ad8\u7684\u652f\u51fa\u3002\u4f7f\u7528\u4ee5\u4e0b\u7b56\u7565\u4f86\u4fdd\u6301\u5206\u914d\u6548\u7387:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7b56\u7565<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u52e2<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u88dd\u7bb1\u6574\u5408<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u8cc7\u6e90\u53ef\u7528\u6027\u548cGPU\u5360\u7528\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e3b\u52d5\u8cc7\u6e90\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9632\u6b62\u74f6\u9838\u548c\u4ee3\u50f9\u9ad8\u6602\u7684\u5ef6\u9072\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u610f\u8b58\u5de5\u7a0b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u4e0d\u589e\u52a0\u786c\u9ad4\u6295\u8cc7\u7684\u60c5\u6cc1\u4e0b\u6700\u5927\u5316\u6548\u80fd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9748\u6d3b\u6392\u7a0b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u70ba\u4e0d\u540c\u5de5\u4f5c\u8ca0\u8f09\u9ad8\u6548\u5206\u914d\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u6ce8\u610f: \u5b9a\u671f\u7a3d\u6838\u548c\u9748\u6d3b\u6392\u7a0b\u6709\u52a9\u65bc\u7dad\u6301\u6700\u4f73\u5316\u4e26\u96a8\u6642\u9593\u63a8\u79fb\u964d\u4f4eGPU\u6210\u672c\u3002<\/p>\n<\/blockquote>\n<p>\u900f\u904e\u5c08\u6ce8\u65bc\u5408\u7406\u8abf\u6574\u786c\u9ad4\u898f\u6a21\u3001\u9078\u64c7\u9069\u7576\u7684GPU\u578b\u865f\u548c\u52d5\u614b\u64f4\u5c55\u8cc7\u6e90,\u60a8\u53ef\u4ee5\u964d\u4f4e\u96f2\u7aefGPU\u652f\u51fa\u4e26\u70ba\u5de5\u4f5c\u8ca0\u8f09\u5be6\u73fe\u66f4\u597d\u7684\u6700\u4f73\u5316\u3002<\/p>\n<h2>\u4f7f\u7528\u81ea\u52d5\u64f4\u5c55\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528<\/h2>\n<h3>\u8a2d\u7f6e\u81ea\u52d5\u64f4\u5c55\u7b56\u7565<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u70baGPU\u4f3a\u670d\u5668\u8a2d\u7f6e\u81ea\u52d5\u64f4\u5c55\u7b56\u7565\u4f86\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u3002\u81ea\u52d5\u64f4\u5c55\u8b93\u60a8\u53ef\u4ee5\u6839\u64da\u9700\u6c42\u8abf\u6574\u8cc7\u6e90,\u9019\u53ef\u4ee5\u63d0\u9ad8\u6548\u80fd\u4e26\u6e1b\u5c11\u6d6a\u8cbb\u3002\u60a8\u61c9\u8a72\u9078\u64c7\u667a\u6167\u6307\u6a19,\u5982\u4f47\u5217\u5927\u5c0f\u6216\u8a18\u61b6\u9ad4\u58d3\u529b,\u800c\u4e0d\u662f\u50c5\u50c5\u95dc\u6ce8GPU\u4f7f\u7528\u7387\u3002\u9019\u4e9b\u6307\u6a19\u53ef\u4ee5\u5e6b\u52a9\u60a8\u5728\u6b63\u78ba\u7684\u6642\u9593\u89f8\u767c\u64f4\u5c55\u3002\u4f7f\u7528\u57fa\u65bcKubernetes\u7684Horizontal Pod Autoscaler\u9032\u884c\u52d5\u614b\u64f4\u5c55\u3002\u60a8\u9084\u53ef\u4ee5\u70ba\u6a21\u578b\u91cd\u8a13\u7df4\u6216\u6279\u91cf\u63a8\u8ad6\u7b49\u4efb\u52d9\u5be6\u65bd\u4e8b\u4ef6\u9a45\u52d5\u7684\u64f4\u5c55\u3002\u81ea\u52d5\u5316\u5de5\u5177\u53ef\u4ee5\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668,\u9019\u53ef\u4ee5\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u4e26\u4fdd\u6301\u6210\u672c\u8f03\u4f4e\u3002<\/p>\n<ul>\n<li>\n<p>\u9078\u64c7\u4f47\u5217\u9577\u5ea6\u548c\u8a18\u61b6\u9ad4\u58d3\u529b\u7b49\u6307\u6a19\u4f5c\u70ba\u64f4\u5c55\u89f8\u767c\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u667a\u6167\u5be6\u4f8b\u5927\u5c0f\u8abf\u6574\u548c\u6700\u4f73\u5316\u6279\u8655\u7406\u4ee5\u6e1b\u5c11\u5ef6\u9072\u3002<\/p>\n<\/li>\n<li>\n<p>\u76e3\u63a7GPU\u4f7f\u7528\u7387\u548c\u8acb\u6c42\u5ef6\u9072\u4ee5\u6301\u7e8c\u6539\u9032\u3002<\/p>\n<\/li>\n<li>\n<p>\u70ba\u7279\u5b9a\u4efb\u52d9\u8a2d\u7f6e\u4e8b\u4ef6\u9a45\u52d5\u7684\u64f4\u5c55\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a: \u6a21\u578b\u611f\u77e5\u64f4\u5c55\u6709\u52a9\u65bc\u9ad8\u6548\u5206\u914d\u8cc7\u6e90\u4e26\u5e73\u8861\u5ef6\u9072\u548c\u6210\u672c\u3002<\/p>\n<\/blockquote>\n<h3>\u4f7f\u7528\u6309\u9700\u548c\u7af6\u50f9\u5be6\u4f8b<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u6df7\u5408\u4f7f\u7528\u6309\u9700\u548c\u7af6\u50f9GPU\u5be6\u4f8b\u4f86\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u3002\u6309\u9700\u5be6\u4f8b\u63d0\u4f9b\u6709\u4fdd\u8b49\u7684\u53ef\u7528\u6027\u548c\u53ef\u9810\u6e2c\u7684\u6210\u672c\u3002\u7af6\u50f9\u5be6\u4f8b\u53ef\u4ee5\u7bc0\u770160-90%\u7684\u6210\u672c,\u4f46\u53ef\u80fd\u6703\u5728\u77ed\u6642\u9593\u901a\u77e5\u5f8c\u88ab\u4e2d\u65b7\u3002\u7af6\u50f9\u5be6\u4f8b\u9069\u7528\u65bc\u975e\u95dc\u9375\u5de5\u4f5c\u8ca0\u8f09,\u5982\u6279\u8655\u7406\u6216\u6a21\u578b\u8a13\u7df4\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7279\u6027<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u9700\u865b\u64ec\u6a5f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7af6\u50f