{"id":29252,"date":"2026-01-12T16:54:13","date_gmt":"2026-01-12T08:54:13","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/how-to-avoid-wasting-resources-on-us-gpu-server-hosting\/"},"modified":"2026-01-12T16:58:41","modified_gmt":"2026-01-12T08:58:41","slug":"how-to-avoid-wasting-resources-on-us-gpu-server-hosting","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-to-avoid-wasting-resources-on-us-gpu-server-hosting\/","title":{"rendered":"\u5982\u4f55\u907f\u514d\u7f8e\u56fdGPU\u670d\u52a1\u5668\u79df\u7528\u8d44\u6e90\u6d6a\u8d39"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u5c06\u670d\u52a1\u5668\u89c4\u683c\u4e0e\u5b9e\u9645\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u76f8\u5339\u914d\u6765\u9632\u6b62<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-cn\/server\/los-angeles\/gpu\/\">\u7f8e\u56fdGPU\u670d\u52a1\u5668\u79df\u7528<\/a>\u8d44\u6e90\u6d6a\u8d39\u3002\u7531\u4e8e\u5229\u7528\u7387\u4e0d\u8db3\u3001\u8d44\u6e90\u5206\u914d\u4e0d\u5f53\u548c\u7a7a\u95f2\u65f6\u95f4\u8fc7\u957f,\u8bb8\u591a\u7ec4\u7ec7\u9762\u4e34\u9ad8\u8fbe85%\u7684GPU\u8d44\u6e90\u95f2\u7f6e\u3002<\/p>\n<ul>\n<li>\n<p>GPU\u5229\u7528\u7387\u4e0d\u8db3<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u5206\u914d\u4e0d\u5f53<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52a8\u6269\u5c55\u914d\u7f6e\u9519\u8bef\u5bfc\u81f4\u7684\u9ad8\u7a7a\u95f2\u65f6\u95f4<\/p>\n<\/li>\n<li>\n<p>\u77ed\u671fAI\u8bad\u7ec3\u4efb\u52a1\u4f7f\u7528\u4e0d\u5fc5\u8981\u7684\u786c\u4ef6<\/p>\n<\/li>\n<\/ul>\n<p>\u8981\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39,\u8bf7\u4f7f\u7528\u81ea\u52a8\u5316\u6765\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668\u3001\u8ddf\u8e2a\u4f7f\u7528\u60c5\u51b5\u5e76\u5408\u7406\u8c03\u6574\u8d44\u6e90\u3002\u901a\u8fc7\u9009\u62e9\u6309\u9700\u5b9e\u4f8b\u6765\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u3002\u901a\u8fc7\u76d1\u63a7\u73af\u5883\u6765\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u3002\u901a\u8fc7\u4e3b\u52a8\u7ba1\u7406\u6765\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<h2>\u4e3b\u8981\u8981\u70b9<\/h2>\n<ul>\n<li>\n<p>\u5c06GPU\u670d\u52a1\u5668\u89c4\u683c\u4e0e\u5b9e\u9645\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u76f8\u5339\u914d,\u4ee5\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u81ea\u52a8\u5316\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668\u5e76\u76d1\u63a7GPU\u4f7f\u7528\u60c5\u51b5\u4ee5\u8282\u7701\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u5408\u7406\u8c03\u6574GPU\u8d44\u6e90\u89c4\u6a21,\u907f\u514d\u8fc7\u5ea6\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u5177\u4f53\u4efb\u52a1\u9009\u62e9\u9002\u5f53\u7684GPU\u578b\u53f7\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u671f\u5ba1\u8ba1GPU\u8d44\u6e90\u4ee5\u8bc6\u522b\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u5e76\u4f18\u5316\u4f7f\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u9632\u6b62GPU\u670d\u52a1\u5668\u79df\u7528\u4e2d\u7684\u8d44\u6e90\u6d6a\u8d39<\/h2>\n<h3>\u8fc7\u5ea6\u914d\u7f6e\u98ce\u9669<\/h3>\n<p>\u5728\u79df\u7528GPU\u670d\u52a1\u5668\u8fdb\u884c\u9879\u76ee\u65f6,\u60a8\u7ecf\u5e38\u4f1a\u9762\u4e34\u8fc7\u5ea6\u914d\u7f6e\u7684\u95ee\u9898\u3002\u8fc7\u5ea6\u914d\u7f6e\u610f\u5473\u7740\u60a8\u4e3a\u5b9e\u9645\u672a\u4f7f\u7528\u7684\u8d44\u6e90\u4ed8\u8d39\u3002\u8fd9\u4f1a\u5bfc\u81f4\u6d6a\u8d39\u5e76\u63a8\u9ad8GPU\u6210\u672c\u3002\u8bb8\u591a\u7ec4\u7ec7\u5728\u4f30\u7b97\u9700\u6c42\u65f6\u9047\u5230\u56f0\u96be,\u56e0\u6b64\u4ed6\u4eec\u9009\u62e9\u989d\u5916\u7684GPU\u5bb9\u91cf\u4ee5\u907f\u514d\u8d44\u6e90\u4e0d\u8db3\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f1a\u4ea7\u751f\u4e09\u4e2a\u4e3b\u8981\u95ee\u9898:<\/p>\n<ol>\n<li>\n<p>\u60a8\u9700\u8981\u4e3a\u672a\u4f7f\u7528\u7684GPU\u8d44\u6e90\u652f\u4ed8\u9ad8\u989d\u521d\u59cb\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u6d6a\u8d39\u8ba1\u7b97\u80fd\u529b,\u8fd9\u5f71\u54cd\u6548\u7387\u5e76\u589e\u52a0\u73af\u5883\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u96be\u4ee5\u9884\u6d4b\u5b9e\u9645\u9700\u6c42,\u56e0\u6b64\u5728\u4e91GPU\u6d88\u8d39\u4e0a\u7684\u652f\u51fa\u8d85\u51fa\u5fc5\u8981\u6c34\u5e73\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u63d0\u793a: 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30-50%\u7684\u7a7a\u95f2\u65f6\u95f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u9884\u5904\u7406\u53ef\u80fd\u6d88\u8017\u8bad\u7ec3\u5468\u671f\u65f6\u95f4\u768465%,\u5bfc\u81f4\u7a7a\u95f2\u5468\u671f\u3002<\/p>\n<\/li>\n<li>\n<p>\u96c6\u4e2d\u5f0f\u4e91\u73af\u5883\u4e2d\u62a5\u544a\u7684\u5e73\u5747GPU\u5229\u7528\u7387\u572815-30%\u4e4b\u95f4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7a7a\u95f2GPU\u5b9e\u4f8b\u4f1a\u9020\u6210\u76f4\u63a5\u7684\u8d22\u52a1\u635f\u5931\u3002\u60a8\u4e3a\u4e0d\u8d21\u732e\u5de5\u4f5c\u8d1f\u8f7d\u7684\u8d44\u6e90\u4ed8\u8d39\u3002\u4e0b\u8868\u663e\u793a\u4e86GPU\u7a7a\u95f2\u6d6a\u8d39\u7684\u5e38\u89c1\u539f\u56e0\u53ca\u5176\u5f71\u54cd:<\/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\u54cd<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fc7\u5ea6\u914d\u7f6e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bfc\u81f4\u4e0d\u5fc5\u8981\u7684\u6210\u672c\u548c\u7a7a\u95f2\u8d44\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU\u7a7a\u95f2\u6d6a\u8d39<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bfc\u81f4\u7528\u6237\u8d22\u52a1\u635f\u5931\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u989d\u5c0f\u65f6\u8ba1\u8d39<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u663e\u8457\u589e\u52a0\u8fd0\u8425\u652f\u51fa\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6027\u80fd\u74f6\u9888<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f71\u54cd\u