9\u865b\u64ec\u6a5f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u50f9<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u50f9,\u53ef\u9810\u6e2c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7bc0\u770160-90%,\u6d6e\u52d5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u7528\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6709\u4fdd\u8b49<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d6\u6c7a\u65bc\u5bb9\u91cf<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e2d\u65b7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6c38\u4e0d\u4e2d\u65b7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u80fd\u5feb\u901f\u7d42\u6b62<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u7af6\u50f9\u5be6\u4f8b\u6709\u52a9\u65bc\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u4e26\u964d\u4f4eGPU\u6210\u672c,\u4f46\u60a8\u61c9\u907f\u514d\u5c07\u5176\u7528\u65bc\u9700\u8981\u9ad8\u6548\u80fd\u548c\u9ad8\u53ef\u7528\u6027\u7684\u95dc\u9375\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n<h3>\u5e73\u8861\u6548\u80fd\u548c\u6210\u672c<\/h3>\n<p>\u5728\u4f7f\u7528GPU\u4f3a\u670d\u5668\u7684\u81ea\u52d5\u64f4\u5c55\u6642,\u60a8\u9700\u8981\u5e73\u8861\u6548\u80fd\u548c\u6210\u672c\u3002\u9078\u64c7\u6027\u5730\u4f7f\u7528CPU\u548cGPU\u8cc7\u6e90\u53ef\u4ee5\u6700\u4f73\u5316\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u60a8\u53ef\u4ee5\u6839\u64da\u5de5\u4f5c\u8ca0\u8f09\u5408\u7406\u8abf\u6574GPU\u5be6\u4f8b\u898f\u6a21\u4e26\u907f\u514d\u904e\u5ea6\u914d\u7f6e\u3002\u591a\u5be6\u4f8bGPU\u8b93\u60a8\u53ef\u4ee5\u6700\u5927\u5316\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u3002\u627f\u8afe\u4f7f\u7528\u6298\u6263\u63d0\u4f9b\u9577\u671f\u7bc0\u7701\u3002\u81ea\u52d5\u5316\u548c\u7de8\u6392\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u60a8\u52d5\u614b\u5206\u914d\u8cc7\u6e90\u4e26\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u7af6\u50f9\u5be6\u4f8b\u5be6\u73fe\u7d93\u6fdf\u9ad8\u6548\u7684GPU\u5b58\u53d6\u3002<\/p>\n<\/li>\n<li>\n<p>\u70ba\u6bcf\u500b\u5de5\u4f5c\u8ca0\u8f09\u5408\u7406\u8abf\u6574GPU\u4f3a\u670d\u5668\u898f\u6a21\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a2\u7d22\u591a\u5be6\u4f8bGPU\u4ee5\u63d0\u5347\u6548\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u627f\u8afe\u4f7f\u7528\u6298\u6263\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u81ea\u52d5\u64f4\u5c55\u6709\u52a9\u65bc\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u3001\u63d0\u9ad8\u6548\u80fd\u548c\u63a7\u5236\u6210\u672c\u3002\u60a8\u53ef\u4ee5\u900f\u904e\u7d50\u5408\u81ea\u52d5\u5316\u3001\u52d5\u614b\u5206\u914d\u548c\u667a\u6167\u7de8\u6392\u4f86\u5be6\u73fe\u66f4\u597d\u7684\u7d50\u679c\u3002<\/p>\n<h2>\u900f\u904e\u5171\u4eab\u63d0\u9ad8GPU\u4f7f\u7528\u7387<\/h2>\n<h3>\u914d\u7f6e\u5171\u4eab\u74b0\u5883<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u8a2d\u7f6e\u5171\u4eab\u74b0\u5883\u4f86\u63d0\u9ad8GPU\u4f7f\u7528\u7387\u3002\u5171\u4eabGPU\u74b0\u5883\u8b93\u60a8\u53ef\u4ee5\u5728\u540c\u4e00\u786c\u9ad4\u4e0a\u57f7\u884c\u591a\u500b\u5de5\u4f5c\u8ca0\u8f09,\u9019\u6709\u52a9\u65bc\u907f\u514d\u8cc7\u6e90\u7a7a\u9592\u3002\u5728\u914d\u7f6e\u5171\u4eabGPU\u74b0\u5883\u6642,\u60a8\u9700\u8981\u6eff\u8db3\u5e7e\u500b\u6280\u8853\u8981\u6c42\u3002\u9019\u4e9b\u8981\u6c42\u78ba\u4fdd\u60a8\u7684GPU\u8cc7\u6e90\u4fdd\u6301\u5b89\u5168\u548c\u9ad8\u6548\u3002<\/p>\n<ul>\n<li>\n<p>NVIDIA\u7684\u591a\u7a0b\u5e8f\u670d\u52d9(MPS)\u5e6b\u52a9\u60a8\u7ba1\u7406\u4e0d\u540c\u4f7f\u7528\u8005\u7684GPU\u8cc7\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>GPU\u5206\u5272\u8b93\u60a8\u53ef\u4ee5\u5206\u5272NVIDIA A100 GPU,\u4f7f\u591a\u500bCUDA\u61c9\u7528\u7a0b\u5f0f\u80fd\u5920\u540c\u6642\u57f7\u884c\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u7684CPU\u5fc5\u9808\u652f\u63f4IOMMU DMA\u4f4d\u8ffd\u8e64,\u5982Intel VT-D\u6216AMD-Vi\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u63f4\u7684\u4f5c\u696d\u7cfb\u7d71\u5305\u62ecWindows Server 2025\u53ca\u66f4\u65b0\u7248\u672c,\u4ee5\u53ca\u591a\u500b\u7248\u672c\u7684Linux Ubuntu\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528NVIDIA A2\u3001A10\u3001A16\u548cA40\u7b49GPU\u7528\u65bc\u5171\u4eab\u74b0\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u9700\u8981NVIDIA vGPU Software