5e94\u7528\u7a0b\u5e8f\u6548\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bb9\u91cf\u7ba1\u7406\u4e0d\u5f53<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bfc\u81f4\u53ef\u7528\u8d44\u6e90\u5229\u7528\u4e0d\u8db3\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u5fc5\u987b\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u4ee5\u964d\u4f4eGPU\u6210\u672c\u5e76\u6539\u5584\u4f18\u5316\u3002\u76d1\u63a7\u60a8\u7684GPU\u4f7f\u7528\u60c5\u51b5\u5e76\u81ea\u52a8\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668\u3002\u8fd9\u79cd\u7b56\u7565\u53ef\u4ee5\u5e2e\u52a9\u60a8\u907f\u514d\u6d6a\u8d39\u5e76\u63a7\u5236\u652f\u51fa\u3002<\/p>\n<h3>\u9519\u8bef\u7684\u786c\u4ef6\u9009\u62e9<\/h3>\n<p>\u9009\u62e9\u9519\u8bef\u7684GPU\u786c\u4ef6\u4f1a\u5f71\u54cd\u60a8\u7684\u6027\u80fd\u548c\u6210\u672c\u6548\u76ca\u3002\u5728\u9009\u62e9GPU\u578b\u53f7\u4e4b\u524d,\u60a8\u9700\u8981\u4e86\u89e3\u60a8\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u5982\u679c\u60a8\u9009\u62e9\u5185\u5b58\u592a\u5c0f\u7684GPU,\u60a8\u7684\u6a21\u578b\u53ef\u80fd\u8fd0\u884c\u7f13\u6162\u6216\u65e0\u6cd5\u8bad\u7ec3\u3002\u5982\u679c\u60a8\u5728\u672a\u5728\u4e91GPU\u5b9e\u4f8b\u4e0a\u6d4b\u8bd5\u7684\u60c5\u51b5\u4e0b\u8d2d\u4e70\u786c\u4ef6,\u60a8\u5c31\u6709\u6d6a\u8d39\u91d1\u94b1\u548c\u65f6\u95f4\u7684\u98ce\u9669\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u8d2d\u4e70\u786c\u4ef6\u4e4b\u524d\u4e86\u89e3\u5de5\u4f5c\u8d1f\u8f7d\u81f3\u5173\u91cd\u8981,\u4ee5\u907f\u514d\u6d6a\u8d39\u91d1\u94b1\u548c\u65f6\u95f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u4e91GPU\u5b9e\u4f8b\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u53ef\u4ee5\u9632\u6b62\u786c\u4ef6\u8d2d\u4e70\u540e\u7684\u4ee3\u4ef7\u9ad8\u6602\u7684\u9519\u8bef\u3002<\/p>\n<\/li>\n<li>\n<p>\u5185\u5b58\u5bb9\u91cf\u975e\u5e38\u5173\u952e;\u4e3a\u60a8\u7684\u6a21\u578b\u9009\u62e9\u5185\u5b58\u4e0d\u8db3\u7684GPU\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u786e\u5b9a\u60a8\u7684\u74f6\u9888\u662f\u5185\u5b58\u8fd8\u662f\u8ba1\u7b97\u9650\u5236\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8bb8\u591a\u7ec4\u7ec7\u5728\u9009\u62e9\u786c\u4ef6\u4e4b\u524d\u4e0d\u8bc4\u4f30\u5176\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u3002\u8fd9\u4f1a\u5bfc\u81f4\u4e0d\u5339\u914d\u548c\u6548\u7387\u4f4e\u4e0b\u3002AI\u5de5\u4f5c\u8d1f\u8f7d\u9700\u8981GPU\u8fdb\u884c\u5e76\u884c\u5904\u7406,\u800cCPU\u66f4\u9002\u5408\u987a\u5e8f\u4efb\u52a1\u3002\u8bad\u7ec3AI\u6a21\u578b\u9700\u8981\u6bd4\u8fd0\u884c\u63a8\u7406\u6a21\u578b\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u5982\u679c\u9009\u62e9\u9519\u8bef\u7684\u786c\u4ef6,\u60a8\u4f1a\u589e\u52a0GPU\u6210\u672c\u5e76\u9020\u6210\u66f4\u591a\u6d6a\u8d39\u3002<\/p>\n<ul>\n<li>\n<p>AI\u5de5\u4f5c\u8d1f\u8f7d\u901a\u5e38\u9700\u8981GPU\u8fdb\u884c\u5e76\u884c\u5904\u7406,\u800cCPU\u66f4\u9002\u5408\u987a\u5e8f\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bb8\u591a\u7ec4\u7ec7\u5728\u9009\u62e9\u786c\u4ef6\u4e4b\u524d\u672a\u80fd\u8bc4\u4f30\u5176\u7279\u5b9a\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42,\u5bfc\u81f4\u6548\u7387\u4f4e\u4e0b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3AI\u6a21\u578b\u9700\u8981\u6bd4\u8fd0\u884c\u63a8\u7406\u6a21\u578b\u663e\u8457\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b,\u5982\u679c\u9009\u62e9\u9519\u8bef\u7684\u786c\u4ef6\u53ef\u80fd\u5bfc\u81f4\u4e0d\u5339\u914d\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f: \u5728\u8d2d\u4e70\u4e4b\u524d\u52a1\u5fc5\u5bf9\u5de5\u4f5c\u8d1f\u8f7d\u8fdb\u884c\u5206\u6790\u5e76\u6d4b\u8bd5\u4e0d\u540c\u7684GPU\u578b\u53f7\u3002\u8fd9\u4e00\u6b65\u9aa4\u6709\u52a9\u4e8e\u5b9e\u73b0\u66f4\u597d\u7684\u4f18\u5316\u5e76\u9632\u6b62\u4e0d\u5fc5\u8981\u7684\u6d6a\u8d39\u3002<\/p>\n<\/blockquote>\n<p>\u901a\u8fc7\u5173\u6ce8\u6b63\u786e\u7684\u786c\u4ef6\u3001\u76d1\u63a7\u7a7a\u95f2GPU\u5b9e\u4f8b\u548c\u907f\u514d\u8fc7\u5ea6\u914d\u7f6e,\u60a8\u53ef\u4ee5\u964d\u4f4eGPU\u6210\u672c\u5e76\u6539\u5584\u4e91GPU\u6d88\u8017\u3002\u60a8\u8fd8\u53ef\u4ee5\u6700\u5c0f\u5316\u5bb9\u91cf\u7ba1\u7406\u4e0d\u5f53\u5e76\u63d0\u5347\u6574\u4f53\u4f18\u5316\u6c34\u5e73\u3002<\/p>\n<h2>GPU\u5229\u7528\u7387\u7684\u5de5\u4f5c\u8d1f\u8f7d\u5206\u6790<\/h2>\n<h3>\u5206\u6790\u8ba1\u7b97\u9700\u6c42<\/h3>\n<p>\u5728\u9009\u62e9\u4efb\u4f55GPU\u670d\u52a1\u5668\u4e4b\u524d,\u60a8\u9700\u8981\u4e86\u89e3\u60a8\u7684\u8ba1\u7b97\u9700\u6c42\u3002\u5de5\u4f5c\u8d1f\u8f7d\u5206\u6790\u53ef\u4ee5\u5e2e\u52a9\u60a8\u770b\u5230\u4efb\u52a1\u9700\u8981\u591a\u5c11\u7b97\u529b\u3002\u5f53\u60a8\u5206\u6790\u9700\u6c42\u65f6,\u60a8\u53ef\u4ee5\u53d1\u73b0\u964d\u4f4eGPU\u5229\u7528\u7387\u7684\u74f6\u9888\u548c\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u5206\u6790\u6765\u51b3\u5b9a\u60a8\u7684\u5de5\u4f5c\u8d1f\u8f7d\u662f\u5426\u9700\u8981\u5927\u5185\u5b58\u3001\u5feb\u901f\u7f51\u7edc\u6216\u4ec5\u4ec5\u662f\u539f\u59cb\u8ba1\u7b97\u80fd\u529b\u3002\u8fd9\u4e00\u6b65\u9aa4\u8ba9\u60a8\u80fd\u591f\u66f4\u51c6\u786e\u5730\u5206\u914d\u8d44\u6e90\u5e76\u907f\u514d\u6d6a\u8d39\u3002<\/p>\n<ul>\n<li>\n<p>\u5de5\u4f5c\u8d1f\u8f7d\u5206\u6790\u6709\u52a9\u4e8e\u4e86\u89e3\u8d44\u6e90\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bc6\u522b\u74f6\u9888\u548c\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u53ef\u4ee5\u63d0\u9ad8GPU\u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u66f4\u667a\u80fd\u7684\u8c03\u5ea6\u53ef\u4ee5\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u53ef\u7528\u8d44\u6e90\u5bf9\u9f50,\u51cf\u5c11\u7a7a\u95f2\u65f6\u95f4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u60a8\u5e94\u8be5\u59cb\u7ec8\u68c0\u67e5\u60a8\u8fd0\u884c\u7684\u4efb\u52a1\u7c7b\u578b\u3002\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u9700\u8981\u6bd4\u7b80\u5355\u7684\u63a8\u7406\u4f5c\u4e1a\u66f4\u591a\u7684GPU\u7b97\u529b\u3002\u901a\u8fc7\u5206\u6790,\u60a8\u53ef\u4ee5\u6700\u5927\u5316\u5229\u7528\u7387\u548c\u6548\u7387,\u5e76\u4fdd\u6301\u6210\u672c\u8f83\u4f4e\u3002<\/p>\n<h3>\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4e0eGPU\u7c7b\u578b\u5339\u914d<\/h3>\n<p>\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u6b63\u786e\u7684GPU\u7c7b\u578b\u5339\u914d\u662f\u5b9e\u73b0\u9ad8\u5229\u7528\u7387\u7684\u5173\u952e\u3002\u60a8\u5fc5\u987b\u67e5\u770b\u8ba1\u7b97\u3001\u5185\u5b58\u548c\u7f51\u7edc\u9700\u6c42\u3002\u4f7f\u7528\u57fa\u51c6\u6d4b\u8bd5\u548c\u5f00\u6e90\u6392\u884c\u699c\u6765\u6bd4\u8f83\u4e0d\u540cGPU\u578b\u53f7\u7684\u6027\u80fd\u3002\u50cfvLLM\u3001SGLang\u548cTensorRT-LLM\u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u60a8\u4e86\u89e3\u54ea\u79cdGPU\u6700\u9002\u5408\u60a8\u7684\u63a8\u7406\u4efb\u52a1\u3002llm-optimizer\u8ba9\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u6027\u80fd\u7ea6\u675f\u5e76\u627e\u5230\u6700\u9002\u5408\u60a8\u9700\u6c42\u7684GPU\u3002<\/p>\n<p>\u4ee5\u4e0b\u8868\u683c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4e0eGPU\u7c7b\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\u8d1f\u8f7d\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8ba1\u7b97\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7f51\u7edc\u9700\u6c42<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8bad\u7ec3<\/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\u8c03<\/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\u7406<\/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\u8fd8\u5e94\u8be5\u8003\u8651\u751f\u6210\u4efb\u52a1\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u548c\u4e0a\u6e38\u6570\u636e\u5de5\u7a0b\u3002\u6bcf\u4e2a\u4efb\u52a1\u4f7f\u7528GPU\u8d44\u6e90\u7684\u65b9\u5f0f\u90fd\u4e0d\u540c,\u56e0\u6b64\u6b63\u786e\u5339\u914d\u5b83\u4eec\u53ef\u4ee5\u63d0\u5347GPU\u5229\u7528\u7387\u3002<\/p>\n<h3>\u8bc6\u522b\u5cf0\u503c\u4f7f\u7528<\/h3>\n<p>\u60a8\u5fc5\u987b\u8ddf\u8e2aGPU\u5229\u7528\u7387\u6307\u6807\u4ee5\u627e\u51fa\u5cf0\u503c\u4f7f\u7528\u65f6\u95f4\u3002\u76d1\u63a7\u5de5\u5177\u53ef\u4ee5\u4e3a\u60a8\u63d0\u4f9bGPU\u8d44\u6e90\u6027\u80fd\u7684\u5b9e\u65f6\u6570\u636e\u3002\u5f53\u60a8\u4e86\u89e3\u5cf0\u503c\u671f\u540e,\u60a8\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u589e\u51cf\u8d44\u6e90\u3002\u52a8\u6001\u8d44\u6e90\u6269\u5c55\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5feb\u901f\u8c03\u6574\u5e76\u907f\u514dGPU\u7a7a\u95f2\u65f6\u95f4\u3002<\/p>\n<ul>\n<li>\n<p>\u76d1\u63a7GPU\u5229\u7528\u7387\u6307\u6807\u5bf9\u8bc6\u522b\u5cf0\u503c\u4f7f\u7528\u671f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u8d44\u6e90\u6269\u5c55\u8ba9\u60a8\u53ef\u4ee5\u6839\u636e\u5b9e\u65f6\u9700\u6c42\u8c03\u6574\u8d44\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u5148\u8fdb\u7684\u76d1\u63a7\u5de5\u5177\u4e3a\u66f4\u597d\u7684\u8d44\u6e90\u5206\u914d\u63d0\u4f9bGPU\u6027\u80fd\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>&#8220;\u5b9e\u73b0\u771f\u6b63\u7684GPUaaS\u9700\u8981\u57fa\u4e8e\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u7684\u989d\u5916\u52a8\u6001\u5206\u914d,\u8fd9\u6837GPU\u53ef\u4ee5\u66f4\u5feb\u5730\u88ab\u56de\u6536\u4ee5\u6700\u5c0f\u5316\u7a7a\u95f2\u65f6\u95f4\u3002&#8221; &#8211; Ana Biazetti, Red Hat OpenShift AI\u9ad8\u7ea7\u67b6\u6784\u5e08<\/p>\n<\/blockquote>\n<p>\u60a8\u5e94\u8be5\u4f7f\u7528\u8fd9\u4e9b\u7b56\u7565\u6765\u4fdd\u6301GPU\u5229\u7528\u7387\u9ad8\u548c\u6210\u672c\u4f4e\u3002\u5f53\u60a8\u5206\u6790\u5de5\u4f5c\u8d1f\u8f7d\u3001\u5c06\u5b83\u4eec\u4e0e\u6b63\u786e\u7684GPU\u5339\u914d\u5e76\u76d1\u63a7\u4f7f\u7528\u60c5\u51b5\u65f6,\u60a8\u53ef\u4ee5\u786e\u4fdd\u6bcf\u4e2aGPU\u90fd\u4e3a\u60a8\u5de5\u4f5c\u3002<\/p>\n<h2>\u901a\u8fc7\u5408\u7406\u8c03\u6574\u89c4\u6a21\u524a\u51cfGPU\u6210\u672c<\/h2>\n<p>\u5408\u7406\u8c03\u6574\u786c\u4ef6\u89c4\u6a21\u662f\u524a\u51cfGPU\u6210\u672c\u548c\u63d0\u9ad8\u6210\u672c\u6548\u76ca\u7684\u6700\u5feb\u65b9\u6cd5\u3002\u5f53\u60a8\u5408\u7406\u8c03\u6574GPU\u8d44\u6e90\u89c4\u6a21\u65f6,\u60a8\u5c06\u670d\u52a1\u5668\u89c4\u683c\u4e0e\u5b9e\u9645\u5de5\u4f5c\u8d1f\u8f7d\u76f8\u5339\u914d\u3002\u8fd9\u4e00\u6b65\u9aa4\u53ef\u4ee5\u5c06\u4e91GPU\u652f\u51fa\u51cf\u5c1130-50%\u3002\u60a8\u8fd8\u53ef\u4ee5\u6539\u5584\u8bad\u7ec3\u901f\u5ea6\u548c\u63a8\u7406\u6027\u80fd\u3002\u4f18\u5316\u53ef\u4ee5\u5e26\u6765\u66f4\u667a\u80fd\u7684\u8d44\u6e90\u7ba1\u7406\u548c\u66f4\u9ad8\u7684\u8fd0\u8425\u6548\u7387\u3002<\/p>\n<h3>\u9009\u62e9\u5408\u9002\u7684GPU\u578b\u53f7<\/h3>\n<p>\u60a8\u9700\u8981\u4e3a\u5de5\u4f5c\u8d1f\u8f7d\u9009\u62e9\u5408\u9002\u7684GPU\u578b\u53f7\u3002\u6b63\u786e\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u51e0\u4e2a\u56e0\u7d20,\u5305\u62ecGPU\u5185\u5b58\u9700\u6c42\u548c\u4efb\u52a1\u7684\u590d\u6742\u6027\u3002\u4f7f\u7528\u4e0b\u8868\u6765\u6307\u5bfc\u60a8\u7684\u9009\u62e9:<\/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>\u590d\u6742\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u9700\u8981\u66f4\u5f3a\u7684GPU\u7b97\u529b\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6570\u636e\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u5bb9\u91cf\u6570\u636e\u5904\u7406\u9700\u8981\u66f4\u5927\u7684\u5185\u5b58\u5bb9\u91cf\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9891\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9e\u65f6\u63a8\u7406\u548c\u9891\u7e41\u91cd\u8bad\u7ec3\u9700\u8981\u5f3a\u5927\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6570\u636e\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u975e\u7ed3\u6784\u5316\u6570\u636e\u4f7f\u7528\u66f4\u591aGPU\u8d44\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