v18.x\u6216\u66f4\u9ad8\u7248\u672c\u624d\u80fd\u555f\u7528GPU\u5206\u5272\u548c\u5373\u6642\u9077\u79fb\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7576\u60a8\u9075\u5faa\u9019\u4e9b\u6b65\u9a5f\u6642,\u60a8\u5c07\u5275\u5efa\u4e00\u500b\u9748\u6d3b\u7684GPU\u74b0\u5883\u3002\u60a8\u53ef\u4ee5\u5728\u4e0d\u8cfc\u8cb7\u984d\u5916\u786c\u9ad4\u7684\u60c5\u6cc1\u4e0b\u57f7\u884c\u66f4\u591a\u4efb\u52d9\u3002\u9019\u7a2e\u65b9\u6cd5\u53ef\u4ee5\u5e6b\u52a9\u60a8\u7bc0\u7701\u8cc7\u91d1\u4e26\u66f4\u6709\u6548\u5730\u4f7f\u7528GPU\u8cc7\u6e90\u3002<\/p>\n<h3>\u591a\u79df\u6236\u512a\u52e2<\/h3>\n<p>\u591a\u79df\u6236\u5141\u8a31\u60a8\u5728\u4e0d\u540c\u4f7f\u7528\u8005\u6216\u5718\u968a\u4e4b\u9593\u5171\u4eabGPU\u53e2\u96c6\u3002\u60a8\u53ef\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u8cc7\u6e90\u5206\u914d\u548c\u66f4\u4f4e\u7684\u6210\u672c\u3002\u4e0b\u8868\u986f\u793a\u4e86\u591a\u79df\u6236\u5982\u4f55\u6539\u5584GPU\u4f7f\u7528\u7387\u548c\u7ba1\u7406\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u52e2<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63cf\u8ff0<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u6548\u76ca<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u591a\u79df\u6236\u900f\u904e\u8b93\u591a\u500b\u61c9\u7528\u5171\u4eab\u4e00\u500b\u53e2\u96c6\u4f86\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u4f7f\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ef\u4ee5\u5c07GPU\u8cc7\u6e90\u5206\u914d\u7d66\u4e0d\u540c\u7684\u5de5\u4f5c\u8ca0\u8f09,\u9632\u6b62\u6d6a\u8cbb\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u64f4\u5c55\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ef\u4ee5\u8f15\u9b06\u64f4\u5c55GPU\u5bc6\u96c6\u578b\u61c9\u7528,\u7121\u9700\u69cb\u5efa\u500b\u4eba\u53e2\u96c6\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u6548\u76ca\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u865b\u64ec\u53e2\u96c6\u5e6b\u52a9\u60a8\u63a7\u5236\u8cc7\u6e90\u7ba1\u7406\u548c\u8a08\u8cbb\u4ee5\u5be6\u73fe\u6e96\u78ba\u8ffd\u8e64\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7c21\u5316\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u5728\u4e00\u500b\u6846\u67b6\u4e2d\u76e3\u63a7\u591a\u500b\u79df\u6236\u74b0\u5883,\u9019\u964d\u4f4e\u4e86\u7ba1\u7406\u958b\u92b7\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u591a\u79df\u6236\u4f7f\u60a8\u7684GPU\u4f3a\u670d\u5668\u79df\u7528\u66f4\u52a0\u9748\u6d3b\u3002\u60a8\u53ef\u4ee5\u57f7\u884c\u66f4\u591a\u4f5c\u696d\u3001\u6839\u64da\u9700\u8981\u64f4\u5c55\u4e26\u4fdd\u6301\u6210\u672c\u8f03\u4f4e\u3002\u9019\u7a2e\u7b56\u7565\u5e6b\u52a9\u60a8\u5145\u5206\u5229\u7528GPU\u6295\u8cc7\u3002<\/p>\n<h2>GPU\u6548\u7387\u7684\u7a0b\u5f0f\u78bc\u6700\u4f73\u5316<\/h2>\n<h3>\u63d0\u9ad8GPU\u4f7f\u7528\u7387<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u6700\u4f73\u5316\u7a0b\u5f0f\u78bc\u7684\u5e73\u884c\u6027\u4f86\u63d0\u9ad8GPU\u6548\u7387\u3002\u7576\u60a8\u4f7f\u7528GPU\u611f\u77e5\u51fd\u5f0f\u5eab\u6642,\u60a8\u53ef\u4ee5\u5728\u6bcf\u500bGPU\u4e0a\u5747\u52fb\u5206\u914d\u5de5\u4f5c\u8ca0\u8f09\u3002\u9019\u7a2e\u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u6574\u9ad4\u6548\u80fd\u4e26\u6e1b\u5c11\u7a7a\u9592\u6642\u9593\u3002\u60a8\u61c9\u8a72\u4f7f\u7528NVIDIA Nsight\u6216TensorBoard\u7b49\u5de5\u5177\u76e3\u63a7\u548c\u57fa\u6e96\u6e2c\u8a66\u60a8\u7684GPU\u4f7f\u7528\u60c5\u6cc1\u3002\u9019\u4e9b\u5de5\u5177\u5e6b\u52a9\u60a8\u767c\u73fe\u6548\u7387\u4f4e\u4e0b\u554f\u984c\u4e26\u8abf\u6574\u7a0b\u5f0f\u78bc\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u7d50\u679c\u3002<\/p>\n<ul>\n<li>\n<p>\u6700\u4f73\u5316\u7a0b\u5f0f\u78bc\u4ee5\u5be6\u73fe\u5e73\u884c\u57f7\u884c,\u6700\u5927\u5316GPU\u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528CUDA\u3001cuDNN\u548cPyTorch\u7b49\u51fd\u5f0f\u5eab\u4ee5\u5be6\u73fe\u66f4\u597d\u7684\u5de5\u4f5c\u8ca0\u8f09\u5206\u914d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u76e3\u63a7\u5de5\u5177\u8ffd\u8e64GPU\u6548\u80fd\u4ee5\u8b58\u5225\u6539\u9032\u7a7a\u9593\u3002<\/p>\n<\/li>\n<li>\n<p>\u52d5\u614b\u64f4\u5c55GPU\u8cc7\u6e90\u4ee5\u5339\u914d\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a: \u6301\u7e8c\u57fa\u6e96\u6e2c\u8a66\u6709\u52a9\u65bc\u7dad\u6301\u9ad8GPU\u6548\u80fd\u4e26\u907f\u514d\u8cc7\u6e90\u6d6a\u8cbb\u3002<\/p>\n<\/blockquote>\n<h3>\u7c21\u5316\u8cc7\u6599\u7ba1\u9053<\/h3>\n<p>\u9ad8\u6548\u7684\u8cc7\u6599\u7ba1\u9053\u5728GPU\u6700\u4f73\u5316\u4e2d\u767c\u63ee\u95dc\u9375\u4f5c\u7528\u3002\u60a8\u9700\u8981\u9810\u53d6\u548c\u5e73\u884c\u5316\u8cc7\u6599\u8f09\u5165\u4ee5\u4fdd\u6301GPU\u5fd9\u788c\u3002\u7de9\u6162\u7684\u8cc7\u6599\u8655\u7406\u53ef\u80fd\u9020\u6210\u74f6\u9838\u4e26\u964d\u4f4e\u6548\u80fd\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528NVIDIA