7cfb\u7edf\u96c6\u6210<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u65e0\u7f1d\u96c6\u6210\u63d0\u9ad8\u53ef\u6269\u5c55\u6027\u548c\u6548\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6027\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0d\u540cGPU\u7c7b\u578b(FP32\u3001INT8\u3001INT16)\u9002\u5408\u4e0d\u540c\u7684\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u548c\u5e26\u5bbd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>VRAM\u5bb9\u91cf\u5f71\u54cd\u6570\u636e\u96c6\u5927\u5c0f\u548c\u74f6\u9888\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>\u6570\u636e\u4e2d\u5fc3GPU\u4f7f\u7528\u66f4\u591a\u7535\u529b,\u56e0\u6b64\u8981\u89c4\u5212\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u517c\u5bb9\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u786e\u4fdd\u60a8\u7684GPU\u4e0eTensorFlow\u548cPyTorch\u517c\u5bb9\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a: \u5728\u505a\u51fa\u627f\u8bfa\u4e4b\u524d,\u59cb\u7ec8\u5728\u591a\u4e2aGPU\u578b\u53f7\u4e0a\u6d4b\u8bd5\u60a8\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u8fd9\u4e00\u6b65\u9aa4\u53ef\u4ee5\u5e2e\u52a9\u60a8\u907f\u514d\u6d6a\u8d39\u5e76\u6700\u5927\u5316\u4f18\u5316\u3002<\/p>\n<\/blockquote>\n<h3>\u52a8\u6001\u6269\u5c55\u8d44\u6e90<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u6839\u636e\u9700\u6c42\u52a8\u6001\u6269\u5c55\u8d44\u6e90\u6765\u524a\u51cfGPU\u6210\u672c\u3002\u52a8\u6001\u6269\u5c55\u8ba9\u60a8\u53ea\u9700\u4e3a\u4f7f\u7528\u7684\u8d44\u6e90\u4ed8\u8d39\u3002\u4e0b\u8868\u663e\u793a\u4e86\u81ea\u52a8\u6269\u5c55\u5982\u4f55\u5f71\u54cd\u60a8\u7684\u9884\u7b97\u548c\u6027\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\u54cd\u7c7b\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\u4f18\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u52a8\u6269\u5c55\u5e2e\u52a9\u60a8\u907f\u514d\u7a7a\u95f2\u670d\u52a1\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>\u8c03\u6574\u8d44\u6e90\u63d0\u5347\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7075\u6d3b\u6027\u589e\u5f3a<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u901f\u6269\u5c55\u9002\u5e94\u7a81\u53d1\u9700\u6c42\u53d8\u5316\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6309\u4f7f\u7528\u4ed8\u8d39\u6a21\u5f0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ea\u9700\u5728\u9ad8\u6d41\u91cf\u671f\u95f4\u652f\u4ed8\u8d44\u6e90\u8d39\u7528\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u51cf\u5c11\u8fc7\u5ea6\u914d\u7f6e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52a8\u6001\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\u5f3a<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6269\u5c55\u7b56\u7565\u5c06\u6210\u672c\u63a7\u5236\u5728\u9884\u7b97\u5185\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u610f\u5916\u6269\u5c55\u6210\u672c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ba1\u7406\u4e0d\u5f53\u53ef\u80fd\u5bfc\u81f4\u610f\u5916\u652f\u51fa\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9884\u7b97\u590d\u6742\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u52a8\u6269\u5c55\u9700\u8981\u6301\u7eed\u76d1\u63a7\u4ee5\u51c6\u786e\u9884\u7b97\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u901a\u8fc7\u52a8\u6001\u6269\u5c55\u8fdb\u884c\u4f18\u5316\u53ef\u4ee5\u5e2e\u52a9\u60a8\u524a\u51cf\u6210\u672c\u5e76\u5feb\u901f\u54cd\u5e94\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5316\u3002<\/p>\n<h3>\u907f\u514d\u8fc7\u5ea6\u627f\u8bfa<\/h3>\n<p>\u60a8\u5fc5\u987b\u907f\u514d\u8fc7\u5ea6\u627f\u8bfaGPU\u8d44\u6e90\u3002\u8fc7\u5ea6\u627f\u8bfa\u4f1a\u5bfc\u81f4\u5bb9\u91cf\u6d6a\u8d39\u548c\u66f4\u9ad8\u7684\u652f\u51fa\u3002\u4f7f\u7528\u4ee5\u4e0b\u7b56\u7565\u6765\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>\u4f18\u52bf<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u88c5\u7bb1\u6574\u5408<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u8d44\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\u52a8\u8d44\u6e90\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9632\u6b62\u74f6\u9888\u548c\u4ee3\u4ef7\u9ad8\u6602\u7684\u5ef6\u8fdf\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u610f\u8bc6\u5de5\u7a0b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u4e0d\u589e\u52a0\u786c\u4ef6\u6295\u8d44\u7684\u60c5\u51b5\u4e0b\u6700\u5927\u5316\u6027\u80fd\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7075\u6d3b\u8c03\u5ea6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e3a\u4e0d\u540c\u5de5\u4f5c\u8d1f\u8f7d\u9ad8\u6548\u5206\u914d\u8d44\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u6ce8\u610f: \u5b9a\u671f\u5ba1\u8ba1\u548c\u7075\u6d3b\u8c03\u5ea6\u6709\u52a9\u4e8e\u7ef4\u6301\u4f18\u5316\u5e76\u968f\u65f6\u95f4\u63a8\u79fb\u964d\u4f4eGPU\u6210\u672c\u3002<\/p>\n<\/blockquote>\n<p>\u901a\u8fc7\u4e13\u6ce8\u4e8e\u5408\u7406\u8c03\u6574\u786c\u4ef6\u89c4\u6a21\u3001\u9009\u62e9\u9002\u5f53\u7684GPU\u578b\u53f7\u548c\u52a8\u6001\u6269\u5c55\u8d44\u6e90,\u60a8\u53ef\u4ee5\u964d\u4f4e\u4e91GPU\u652f\u51fa\u5e76\u4e3a\u5de5\u4f5c\u8d1f\u8f7d\u5b9e\u73b0\u66f4\u597d\u7684\u4f18\u5316\u3002<\/p>\n<h2>\u4f7f\u7528\u81ea\u52a8\u6269\u5c55\u4f18\u5316\u8d44\u6e90\u4f7f\u7528<\/h2>\n<h3>\u8bbe\u7f6e\u81ea\u52a8\u6269\u5c55\u7b56\u7565<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u4e3aGPU\u670d\u52a1\u5668\u8bbe\u7f6e\u81ea\u52a8\u6269\u5c55\u7b56\u7565\u6765\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u3002\u81ea\u52a8\u6269\u5c55\u8ba9\u60a8\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8c03\u6574\u8d44\u6e90,\u8fd9\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\u5e76\u51cf\u5c11\u6d6a\u8d39\u3002\u60a8\u5e94\u8be5\u9009\u62e9\u667a\u80fd\u6307\u6807,\u5982\u961f\u5217\u5927\u5c0f\u6216\u5185\u5b58\u538b\u529b,\u800c\u4e0d\u662f\u4ec5\u4ec5\u5173\u6ce8GPU\u5229\u7528\u7387\u3002\u8fd9\u4e9b\u6307\u6807\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5728\u6b63\u786e\u7684\u65f6\u95f4\u89e6\u53d1\u6269\u5c55\u3002\u4f7f\u7528\u57fa\u4e8eKubernetes\u7684Horizontal Pod Autoscaler\u8fdb\u884c\u52a8\u6001\u6269\u5c55\u3002\u60a8\u8fd8\u53ef\u4ee5\u4e3a\u6a21\u578b\u91cd\u8bad\u7ec3\u6216\u6279\u91cf\u63a8\u7406\u7b49\u4efb\u52a1\u5b9e\u65bd\u4e8b\u4ef6\u9a71\u52a8\u7684\u6269\u5c55\u3002\u81ea\u52a8\u5316\u5de5\u5177\u53ef\u4ee5\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668,\u8fd9\u53ef\u4ee5\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u5e76\u4fdd\u6301\u6210\u672c\u8f83\u4f4e\u3002<\/p>\n<ul>\n<li>\n<p>\u9009\u62e9\u961f\u5217\u957f\u5ea6\u548c\u5185\u5b58\u538b\u529b\u7b49\u6307\u6807\u4f5c\u4e3a\u6269\u5c55\u89e6\u53d1\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u667a\u80fd\u5b9e\u4f8b\u5927\u5c0f\u8c03\u6574\u548c\u4f18\u5316\u6279\u5904\u7406\u4ee5\u51cf\u5c11\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<li>\n<p>\u76d1\u63a7GPU\u5229\u7528\u7387\u548c\u8bf7\u6c42\u5ef6\u8fdf\u4ee5\u6301\u7eed\u6539\u8fdb\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u7279\u5b9a\u4efb\u52a1\u8bbe\u7f6e\u4e8b\u4ef6\u9a71\u52a8\u7684\u6269\u5c55\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a: \u6a21\u578b\u611f\u77e5\u6269\u5c55\u6709\u52a9\u4e8e\u9ad8\u6548\u5206\u914d\u8d44\u6e90\u5e76\u5e73\u8861\u5ef6\u8fdf\u548c\u6210\u672c\u3002<\/p>\n<\/blockquote>\n<h3>\u4f7f\u7528\u6309\u9700\u548c\u7ade\u4ef7\u5b9e\u4f8b<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u6df7\u5408\u4f7f\u7528\u6309\u9700\u548c\u7ade\u4ef7GPU\u5b9e\u4f8b\u6765\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u3002\u6309\u9700\u5b9e\u4f8b\u63d0\u4f9b\u6709\u4fdd\u8bc1\u7684\u53ef\u7528\u6027\u548c\u53ef\u9884\u6d4b\u7684\u6210\u672c\u3002\u7ade\u4ef7\u5b9e\u4f8b\u53ef\u4ee5\u8282\u770160-90%\u7684\u6210\u672c,\u4f46\u53ef\u80fd\u4f1a\u5728\u77ed\u65f6\u95f4\u901a\u77e5\u540e\u88ab\u4e2d\u65ad\u3002\u7ade\u4ef7\u5b9e\u4f8b\u9002\u7528\u4e8e\u975e\u5173\u952e\u5de5\u4f5c\u8d1f\u8f7d,\u5982\u6279\u5904\u7406\u6216\u6a21\u578b\u8bad\u7ec3\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\u865a\u62df\u673a<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7ade\u4ef7\u865a\u62df\u673a<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u4ef7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u4ef7,\u53ef\u9884\u6d4b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8282\u770160-90%,\u6d6e\u52a8<\/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\u8bc1<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d6\u51b3\u4e8e\u5bb9\u91cf<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e2d\u65ad<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6c38\u4e0d\u4e2d\u65ad<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u80fd\u5feb\u901f\u7ec8\u6b62<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u7ade\u4ef7\u5b9e\u4f8b\u6709\u52a9\u4e8e\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u5e76\u964d\u4f4eGPU\u6210\u672c,\u4f46\u60a8\u5e94\u907f\u514d\u5c06\u5176\u7528\u4e8e\u9700\u8981\u9ad8\u6027\u80fd\u548c\u9ad8\u53ef\u7528\u6027\u7684\u5173\u952e\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n<h3>\u5e73\u8861\u6027\u80fd\u548c\u6210\u672c<\/h3>\n<p>\u5728\u4f7f\u7528GPU\u670d\u52a1\u5668\u7684\u81ea\u52a8\u6269\u5c55\u65f6,\u60a8\u9700\u8981\u5e73\u8861\u6027\u80fd\u548c\u6210\u672c\u3002\u9009\u62e9\u6027\u5730\u4f7f\u7528CPU\u548cGPU\u8d44\u6e90\u53ef\u4ee5\u4f18\u5316\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u5de5\u4f5c\u8d1f\u8f7d\u5408\u7406\u8c03\u6574GPU\u5b9e\u4f8b\u89c4\u6a21\u5e76\u907f\u514d\u8fc7\u5ea6\u914d\u7f6e\u3002\u591a\u5b9e\u4f8bGPU\u8ba9\u60a8\u53ef\u4ee5\u6700\u5927\u5316\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u3002\u627f\u8bfa\u4f7f\u7528\u6298\u6263\u63d0\u4f9b\u957f\u671f\u8282\u7701\u3002\u81ea\u52a8\u5316\u548c\u7f16\u6392\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u60a8\u52a8\u6001\u5206\u914d\u8d44\u6e90\u5e76\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u7ade\u4ef7\u5b9e\u4f8b\u5b9e\u73b0\u7ecf\u6d4e\u9ad8\u6548\u7684GPU\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u6bcf\u4e2a\u5de5\u4f5c\u8d1f\u8f7d\u5408\u7406\u8c03\u6574GPU\u670d\u52a1\u5668\u89c4\u6a21\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a2\u7d22\u591a\u5b9e\u4f8bGPU\u4ee5\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u627f\u8bfa\u4f7f\u7528\u6298\u6263\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u81ea\u52a8\u6269\u5c55\u6709\u52a9\u4e8e\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u3001\u63d0\u9ad8\u6027\u80fd\u548c\u63a7\u5236\u6210\u672c\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u81ea\u52a8\u5316\u3001\u52a8\u6001\u5206\u914d\u548c\u667a\u80fd\u7f16\u6392\u6765\u5b9e\u73b0\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<h2>\u901a\u8fc7\u5171\u4eab\u63d0\u9ad8GPU\u5229\u7528\u7387<\/h2>\n<h3>\u914d\u7f6e\u5171\u4eab\u73af\u5883<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u5171\u4eab\u73af\u5883\u6765\u63d0\u9ad8GPU\u5229\u7528\u7387\u3002\u5171\u4eabGPU\u73af\u5883\u8ba9\u60a8\u53ef\u4ee5\u5728\u540c\u4e00\u786c\u4ef6\u4e0a\u8fd0\u884c\u591a\u4e2a\u5de5\u4f5c\u8d1f\u8f7d,\u8fd9\u6709\u52a9\u4e8e\u907f\u514d\u8d44\u6e90\u7a7a\u95f2\u3002\u5728\u914d\u7f6e\u5171\u4eabGPU\u73af\u5883\u65f6,\u60a8\u9700\u8981\u6ee1\u8db3\u51e0\u4e2a\u6280\u672f\u8981\u6c42\u3002\u8fd9\u4e9b\u8981\u6c42\u786e\u4fdd\u60a8\u7684GPU\u8d44\u6e90\u4fdd\u6301\u5b89\u5168\u548c\u9ad8\u6548\u3002<\/p>\n<ul>\n<li>\n<p>NVIDIA\u7684\u591a\u8fdb\u7a0b\u670d\u52a1(MPS)\u5e2e\u52a9\u60a8\u7ba1\u7406\u4e0d\u540c\u7528\u6237\u7684GPU\u8d44\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>GPU\u5206\u533a\u8ba9\u60a8\u53ef\u4ee5\u5206\u5272NVIDIA