DALI\u7b49\u9ad8\u6548\u80fd\u51fd\u5f0f\u5eab\u4f86\u52a0\u901f\u8cc7\u6599\u8655\u7406\u3002\u5206\u6790\u548c\u76e3\u63a7\u60a8\u7684\u8cc7\u6599\u7ba1\u9053\u6709\u52a9\u65bc\u60a8\u5feb\u901f\u767c\u73fe\u548c\u4fee\u5fa9\u8584\u5f31\u74b0\u7bc0\u3002<\/p>\n<ul>\n<li>\n<p>\u7c21\u5316\u8cc7\u6599\u7ba1\u9053\u4ee5\u63d0\u9ad8GPU\u8cc7\u6e90\u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u6e1b\u5c11\u8cc7\u6599\u8655\u7406\u4e2d\u7684\u74f6\u9838\u4ee5\u52a0\u5feb\u8655\u7406\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5206\u6790\u5de5\u5177\u76e3\u63a7\u7ba1\u9053\u6548\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u9ad8\u6548\u80fd\u51fd\u5f0f\u5eab\u4ee5\u63d0\u9ad8\u8655\u7406\u91cf\u3002<\/p>\n<\/li>\n<\/ul>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6280\u8853<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u52e2<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6599\u9810\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4fdd\u6301GPU\u6301\u7e8c\u7372\u5f97\u65b0\u8cc7\u6599<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e73\u884c\u8f09\u5165<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e1b\u5c11GPU\u7a7a\u9592\u6642\u9593<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DALI\u6574\u5408<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52a0\u5feb\u8cc7\u6599\u8655\u7406\u901f\u5ea6<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u6ce8\u610f: \u8a2d\u8a08\u826f\u597d\u7684\u8cc7\u6599\u7ba1\u9053\u53ef\u78ba\u4fdd\u60a8\u7684GPU\u4ee5\u5cf0\u503c\u6548\u80fd\u904b\u884c\u3002<\/p>\n<\/blockquote>\n<h3>\u6e1b\u5c11\u74f6\u9838<\/h3>\n<p>\u60a8\u5fc5\u9808\u89e3\u6c7a\u74f6\u9838\u554f\u984c\u624d\u80fd\u767c\u63eeGPU\u7684\u5168\u90e8\u6f5b\u529b\u3002\u5132\u5b58\u74f6\u9838\u6703\u6e1b\u6162\u64cd\u4f5c\u901f\u5ea6,\u56e0\u6b64\u9700\u8981\u5347\u7d1a\u5230SSD\u6216\u5206\u6563\u5f0f\u5132\u5b58\u3002\u61c9\u7528\u7a0b\u5f0f\u7a0b\u5f0f\u78bc\u74f6\u9838\u901a\u5e38\u4f86\u81ea\u4f4e\u6548\u7684\u7a0b\u5f0f\u78bc\u3002\u4f7f\u7528\u5206\u6790\u5de5\u5177\u4f86\u6aa2\u6e2c\u548c\u91cd\u69cb\u9019\u4e9b\u554f\u984c\u3002CPU\u548c\u8a18\u61b6\u9ad4\u74f6\u9838\u9650\u5236\u4e86GPU\u6548\u80fd,\u56e0\u6b64\u8003\u616e\u4f7f\u7528\u5782\u76f4\u64f4\u5c55\u9032\u884c\u5feb\u901f\u4fee\u5fa9,\u4f7f\u7528\u6c34\u5e73\u64f4\u5c55\u5be6\u73fe\u9577\u671f\u6210\u9577\u3002\u8cc7\u6599\u5eab\u74f6\u9838\u53ef\u4ee5\u900f\u904e\u6700\u4f73\u5316\u67e5\u8a62\u548c\u4f7f\u7528\u7d22\u5f15\u4f86\u89e3\u6c7a\u3002\u7db2\u8def\u9650\u5236\u4e5f\u6703\u5f71\u97ffGPU\u6548\u80fd;\u5347\u7d1a\u983b\u5bec\u548c\u4f7f\u7528CDN\u53ef\u4ee5\u63d0\u4f9b\u5e6b\u52a9\u3002<\/p>\n<ul>\n<li>\n<p>\u6700\u4f73\u5316\u61c9\u7528\u7a0b\u5f0f\u7a0b\u5f0f\u78bc\u4ee5\u5be6\u73fe\u66f4\u6d41\u66a2\u7684GPU\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5347\u7d1a\u786c\u9ad4\u4ee5\u6d88\u9664\u76f4\u63a5\u74f6\u9838\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5206\u6790\u5de5\u5177\u67e5\u627e\u548c\u4fee\u5fa9\u8a18\u61b6\u9ad4\u6d29\u6f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u4f73\u5316\u8cc7\u6599\u5eab\u67e5\u8a62\u548c\u7d22\u5f15\u4ee5\u52a0\u5feb\u5b58\u53d6\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u6539\u5584\u7db2\u8def\u57fa\u790e\u8a2d\u65bd\u4ee5\u63d0\u5347GPU\u6548\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u6301\u7e8c\u76e3\u63a7GPU\u6307\u6a19\u4ee5\u7dad\u6301\u53ef\u64f4\u5c55\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<pre><code># \u793a\u4f8b: \u5728PyTorch\u4e2d\u5206\u6790GPU\u4f7f\u7528\u60c5\u6cc1\r\nimport torch\r\nprint(torch.cuda.memory_summary())\r\n<\/code><\/pre>\n<blockquote>\n<p>\u8b66\u544a: \u5b9a\u671f\u76e3\u63a7\u4e26\u5feb\u901f\u8655\u7406\u74f6\u9838\u53ef\u4ee5\u4fdd\u6301GPU\u9ad8\u6548\u904b\u884c\u4e26\u63d0\u9ad8\u6574\u9ad4\u6548\u80fd\u3002<\/p>\n<\/blockquote>\n<h2>\u76e3\u63a7\u548c\u81ea\u52d5\u5316\u4ee5\u9632\u6b62\u6d6a\u8cbb<\/h2>\n<h3>\u8ffd\u8e64\u7a7a\u9592GPU\u4f7f\u7528\u60c5\u6cc1<\/h3>\n<p>\u60a8\u9700\u8981\u8ffd\u8e64\u7a7a\u9592GPU\u4f7f\u7528\u60c5\u6cc1\u4ee5\u907f\u514d\u6d6a\u8cbb\u8cc7\u6e90\u548c\u8cc7\u91d1\u3002\u7576\u60a8\u76e3\u63a7GPU\u4f7f\u7528\u60c5\u6cc1\u6642,\u60a8\u53ef\u4ee5\u5728\u6210\u672c\u4e0a\u5347\u4e4b\u524d\u767c\u73fe\u4f7f\u7528\u7387\u4e0d\u8db3\u7684\u6a21\u5f0f\u4e26\u63a1\u53d6\u884c\u52d5\u3002\u8a31\u591a\u7d44\u7e54\u4f7f\u7528\u5c08\u9580\u7684\u5de5\u5177\u4f86\u7372\u53d6GPU\u4f7f\u7528\u60c5\u6cc1\u548c\u6548\u80fd\u7684\u8a73\u7d30\u6d1e\u5bdf\u3002\u9019\u4e9b\u5de5\u5177\u5e6b\u52a9\u60a8\u4e86\u89e3\u54ea\u4e9b\u4f3a\u670d\u5668\u8655\u65bc\u7a7a\u9592\u72c0\u614b,\u54ea\u4e9b\u5de5\u4f5