A100 GPU,\u4f7f\u591a\u4e2aCUDA\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u540c\u65f6\u8fd0\u884c\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u7684CPU\u5fc5\u987b\u652f\u6301IOMMU DMA\u4f4d\u8ddf\u8e2a,\u5982Intel VT-D\u6216AMD-Vi\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u7684\u64cd\u4f5c\u7cfb\u7edf\u5305\u62ecWindows Server 2025\u53ca\u66f4\u65b0\u7248\u672c,\u4ee5\u53ca\u591a\u4e2a\u7248\u672c\u7684Linux Ubuntu\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528NVIDIA A2\u3001A10\u3001A16\u548cA40\u7b49GPU\u7528\u4e8e\u5171\u4eab\u73af\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u60a8\u9700\u8981NVIDIA vGPU Software v18.x\u6216\u66f4\u9ad8\u7248\u672c\u624d\u80fd\u542f\u7528GPU\u5206\u533a\u548c\u5b9e\u65f6\u8fc1\u79fb\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f53\u60a8\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\u65f6,\u60a8\u5c06\u521b\u5efa\u4e00\u4e2a\u7075\u6d3b\u7684GPU\u73af\u5883\u3002\u60a8\u53ef\u4ee5\u5728\u4e0d\u8d2d\u4e70\u989d\u5916\u786c\u4ef6\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u66f4\u591a\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8282\u7701\u8d44\u91d1\u5e76\u66f4\u6709\u6548\u5730\u4f7f\u7528GPU\u8d44\u6e90\u3002<\/p>\n<h3>\u591a\u79df\u6237\u4f18\u52bf<\/h3>\n<p>\u591a\u79df\u6237\u5141\u8bb8\u60a8\u5728\u4e0d\u540c\u7528\u6237\u6216\u56e2\u961f\u4e4b\u95f4\u5171\u4eabGPU\u96c6\u7fa4\u3002\u60a8\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u8d44\u6e90\u5206\u914d\u548c\u66f4\u4f4e\u7684\u6210\u672c\u3002\u4e0b\u8868\u663e\u793a\u4e86\u591a\u79df\u6237\u5982\u4f55\u6539\u5584GPU\u5229\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>\u4f18\u52bf<\/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\u6237\u901a\u8fc7\u8ba9\u591a\u4e2a\u5e94\u7528\u5171\u4eab\u4e00\u4e2a\u96c6\u7fa4\u6765\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u5229\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ef\u4ee5\u5c06GPU\u8d44\u6e90\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u5de5\u4f5c\u8d1f\u8f7d,\u9632\u6b62\u6d6a\u8d39\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u6269\u5c55\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u53ef\u4ee5\u8f7b\u677e\u6269\u5c55GPU\u5bc6\u96c6\u578b\u5e94\u7528,\u65e0\u9700\u6784\u5efa\u4e2a\u4eba\u96c6\u7fa4\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>\u865a\u62df\u96c6\u7fa4\u5e2e\u52a9\u60a8\u63a7\u5236\u8d44\u6e90\u7ba1\u7406\u548c\u8ba1\u8d39\u4ee5\u5b9e\u73b0\u51c6\u786e\u8ddf\u8e2a\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7b80\u5316\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u60a8\u5728\u4e00\u4e2a\u6846\u67b6\u4e2d\u76d1\u63a7\u591a\u4e2a\u79df\u6237\u73af\u5883,\u8fd9\u964d\u4f4e\u4e86\u7ba1\u7406\u5f00\u9500\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u591a\u79df\u6237\u4f7f\u60a8\u7684GPU\u670d\u52a1\u5668\u79df\u7528\u66f4\u52a0\u7075\u6d3b\u3002\u60a8\u53ef\u4ee5\u8fd0\u884c\u66f4\u591a\u4f5c\u4e1a\u3001\u6839\u636e\u9700\u8981\u6269\u5c55\u5e76\u4fdd\u6301\u6210\u672c\u8f83\u4f4e\u3002\u8fd9\u79cd\u7b56\u7565\u5e2e\u52a9\u60a8\u5145\u5206\u5229\u7528GPU\u6295\u8d44\u3002<\/p>\n<h2>GPU\u6548\u7387\u7684\u4ee3\u7801\u4f18\u5316<\/h2>\n<h3>\u63d0\u9ad8GPU\u5229\u7528\u7387<\/h3>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316\u4ee3\u7801\u7684\u5e76\u884c\u6027\u6765\u63d0\u9ad8GPU\u6548\u7387\u3002\u5f53\u60a8\u4f7f\u7528GPU\u611f\u77e5\u5e93\u65f6,\u60a8\u53ef\u4ee5\u5728\u6bcf\u4e2aGPU\u4e0a\u5747\u5300\u5206\u914d\u5de5\u4f5c\u8d1f\u8f7d\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u5e76\u51cf\u5c11\u7a7a\u95f2\u65f6\u95f4\u3002\u60a8\u5e94\u8be5\u4f7f\u7528NVIDIA Nsight\u6216TensorBoard\u7b49\u5de5\u5177\u76d1\u63a7\u548c\u57fa\u51c6\u6d4b\u8bd5\u60a8\u7684GPU\u4f7f\u7528\u60c5\u51b5\u3002\u8fd9\u4e9b\u5de5\u5177\u5e2e\u52a9\u60a8\u53d1\u73b0\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u5e76\u8c03\u6574\u4ee3\u7801\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<ul>\n<li>\n<p>\u4f18\u5316\u4ee3\u7801\u4ee5\u5b9e\u73b0\u5e76\u884c\u6267\u884c,\u6700\u5927\u5316GPU\u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528CUDA\u3001cuDNN\u548cPyTorch\u7b49\u5e93\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u5de5\u4f5c\u8d1f\u8f7d\u5206\u914d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u76d1\u63a7\u5de5\u5177\u8ddf\u8e2aGPU\u6027\u80fd\u4ee5\u8bc6\u522b\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u6269\u5c55GPU\u8d44\u6e90\u4ee5\u5339\u914d\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a: \u6301\u7eed\u57fa\u51c6\u6d4b\u8bd5\u6709\u52a9\u4e8e\u7ef4\u6301\u9ad8GPU\u6027\u80fd\u5e76\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<\/blockquote>\n<h3>\u7b80\u5316\u6570\u636e\u7ba1\u9053<\/h3>\n<p>\u9ad8\u6548\u7684\u6570\u636e\u7ba1\u9053\u5728GPU\u4f18\u5316\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\u60a8\u9700\u8981\u9884\u53d6\u548c\u5e76\u884c\u5316\u6570\u636e\u52a0\u8f7d\u4ee5\u4fdd\u6301GPU\u5fd9\u788c\u3002\u7f13\u6162\u7684\u6570\u636e\u5904\u7406\u53ef\u80fd\u9020\u6210\u74f6\u9888\u5e76\u964d\u4f4e\u6027\u80fd\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528NVIDIA