c\u8ca0\u8f09\u9700\u8981\u66f4\u591a\u8cc7\u6e90\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u7528\u65bc\u8ffd\u8e64\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u4e2d\u7a7a\u9592GPU\u4f7f\u7528\u60c5\u6cc1\u7684\u71b1\u9580\u5de5\u5177\u8868\u683c:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5de5\u5177\u540d\u7a31<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63cf\u8ff0<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>NVIDIA\u8cc7\u6599\u4e2d\u5fc3\u76e3\u63a7\u5de5\u5177<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7528\u65bc\u7ba1\u7406\u548c\u76e3\u63a7\u8cc7\u6599\u4e2d\u5fc3GPU\u7684\u6846\u67b6,\u63d0\u4f9b\u6700\u4f73\u5316\u6240\u9700\u7684\u6307\u6a19\u548c\u9059\u6e2c\u8cc7\u6599\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DCGM (\u8cc7\u6599\u4e2d\u5fc3GPU\u7ba1\u7406\u5668)<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u4f9bAPI\u548c\u5de5\u5177\u4ee5\u5927\u898f\u6a21\u89c0\u5bdf\u3001\u63a7\u5236\u548c\u6700\u4f73\u5316GPU\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>OneLogger<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7d71\u4e00\u76e3\u63a7\u5c64,\u5c07\u4f5c\u696d\u968e\u6bb5\u8207GPU\u9059\u6e2c\u95dc\u806f\u4ee5\u66f4\u597d\u5730\u4e86\u89e3\u6548\u7387\u4f4e\u4e0b\u554f\u984c\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u61c9\u8a72\u4f7f\u7528\u9019\u4e9b\u5de5\u5177\u4f86\u6536\u96c6GPU\u4f7f\u7528\u60c5\u6cc1\u7684\u5373\u6642\u8cc7\u6599\u3002\u9019\u4e9b\u8cc7\u8a0a\u53ef\u4ee5\u5e6b\u52a9\u60a8\u505a\u51fa\u95dc\u65bc\u8cc7\u6e90\u5206\u914d\u548c\u4f3a\u670d\u5668\u7ba1\u7406\u7684\u660e\u667a\u6c7a\u7b56\u3002\u7576\u60a8\u8ffd\u8e64\u4f7f\u7528\u60c5\u6cc1\u6642,\u60a8\u53ef\u4ee5\u70ba\u4f4e\u4f7f\u7528\u7387\u8a2d\u7f6e\u8b66\u5831,\u4e26\u9632\u6b62\u7a7a\u9592\u4f3a\u670d\u5668\u6d88\u8017\u60a8\u7684\u9810\u7b97\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u5b9a\u671f\u76e3\u63a7GPU\u4f7f\u7528\u60c5\u6cc1\u6709\u52a9\u65bc\u53ca\u65e9\u767c\u73fe\u6548\u7387\u554f\u984c\u4e26\u4fdd\u6301\u71df\u904b\u9806\u66a2\u3002<\/p>\n<\/blockquote>\n<h3>\u81ea\u52d5\u95dc\u9589\u7a7a\u9592\u4f3a\u670d\u5668<\/h3>\n<p>\u81ea\u52d5\u5316\u5728\u9632\u6b62\u8cc7\u6e90\u6d6a\u8cbb\u65b9\u9762\u767c\u63ee\u95dc\u9375\u4f5c\u7528\u3002\u60a8\u53ef\u4ee5\u8a2d\u7f6e\u7cfb\u7d71\u5728\u4e0d\u9700\u8981\u6642\u95dc\u9589\u7a7a\u9592\u7684GPU\u4f3a\u670d\u5668\u3002\u9019\u4e00\u6b65\u9a5f\u53ef\u4ee5\u7bc0\u7701\u8cc7\u91d1\u4e26\u63d0\u9ad8\u6574\u9ad4\u6548\u7387\u3002\u60a8\u61c9\u8a72\u6bcf\u6708\u7a3d\u6838\u60a8\u7684\u7a7a\u9592GPU\u4f7f\u7528\u60c5\u6cc1\u3002\u5982\u679c\u60a8\u770b\u5230\u4f7f\u7528\u7387\u4f4e\u65bc60%,\u60a8\u53ef\u80fd\u6b63\u5728\u70ba\u672a\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb\u3002<\/p>\n<p>\u6309\u7167\u4ee5\u4e0b\u6b65\u9a5f\u5be6\u73fe\u81ea\u52d5\u95dc\u6a5f\u4e26\u6700\u4f73\u5316GPU\u4f7f\u7528:<\/p>\n<ol>\n<li>\n<p>\u7a3d\u6838\u60a8\u7684\u7a7a\u9592GPU\u6642\u9593\u3002\u6aa2\u67e5\u904e\u53bb30\u5929\u7684\u4f7f\u7528\u6307\u6a19\u3002\u5982\u679c\u60a8\u770b\u5230\u4f7f\u7528\u7387\u4f4e,\u8003\u616e\u6e1b\u5c11\u5bb9\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u5be6\u65bd\u57fa\u672c\u9810\u7b97\u8b66\u5831\u3002\u5728\u6708\u5ea6\u9810\u7b97\u768475%\u548c90%\u8655\u8a2d\u7f6e\u652f\u51fa\u8b66\u5831\u4ee5\u907f\u514d\u610f\u5916\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c07\u6279\u6b21\u8655\u7406\u8207\u5373\u6642\u5de5\u4f5c\u8ca0\u8f09\u5206\u958b\u3002\u5c07\u975e\u7dca\u6025\u4efb\u52d9\u8f49\u79fb\u5230\u8a08\u756b\u7684\u6216\u4f4e\u6210\u672c\u5be6\u4f8b\u4ee5\u7bc0\u7701\u8cc7\u91d1\u3002<\/p>\n<\/li>\n<li>\n<p>\u6aa2\u67e5\u60a8\u7684\u51b7\u537b\u8a2d\u7f6e\u3002\u8abf\u6574\u81ea\u52d5\u7e2e\u653e\u7b56\u7565\u4ee5\u6e1b\u5c11\u5728\u4f4e\u5cf0\u671f\u7684\u6d6a\u8cbb\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u6839\u64da\u6301\u7e8c\u7684\u4f4e\u4f7f\u7528\u7387\u89f8\u767c\u7e2e\u6e1b\u4e8b\u4ef6\u3002\u4f8b\u5982,\u8a2d\u7f6e\u4e00\u500b\u95be\u503c,\u5982\u679cGPU\u4f7f\u7528\u7387\u572810\u5206\u9418\u5167\u4f4e\u65bc40%,\u7cfb\u7d71\u5c07\u81ea\u52d5\u95dc\u9589\u7a7a\u9592\u7684GPU\u4f3a\u670d\u5668\u3002<\/p>\n<\/blockquote>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528Kubernetes\u7b49\u7de8\u6392\u5e73\u53f0\u4f86\u81ea\u52d5\u57f7\u884c\u9019\u4e9b\u64cd\u4f5c\u3002\u52d5\u614b\u786c\u9ad4\u865b\u64ec\u5316\u4e5f\u6709\u52a9\u65bc\u5feb\u901f\u56de\u6536\u672a\u4f7f\u7528\u7684GPU\u8cc7\u6e90\u3002\u81ea\u52d5\u5316\u78ba\u4fdd\u60a8\u53ea\u70ba\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb,\u4e26\u4fdd\u6301\u57fa\u790e\u8a2d\u65bd\u7cbe\u7c21\u3002<\/p>\n<h3>\u8a2d\u7f6e\u8b66\u5831\u548c\u67e5\u770b\u5831\u544a<\/h3>\n<p>\u8a2d\u7f6e\u8b66\u5831\u548c\u67e5\u770b\u5831\u544a\u53ef\u4ee5\u5e6b\u52a9\u60a8\u63d0\u524d\u767c\u73fe\u554f\u984c\u4e26\u6700\u4f73\u5316GPU\u4f7f\u7528\u3002\u60a8\u61c9\u8a72\u5b9a\u7fa9\u6e05\u6670\u7684\u76e3\u63a7\u76ee\u6a19,\u4e26\u8ffd\u8e64\u8cc7\u6e90\u4f7f\u7528\u7387\u3001\u63a8\u8ad6\u6642\u9593\u548c\u6bcf\u6b21\u63a8\u8ad6\u6210\u672c\u7b49\u6307\u6a19\u3002\u4f7f\u7528nvidia-smi\u7b49\u5de5\u5177\u7372\u53d6\u5373\u6642GPU\u4f7f\u7528\u60c5\u6cc1\u6d1e\u5bdf\u3002<\/p>\n<p>\u8b66\u5831\u548c\u5831\u544a\u7684\u6700\u4f73\u5be6\u52d9\u5305\u62ec:<\/p>\n<ol>\n<li>\n<p>\u8a2d\u7f6e\u76e3\u63a7\u76ee\u6a19\u3002\u8ffd\u8e64\u8cc7\u6e90\u4f7f\u7528\u3001\u6548\u80fd\u548c\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u76e3\u63a7\u5de5\u5177\u3002\u7372\u53d6GPU\u4f7f\u7528\u60c5\u6cc1\u548c\u7cfb\u7d71\u5065\u5eb7\u72c0\u6cc1\u7684\u5373\u6642\u8cc7\u6599\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u4f73\u5316\u8cc7\u6e90\u3002\u61c9\u7528\u6279\u6b21\u8655\u7406\u548c\u8a18\u61b6\u9ad4\u7ba1\u7406\u7b49\u7b56\u7565\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a2d\u7f6e\u8b66\u5831\u3002\u4f7f\u7528\u8b66\u544a\u3001\u56b4\u91cd\u8b66\u5831\u548c\u7dca\u6025\u60c5\u6cc1\u7684\u95be\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7dad\u8b77\u7cfb\u7d71\u3002\u9032\u884c\u6bcf\u65e5\u3001\u6bcf\u9031\u548c\u6bcf\u6708\u5be9\u67e5\u4ee5\u78ba\u4fdd\u71df\u904b\u9806\u66a2\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u60a8\u61c9\u8a72\u6ce8\u610f\u9019\u4e9b\u8de1\u8c61:<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u7387\u6301\u7e8c\u4fdd\u6301\u9ad8\u4f4d<\/p>\n<\/li>\n<li>\n<p>\u8a18\u61b6\u9ad4\u4f7f\u7528\u63a5\u8fd1\u6216\u8d85\u904e\u9650\u5236<\/p>\n<\/li>\n<li>\n<p>\u8655\u7406\u4f47\u5217\u986f\u8457\u589e\u9577<\/p>\n<\/li>\n<li>\n<p>\u932f\u8aa4\u7387\u8d85\u904e\u53ef\u63a5\u53d7\u6c34\u5e73<\/p>\n<\/li>\n<li>\n<p>\u6eab\u5ea6\u4fdd\u6301\u5728\u5b89\u5168\u904b\u884c\u7bc4\u570d\u4ee5\u4e0a<\/p>\n<\/li>\n<\/ul>\n<p>\u5b9a\u671f\u5be9\u67e5\u6709\u52a9\u65bc\u5728\u554f\u984c\u8b8a\u5f97\u4ee3\u50f9\u9ad8\u6602\u4e4b\u524d\u767c\u73fe\u5b83\u5011\u3002\u60a8\u61c9\u8a72\u6bcf\u5929\u6aa2\u67e5\u8b66\u5831\u65e5\u8a8c,\u6bcf\u9031\u6aa2\u67e5\u4f7f\u7528\u8da8\u52e2,\u4e26\u6bcf\u6708\u91cd\u65b0\u6821\u6e96\u57fa\u6e96\u3002\u66f4\u65b0\u60a8\u7684\u76e3\u63a7\u5de5\u5177\u4e26\u6e2c\u8a66\u707d\u96e3\u5fa9\u539f\u8a08\u5283\u4ee5\u4fdd\u6301GPU\u57fa\u790e\u8a2d\u65bd\u53ef\u9760\u3002<\/p>\n<blockquote>\n<p>\u6ce8\u610f: \u81ea\u52d5\u5316\u548c\u5b9a\u671f\u5831\u544a\u4f7fGPU\u7ba1\u7406\u66f4\u5bb9\u6613\u4e14\u66f4\u6709\u6548\u3002\u91cf\u5316\u3001\u7de8\u6392\u548c\u52d5\u614b\u786c\u9ad4\u865b\u64ec\u5316\u90fd\u6709\u52a9\u65bc\u6700\u4f73\u5316\u8cc7\u6e90\u4f7f\u7528\u4e26\u9632\u6b62\u6d6a\u8cbb\u3002<\/p>\n<\/blockquote>\n<pre><code># \u793a\u4f8b: \u4f7f\u7528nvidia-smi\u76e3\u63a7GPU\u4f7f\u7528\u60c5\u6cc1\r\n!nvidia-smi --query-gpu=utilization.gpu,memory.used --format=csv\r\n<\/code><\/pre>\n<p>\u60a8\u53ef\u4ee5\u7d50\u5408\u76e3\u63a7\u3001\u81ea\u52d5\u5316\u548c\u667a\u6167\u8b66\u5831\u4f86\u4fdd\u6301GPU\u4f7f\u7528\u7387\u9ad8\u548c\u6210\u672c\u4f4e\u3002\u7576\u60a8\u4f7f\u7528\u9019\u4e9b\u7b56\u7565\u6642,\u60a8\u70ba\u9ad8\u6548\u7684GPU\u7ba1\u7406\u5efa\u7acb\u4e86\u5805\u5be6\u7684\u57fa\u790e\u3002<\/p>\n<h2>\u9078\u64c7\u670d\u52d9\u63d0\u4f9b\u5546\u548c\u5b9a\u50f9\u6a21\u578b<\/h2>\n<h3>\u6bd4\u8f03\u7f8e\u570bGPU\u4f3a\u670d\u5668\u79df\u7528\u9078\u9805<\/h3>\n<p>\u60a8\u5728\u505a\u6c7a\u5b9a\u4e4b\u524d\u9700\u8981\u6bd4\u8f03\u7f8e\u570bGPU\u4f3a\u670d\u5668\u79df\u7528\u63d0\u4f9b\u5546\u3002\u6bcf\u500b\u63d0\u4f9b\u5546\u63d0\u4f9b\u4e0d\u540c\u7684GPU\u578b\u865f\u3001\u5b9a\u50f9\u548c\u529f\u80fd\u3002\u6709\u4e9b\u5c08\u6ce8\u65bc\u9ad8\u901f\u7db2\u8def,\u800c\u5176\u4ed6\u5247\u63d0\u4f9b\u5373\u6642GPU\u5b58\u53d6\u6216\u6a5f\u5668\u5b78\u7fd2\u7279\u6b8a\u5de5\u5177\u3002\u4e0b\u8868\u986f\u793a\u4e86\u4e3b\u8981\u63d0\u4f9b\u5546\u7684GPU\u7522\u54c1\u548c\u8d77\u59cb\u50f9\u683c\u5c0d\u6bd4:<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u4f9b\u5546<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>GPU\u7522\u54c1<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6bcf\u5c0f\u6642\u8d77\u59cb\u50f9\u683c<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Hyperstack<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>NVIDIA H100, NVIDIA