DALI\u7b49\u9ad8\u6027\u80fd\u5e93\u6765\u52a0\u901f\u6570\u636e\u5904\u7406\u3002\u5206\u6790\u548c\u76d1\u63a7\u60a8\u7684\u6570\u636e\u7ba1\u9053\u6709\u52a9\u4e8e\u60a8\u5feb\u901f\u53d1\u73b0\u548c\u4fee\u590d\u8584\u5f31\u73af\u8282\u3002<\/p>\n<ul>\n<li>\n<p>\u7b80\u5316\u6570\u636e\u7ba1\u9053\u4ee5\u63d0\u9ad8GPU\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u51cf\u5c11\u6570\u636e\u5904\u7406\u4e2d\u7684\u74f6\u9888\u4ee5\u52a0\u5feb\u5904\u7406\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5206\u6790\u5de5\u5177\u76d1\u63a7\u7ba1\u9053\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u9ad8\u6027\u80fd\u5e93\u4ee5\u63d0\u9ad8\u541e\u5410\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\u672f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f18\u52bf<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6570\u636e\u9884\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4fdd\u6301GPU\u6301\u7eed\u83b7\u5f97\u65b0\u6570\u636e<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e76\u884c\u52a0\u8f7d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u51cf\u5c11GPU\u7a7a\u95f2\u65f6\u95f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DALI\u96c6\u6210<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52a0\u5feb\u6570\u636e\u5904\u7406\u901f\u5ea6<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u6ce8\u610f: \u8bbe\u8ba1\u826f\u597d\u7684\u6570\u636e\u7ba1\u9053\u53ef\u786e\u4fdd\u60a8\u7684GPU\u4ee5\u5cf0\u503c\u6027\u80fd\u8fd0\u884c\u3002<\/p>\n<\/blockquote>\n<h3>\u51cf\u5c11\u74f6\u9888<\/h3>\n<p>\u60a8\u5fc5\u987b\u89e3\u51b3\u74f6\u9888\u95ee\u9898\u624d\u80fd\u53d1\u6325GPU\u7684\u5168\u90e8\u6f5c\u529b\u3002\u5b58\u50a8\u74f6\u9888\u4f1a\u51cf\u6162\u64cd\u4f5c\u901f\u5ea6,\u56e0\u6b64\u9700\u8981\u5347\u7ea7\u5230SSD\u6216\u5206\u5e03\u5f0f\u5b58\u50a8\u3002\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u74f6\u9888\u901a\u5e38\u6765\u81ea\u4f4e\u6548\u7684\u4ee3\u7801\u3002\u4f7f\u7528\u5206\u6790\u5de5\u5177\u6765\u68c0\u6d4b\u548c\u91cd\u6784\u8fd9\u4e9b\u95ee\u9898\u3002CPU\u548c\u5185\u5b58\u74f6\u9888\u9650\u5236\u4e86GPU\u6027\u80fd,\u56e0\u6b64\u8003\u8651\u4f7f\u7528\u5782\u76f4\u6269\u5c55\u8fdb\u884c\u5feb\u901f\u4fee\u590d,\u4f7f\u7528\u6c34\u5e73\u6269\u5c55\u5b9e\u73b0\u957f\u671f\u589e\u957f\u3002\u6570\u636e\u5e93\u74f6\u9888\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316\u67e5\u8be2\u548c\u4f7f\u7528\u7d22\u5f15\u6765\u89e3\u51b3\u3002\u7f51\u7edc\u9650\u5236\u4e5f\u4f1a\u5f71\u54cdGPU\u6027\u80fd;\u5347\u7ea7\u5e26\u5bbd\u548c\u4f7f\u7528CDN\u53ef\u4ee5\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n<ul>\n<li>\n<p>\u4f18\u5316\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u4ee5\u5b9e\u73b0\u66f4\u6d41\u7545\u7684GPU\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5347\u7ea7\u786c\u4ef6\u4ee5\u6d88\u9664\u76f4\u63a5\u74f6\u9888\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5206\u6790\u5de5\u5177\u67e5\u627e\u548c\u4fee\u590d\u5185\u5b58\u6cc4\u6f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u6570\u636e\u5e93\u67e5\u8be2\u548c\u7d22\u5f15\u4ee5\u52a0\u5feb\u8bbf\u95ee\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u6539\u5584\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd\u4ee5\u63d0\u5347GPU\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u6301\u7eed\u76d1\u63a7GPU\u6307\u6807\u4ee5\u7ef4\u6301\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<pre><code># \u793a\u4f8b: \u5728PyTorch\u4e2d\u5206\u6790GPU\u4f7f\u7528\u60c5\u51b5\r\nimport torch\r\nprint(torch.cuda.memory_summary())\r\n<\/code><\/pre>\n<blockquote>\n<p>\u8b66\u544a: \u5b9a\u671f\u76d1\u63a7\u5e76\u5feb\u901f\u5904\u7406\u74f6\u9888\u53ef\u4ee5\u4fdd\u6301GPU\u9ad8\u6548\u8fd0\u884c\u5e76\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<\/blockquote>\n<h2>\u76d1\u63a7\u548c\u81ea\u52a8\u5316\u4ee5\u9632\u6b62\u6d6a\u8d39<\/h2>\n<h3>\u8ddf\u8e2a\u7a7a\u95f2GPU\u4f7f\u7528\u60c5\u51b5<\/h3>\n<p>\u60a8\u9700\u8981\u8ddf\u8e2a\u7a7a\u95f2GPU\u4f7f\u7528\u60c5\u51b5\u4ee5\u907f\u514d\u6d6a\u8d39\u8d44\u6e90\u548c\u8d44\u91d1\u3002\u5f53\u60a8\u76d1\u63a7GPU\u4f7f\u7528\u60c5\u51b5\u65f6,\u60a8\u53ef\u4ee5\u5728\u6210\u672c\u4e0a\u5347\u4e4b\u524d\u53d1\u73b0\u5229\u7528\u7387\u4e0d\u8db3\u7684\u6a21\u5f0f\u5e76\u91c7\u53d6\u884c\u52a8\u3002\u8bb8\u591a\u7ec4\u7ec7\u4f7f\u7528\u4e13\u95e8\u7684\u5de5\u5177\u6765\u83b7\u53d6GPU\u4f7f\u7528\u60c5\u51b5\u548c\u6027\u80fd\u7684\u8be6\u7ec6\u6d1e\u5bdf\u3002\u8fd9\u4e9b\u5de5\u5177\u5e2e\u52a9\u60a8\u4e86\u89e3\u54ea\u4e9b\u670d\u52a1\u5668\u5904\u4e8e\u7a7a\u95f2\u72b6\u6001,\u54ea\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u9700\u8981\u66f4\u591a\u8d44\u6e90\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u7528\u4e8e\u8ddf\u8e2a\u7f8e\u56fd\u670d\u52a1\u5668\u79df\u7528\u4e2d\u7a7a\u95f2GPU\u4f7f\u7528\u60c5\u51b5\u7684\u6d41\u884c\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\u79f0<\/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\u6570\u636e\u4e2d\u5fc3\u76d1\u63a7\u5de5\u5177<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7528\u4e8e\u7ba1\u7406\u548c\u76d1\u63a7\u6570\u636e\u4e2d\u5fc3GPU\u7684\u6846\u67b6,\u63d0\u4f9b\u4f18\u5316\u6240\u9700\u7684\u6307\u6807\u548c\u9065\u6d4b\u6570\u636e\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DCGM (\u6570\u636e\u4e2d\u5fc3GPU\u7ba1\u7406\u5668)<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u4f9bAPI\u548c\u5de5\u5177\u4ee5\u5927\u89c4\u6a21\u89c2\u5bdf\u3001\u63a7\u5236\u548c\u4f18\u5316GPU\u8d44\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>\u7edf\u4e00\u76d1\u63a7\u5c42,\u5c06\u4f5c\u4e1a\u9636\u6bb5\u4e0eGPU\u9065\u6d4b\u5173\u8054\u4ee5\u66f4\u597d\u5730\u4e86\u89e3\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u5e94\u8be5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u6536\u96c6GPU\u4f7f\u7528\u60c5\u51b5\u7684\u5b9e\u65f6\u6570\u636e\u3002\u8fd9\u4e9b\u4fe1\u606f\u53ef\u4ee5\u5e2e\u52a9\u60a8\u505a\u51fa\u5173\u4e8e\u8d44\u6e90\u5206\u914d\u548c\u670d\u52a1\u5668\u7ba1\u7406\u7684\u660e\u667a\u51b3\u7b56\u3002\u5f53\u60a8\u8ddf\u8e2a\u4f7f\u7528\u60c5\u51b5\u65f6,\u60a8\u53ef\u4ee5\u4e3a\u4f4e\u5229\u7528\u7387\u8bbe\u7f6e\u8b66\u62a5,\u5e76\u9632\u6b62\u7a7a\u95f2\u670d\u52a1\u5668\u6d88\u8017\u60a8\u7684\u9884\u7b97\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u5b9a\u671f\u76d1\u63a7GPU\u4f7f\u7528\u60c5\u51b5\u6709\