A100, NVIDIA L40, RTX A6000\/A40<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>                  &#8211;<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Runpod<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>A100, H100, H200, MI300X, RTX A4000\/A6000<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u9700,\u6309\u79d2\u8a08\u8cbb<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Thunder Compute<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>H100, A100, RTX6000<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u9700,\u96a8\u7528\u96a8\u4ed8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>CoreWeave<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>A100, H100, RTX A5000\/A6000<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u9700,\u7af6\u50f9\u5be6\u4f8b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Lambda Labs<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>A100, H100<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u9700,\u9810\u7559<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u61c9\u8a72\u67e5\u770b\u6bcf\u500b\u63d0\u4f9b\u5546\u63d0\u4f9b\u7684GPU\u578b\u865f\u3002\u4e00\u4e9b\u63d0\u4f9b\u5546,\u5982Hyperstack,\u652f\u63f4NVLink\u548cVM\u4f11\u7720\u4ee5\u63d0\u4f9b\u66f4\u597d\u7684\u6548\u80fd\u548c\u6210\u672c\u7bc0\u7701\u3002Runpod\u900f\u904eFlashBoot\u6280\u8853\u63d0\u4f9b\u5373\u6642GPU\u5b58\u53d6\u3002Thunder Compute\u5c08\u6ce8\u65bc\u8d85\u4f4e\u5b9a\u50f9\u548c\u958b\u767c\u8005\u5de5\u5177\u3002CoreWeave\u91dd\u5c0d\u9ad8\u6548\u80fd\u904b\u7b97\u548c\u4f4e\u5ef6\u9072GPU\u914d\u7f6e\u9032\u884c\u6700\u4f73\u5316\u3002Lambda Labs\u63d0\u4f9b\u6df7\u5408\u96f2\u7aef\u548c\u9810\u914d\u7f6e\u7684\u6a5f\u5668\u5b78\u7fd2\u74b0\u5883\u3002<\/p>\n<h3>\u8a55\u4f30\u5b9a\u50f9\u7d50\u69cb<\/h3>\n<p>\u60a8\u5fc5\u9808\u4e86\u89e3\u5b9a\u50f9\u7d50\u69cb\u4ee5\u907f\u514d\u9ad8\u984d\u5c0f\u6642\u8a08\u8cbb\u4e26\u964d\u4f4e\u96f2\u7aef\u4f3a\u670d\u5668\u79df\u7528\u5e33\u55ae\u3002\u63d0\u4f9b\u5546\u4f7f\u7528\u4e0d\u540c\u7684\u8a08\u8cbb\u65b9\u5f0f,\u5982\u6309\u9700\u3001\u6309\u79d2\u3001\u96a8\u7528\u96a8\u4ed8\u548c\u9810\u7559\u5b9a\u50f9\u3002\u6309\u9700\u5b9a\u50f9\u63d0\u4f9b\u9748\u6d3b\u6027,\u4f46\u9810\u7559\u9078\u9805\u53ef\u4ee5\u5e6b\u52a9\u60a8\u9577\u671f\u964d\u4f4e\u96f2\u7aef\u4f3a\u670d\u5668\u79df\u7528\u5e33\u55ae\u3002\u7af6\u50f9\u5be6\u4f8b\u63d0\u4f9b\u8f03\u4f4e\u7684\u50f9\u683c,\u4f46\u60a8\u9700\u8981\u627f\u64d4\u4e2d\u65b7\u98a8\u96aa\u3002\u60a8\u61c9\u8a72\u5c07GPU\u9700\u6c42\u8207\u5408\u9069\u7684\u5b9a\u50f9\u6a21\u578b\u5339\u914d,\u4ee5\u6700\u5927\u5316\u6548\u80fd\u4e26\u63a7\u5236\u6210\u672c\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u59cb\u7d42\u6aa2\u67e5\u96b1\u85cf\u8cbb\u7528\u548c\u6700\u4f4e\u4f7f\u7528\u8981\u6c42\u3002\u9019\u4e9b\u53ef\u80fd\u6703\u5f71\u97ff\u60a8\u7684\u7e3dGPU\u652f\u51fa\u3002<\/p>\n<\/blockquote>\n<h3>\u8a55\u4f30\u652f\u63f4\u548c\u9748\u6d3b\u6027<\/h3>\n<p>\u5728\u9078\u64c7GPU\u4f3a\u670d\u5668\u79df\u7528\u63d0\u4f9b\u5546\u6642,\u652f\u63f4\u548c\u9748\u6d3b\u6027\u5f88\u91cd\u8981\u3002\u5982\u679c\u9047\u5230\u554f\u984c,\u60a8\u9700\u8981\u5feb\u901f\u7372\u5f97\u5e6b\u52a9\u3002\u4e00\u4e9b\u63d0\u4f9b\u5546\u63d0\u4f9b\u5c08\u9580\u7684\u652f\u63f4\u5718\u968a,\u800c\u5176\u4ed6\u5247\u4f7f\u7528\u793e\u7fa4\u8ad6\u58c7\u3002\u9748\u6d3b\u9078\u9805,\u5982VM\u4f11\u7720\u6216\u7121\u4f3a\u670d\u5668\u7aef\u9ede,\u8b93\u60a8\u80fd\u5920\u5feb\u901f\u8abf\u6574\u8cc7\u6e90\u3002\u60a8\u61c9\u8a72\u9078\u64c7\u80fd\u5e6b\u52a9\u60a8\u6700\u4f73\u5316GPU\u6548\u80fd\u4e26\u6839\u64da\u9700\u8981\u64f4\u5c55\u6216\u6536\u7e2e\u7684\u63d0\u4f9b\u5546\u3002<\/p>\n<ul>\n<li>\n<p>Hyperstack: \u9ad8\u901f\u7db2\u8def\u3001NVLink\u652f\u63f4\u3001VM\u4f11\u7720\u3002<\/p>\n<\/li>\n<li>\n<p>Runpod: FlashBoot\u5be6\u73fe\u5373\u6642GPU\u555f\u52d5\u3001\u5b89\u5168\/\u793e\u7fa4\u96f2\u7aef\u3001LLM\u5c31\u7dd2\u7aef\u9ede\u3002<\/p>\n<\/li>\n<li>\n<p>Thunder Compute: \u8d85\u4f4e\u5b9a\u50f9\u3001\u5373\u6642GPU\u555f\u52d5\u3001\u958b\u767c\u8005\u5de5\u5177\u3002<\/p>\n<\/li>\n<li>\n<p>CoreWeave: HPC\u6700\u4f73\u5316\u3001InfiniBand\u7db2\u8def\u3001\u4f4e\u5ef6\u9072\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>Lambda Labs: \u6df7\u5408\u96f2\u7aef\u3001\u9810\u914d\u7f6eML\u74b0\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u900f\u904e\u9078\u64c7\u5177\u6709\u5f37\u5927\u652f\u63f4\u548c\u9748\u6d3b\u529f\u80fd\u7684\u63d0\u4f9b\u5546,\u60a8\u53ef\u4ee5\u63d0\u9ad8GPU\u6548\u80fd\u4e26\u964d\u4f4e\u96f2\u7aef\u4f3a\u670d\u5668\u79df\u7528\u5e33\u55ae\u3002\u5728\u505a\u51fa\u627f\u8afe\u4e4b\u524d,\u59cb\u7d42\u5be9\u67e5\u670d\u52d9\u5354\u8b70\u4e26\u6e2c\u8a66\u652f\u63f4\u7ba1\u9053\u3002<\/p>\n<h2>\u6301\u7e8c\u6700\u4f73\u5316\u7684\u6700\u4f73\u5be6\u52d9<\/h2>\n<h3>\u5b89\u6392\u8cc7\u6e90\u7a3d\u6838<\/h3>\n<p>\u60a8\u61c9\u8a72\u5b89\u6392\u5b9a\u671f\u8cc7\u6e90\u7a3d\u6838\u4ee5\u4fdd\u6301GPU\u74b0\u5883\u7684\u6548\u7387\u3002\u7a3d\u6838\u5e6b\u52a9\u60a8\u627e\u5230\u672a\u4f7f\u7528\u7684GPU\u4f3a\u670d\u5668\u4e26\u767c\u73fe\u6700\u4f73\u5316\u6a5f\u6703\u3002\u60a8\u53ef\u4ee5\u5be9\u67e5\u4f7f\u7528\u5831\u544a\u4e26\u5c07\u5176\u8207\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u9032\u884c\u6bd4\u8f03\u3002\u9019\u500b\u904e\u7a0b\u652f\u63f4\u6210\u672c\u7ba1\u7406\u4e26\u9632\u6b62\u6d6a\u8cbb\u3002\u5118\u91cf\u6bcf\u6708\u7a3d\u6838\u60a8\u7684GPU\u8cc7\u6e90\u3002\u4f7f\u7528\u81ea\u52d5\u5316\u5de5\u5177\u8ffd\u8e64GPU\u4f7f\u7528\u7387\u4e26\u751f\u6210\u6e05\u6670\u7684\u5831\u544a\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u6bcf\u6708\u7a3d\u6838\u6709\u52a9\u65bc\u53ca\u65e9\u767c\u73fe\u6548\u7387\u554f\u984c\u4e26\u6539\u5584\u6574\u9ad4\u6700\u4f73\u5316\u3002<\/p>\n<\/blockquote>\n<h3>\u4fdd\u6301\u6280\u8853\u66f4\u65b0<\/h3>\n<p>\u60a8\u9700\u8981\u4e86\u89e3\u6700\u65b0\u7684GPU\u6280\u8853\u3002\u65b0\u7684\u786c\u9ad4\u548c\u8edf\u9ad4\u767c\u5e03\u53ef\u4ee5\u63d0\u5347\u6548\u80fd\u4e26\u964d\u4f4e\u6210\u672c\u3002\u60a8\u53ef\u4ee5\u8a02\u95b1GPU\u4f9b\u61c9\u5546\u7684\u96fb\u5b50\u5831\u6216\u52a0\u5165\u7dda\u4e0a\u8ad6\u58c7\u3002\u53c3\u52a0\u7db2\u8def\u7814\u8a0e\u6703\u4e26\u95b1\u8b80\u6280\u8853\u90e8\u843d\u683c\u4ee5\u4e86\u89e3\u65b0\u7684\u6700\u4f73\u5316\u7b56\u7565\u3002\u4fdd\u6301\u8cc7\u8a0a\u66f4\u65b0\u6709\u52a9\u65bc\u60a8\u5728\u6210\u672c\u7ba1\u7406\u548c\u8cc7\u6e90\u5206\u914d\u65b9\u9762\u505a\u51fa\u660e\u667a\u7684\u9078\u64c7\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f86\u6e90<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u597d\u8655<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f9b\u61c9\u5546\u96fb\u5b50\u5831<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u524d\u7372\u53d6GPU\u66f4\u65b0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7db2\u8def\u7814\u8a0e\u6703<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e86\u89e3\u6700\u4f73\u5316\u65b9\u6cd5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6280\u8853\u90e8\u843d\u683c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u767c\u73fe\u6210\u672c\u7ba1\u7406\u6280\u5de7<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u57f9\u8a13\u5718\u968a\u63d0\u9ad8\u6548\u7387<\/h3>\n<p>\u60a8\u61c9\u8a72\u57f9\u8a13\u5718\u968a\u9ad8\u6548\u4f7f\u7528GPU\u8cc7\u6e90\u3002\u8a13\u7df4\u6709\u7d20\u7684\u54e1\u5de5\u53ef\u4ee5\u767c\u73fe\u74f6\u9838\u4e26\u61c9\u7528\u6700\u4f73\u5316\u6280\u8853\u3002\u63d0\u4f9bGPU\u7ba1\u7406\u548c\u6210\u672c\u7ba1\u7406\u7684\u5de5\u4f5c\u574a\u3002\u9f13\u52f5\u5718\u968a\u5206\u4eab\u6700\u4f73\u5be6\u52d9\u4e26\u76f8\u4e92\u5b78\u7fd2\u3002\u60a8\u53ef\u4ee5\u8a2d\u7f6e\u5b9a\u671f\u57f9\u8a13\u8ab2\u7a0b\u4e26\u63d0\u4f9b\u7dda\u4e0a\u8ab2\u7a0b\u5b58\u53d6\u3002<\/p>\n<ul>\n<li>\n<p>\u8209\u8fa6GPU\u6700\u4f73\u5316\u5de5\u4f5c\u574a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5206\u4eab\u6210\u672c\u7ba1\u7406\u7b56\u7565\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u4f9b\u7dda\u4e0a\u57f9\u8a13\u5e73\u53f0\u5b58\u53d6\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f: 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209);\"><\/div>\n<\/div>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u5c07GPU\u898f\u683c\u8207\u5de5\u4f5c\u8ca0\u8f09\u5339\u914d\u4f86\u907f\u514d\u6d6a\u8cbbGPU\u8cc7\u6e90\u3002\u4f7f\u7528\u76e3\u63a7\u5de5\u5177\u8ffd\u8e64GPU\u4f7f\u7528\u60c5\u6cc1\u4e26\u81ea\u52d5\u95dc\u9589\u7a7a\u9592GPU\u4f3a\u670d\u5668\u3002\u5408\u7406\u8abf\u6574GPU\u786c\u9ad4\u898f\u6a21\u4e26\u52d5\u614b\u64f4\u5c55GPU\u8cc7\u6e90\u3002\u70ba\u60a8\u7684\u9700\u6c42\u9078\u64c7\u6b63\u78ba\u7684GPU\u4f3a\u670d\u5668\u79df\u7528\u63d0\u4f9b\u5546\u548c\u5b9a\u50f9\u6a21\u578b\u3002\u5171\u4eabGPU\u74b0\u5883\u4e26\u6700\u4f73\u5316\u7a0b\u5f0f\u78bc\u4ee5\u63d0\u9ad8GPU\u6548\u7387\u3002\u5b89\u6392\u5b9a\u671fGPU\u7a3d\u6838\u4e26\u57f9\u8a13\u5718\u968a\u7ba1\u7406GPU\u8cc7\u6e90\u3002\u53ca\u6642\u4e86\u89e3GPU\u6280\u8853\u4e26\u7d93\u5e38\u5be9\u67e5GPU\u5831\u544a\u3002<\/p>\n<blockquote>\n<p>\u8acb\u8a18\u4f4f: 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