u52a9\u4e8e\u53ca\u65e9\u53d1\u73b0\u6548\u7387\u95ee\u9898\u5e76\u4fdd\u6301\u8fd0\u8425\u987a\u7545\u3002<\/p>\n<\/blockquote>\n<h3>\u81ea\u52a8\u5173\u95ed\u7a7a\u95f2\u670d\u52a1\u5668<\/h3>\n<p>\u81ea\u52a8\u5316\u5728\u9632\u6b62\u8d44\u6e90\u6d6a\u8d39\u65b9\u9762\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u7cfb\u7edf\u5728\u4e0d\u9700\u8981\u65f6\u5173\u95ed\u7a7a\u95f2\u7684GPU\u670d\u52a1\u5668\u3002\u8fd9\u4e00\u6b65\u9aa4\u53ef\u4ee5\u8282\u7701\u8d44\u91d1\u5e76\u63d0\u9ad8\u6574\u4f53\u6548\u7387\u3002\u60a8\u5e94\u8be5\u6bcf\u6708\u5ba1\u8ba1\u60a8\u7684\u7a7a\u95f2GPU\u4f7f\u7528\u60c5\u51b5\u3002\u5982\u679c\u60a8\u770b\u5230\u5229\u7528\u7387\u4f4e\u4e8e60%,\u60a8\u53ef\u80fd\u6b63\u5728\u4e3a\u672a\u4f7f\u7528\u7684\u8d44\u6e90\u4ed8\u8d39\u3002<\/p>\n<p>\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u81ea\u52a8\u5173\u673a\u5e76\u4f18\u5316GPU\u4f7f\u7528:<\/p>\n<ol>\n<li>\n<p>\u5ba1\u8ba1\u60a8\u7684\u7a7a\u95f2GPU\u65f6\u95f4\u3002\u68c0\u67e5\u8fc7\u53bb30\u5929\u7684\u4f7f\u7528\u6307\u6807\u3002\u5982\u679c\u60a8\u770b\u5230\u5229\u7528\u7387\u4f4e,\u8003\u8651\u51cf\u5c11\u5bb9\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u65bd\u57fa\u672c\u9884\u7b97\u8b66\u62a5\u3002\u5728\u6708\u5ea6\u9884\u7b97\u768475%\u548c90%\u5904\u8bbe\u7f6e\u652f\u51fa\u8b66\u62a5\u4ee5\u907f\u514d\u610f\u5916\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u6279\u5904\u7406\u4e0e\u5b9e\u65f6\u5de5\u4f5c\u8d1f\u8f7d\u5206\u5f00\u3002\u5c06\u975e\u7d27\u6025\u4efb\u52a1\u8f6c\u79fb\u5230\u8ba1\u5212\u7684\u6216\u4f4e\u6210\u672c\u5b9e\u4f8b\u4ee5\u8282\u7701\u8d44\u91d1\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u67e5\u60a8\u7684\u51b7\u5374\u8bbe\u7f6e\u3002\u8c03\u6574\u81ea\u52a8\u7f29\u653e\u7b56\u7565\u4ee5\u51cf\u5c11\u5728\u4f4e\u5cf0\u671f\u7684\u6d6a\u8d39\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u6839\u636e\u6301\u7eed\u7684\u4f4e\u5229\u7528\u7387\u89e6\u53d1\u7f29\u51cf\u4e8b\u4ef6\u3002\u4f8b\u5982,\u8bbe\u7f6e\u4e00\u4e2a\u9608\u503c,\u5982\u679cGPU\u4f7f\u7528\u7387\u572810\u5206\u949f\u5185\u4f4e\u4e8e40%,\u7cfb\u7edf\u5c06\u81ea\u52a8\u5173\u95ed\u7a7a\u95f2\u7684GPU\u670d\u52a1\u5668\u3002<\/p>\n<\/blockquote>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528Kubernetes\u7b49\u7f16\u6392\u5e73\u53f0\u6765\u81ea\u52a8\u6267\u884c\u8fd9\u4e9b\u64cd\u4f5c\u3002\u52a8\u6001\u786c\u4ef6\u865a\u62df\u5316\u4e5f\u6709\u52a9\u4e8e\u5feb\u901f\u56de\u6536\u672a\u4f7f\u7528\u7684GPU\u8d44\u6e90\u3002\u81ea\u52a8\u5316\u786e\u4fdd\u60a8\u53ea\u4e3a\u4f7f\u7528\u7684\u8d44\u6e90\u4ed8\u8d39,\u5e76\u4fdd\u6301\u57fa\u7840\u8bbe\u65bd\u7cbe\u7b80\u3002<\/p>\n<h3>\u8bbe\u7f6e\u8b66\u62a5\u548c\u67e5\u770b\u62a5\u544a<\/h3>\n<p>\u8bbe\u7f6e\u8b66\u62a5\u548c\u67e5\u770b\u62a5\u544a\u53ef\u4ee5\u5e2e\u52a9\u60a8\u63d0\u524d\u53d1\u73b0\u95ee\u9898\u5e76\u4f18\u5316GPU\u4f7f\u7528\u3002\u60a8\u5e94\u8be5\u5b9a\u4e49\u6e05\u6670\u7684\u76d1\u63a7\u76ee\u6807,\u5e76\u8ddf\u8e2a\u8d44\u6e90\u5229\u7528\u7387\u3001\u63a8\u7406\u65f6\u95f4\u548c\u6bcf\u6b21\u63a8\u7406\u6210\u672c\u7b49\u6307\u6807\u3002\u4f7f\u7528nvidia-smi\u7b49\u5de5\u5177\u83b7\u53d6\u5b9e\u65f6GPU\u4f7f\u7528\u60c5\u51b5\u6d1e\u5bdf\u3002<\/p>\n<p>\u8b66\u62a5\u548c\u62a5\u544a\u7684\u6700\u4f73\u5b9e\u8df5\u5305\u62ec:<\/p>\n<ol>\n<li>\n<p>\u8bbe\u7f6e\u76d1\u63a7\u76ee\u6807\u3002\u8ddf\u8e2a\u8d44\u6e90\u4f7f\u7528\u3001\u6027\u80fd\u548c\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u76d1\u63a7\u5de5\u5177\u3002\u83b7\u53d6GPU\u4f7f\u7528\u60c5\u51b5\u548c\u7cfb\u7edf\u5065\u5eb7\u72b6\u51b5\u7684\u5b9e\u65f6\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u8d44\u6e90\u3002\u5e94\u7528\u6279\u5904\u7406\u548c\u5185\u5b58\u7ba1\u7406\u7b49\u7b56\u7565\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u7f6e\u8b66\u62a5\u3002\u4f7f\u7528\u8b66\u544a\u3001\u4e25\u91cd\u8b66\u62a5\u548c\u7d27\u6025\u60c5\u51b5\u7684\u9608\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ef4\u62a4\u7cfb\u7edf\u3002\u8fdb\u884c\u6bcf\u65e5\u3001\u6bcf\u5468\u548c\u6bcf\u6708\u5ba1\u67e5\u4ee5\u786e\u4fdd\u8fd0\u8425\u987a\u7545\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u60a8\u5e94\u8be5\u6ce8\u610f\u8fd9\u4e9b\u8ff9\u8c61:<\/p>\n<ul>\n<li>\n<p>\u5229\u7528\u7387\u6301\u7eed\u4fdd\u6301\u9ad8\u4f4d<\/p>\n<\/li>\n<li>\n<p>\u5185\u5b58\u4f7f\u7528\u63a5\u8fd1\u6216\u8d85\u8fc7\u9650\u5236<\/p>\n<\/li>\n<li>\n<p>\u5904\u7406\u961f\u5217\u663e\u8457\u589e\u957f<\/p>\n<\/li>\n<li>\n<p>\u9519\u8bef\u7387\u8d85\u8fc7\u53ef\u63a5\u53d7\u6c34\u5e73<\/p>\n<\/li>\n<li>\n<p>\u6e29\u5ea6\u4fdd\u6301\u5728\u5b89\u5168\u8fd0\u884c\u8303\u56f4\u4ee5\u4e0a<\/p>\n<\/li>\n<\/ul>\n<p>\u5b9a\u671f\u5ba1\u67e5\u6709\u52a9\u4e8e\u5728\u95ee\u9898\u53d8\u5f97\u4ee3\u4ef7\u9ad8\u6602\u4e4b\u524d\u53d1\u73b0\u5b83\u4eec\u3002\u60a8\u5e94\u8be5\u6bcf\u5929\u68c0\u67e5\u8b66\u62a5\u65e5\u5fd7,\u6bcf\u5468\u68c0\u67e5\u4f7f\u7528\u8d8b\u52bf,\u5e76\u6bcf\u6708\u91cd\u65b0\u6821\u51c6\u57fa\u51c6\u3002\u66f4\u65b0\u60a8\u7684\u76d1\u63a7\u5de5\u5177\u5e76\u6d4b\u8bd5\u707e\u96be\u6062\u590d\u8ba1\u5212\u4ee5\u4fdd\u6301GPU\u57fa\u7840\u8bbe\u65bd\u53ef\u9760\u3002<\/p>\n<blockquote>\n<p>\u6ce8\u610f: \u81ea\u52a8\u5316\u548c\u5b9a\u671f\u62a5\u544a\u4f7fGPU\u7ba1\u7406\u66f4\u5bb9\u6613\u4e14\u66f4\u6709\u6548\u3002\u91cf\u5316\u3001\u7f16\u6392\u548c\u52a8\u6001\u786c\u4ef6\u865a\u62df\u5316\u90fd\u6709\u52a9\u4e8e\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u5e76\u9632\u6b62\u6d6a\u8d39\u3002<\/p>\n<\/blockquote>\n<pre><code># \u793a\u4f8b: \u4f7f\u7528nvidia-smi\u76d1\u63a7GPU\u4f7f\u7528\u60c5\u51b5\r\n!nvidia-smi --query-gpu=utilization.gpu,memory.used --format=csv\r\n<\/code><\/pre>\n<p>\u60a8\u53ef\u4ee5\u7ed3\u5408\u76d1\u63a7\u3001\u81ea\u52a8\u5316\u548c\u667a\u80fd\u8b66\u62a5\u6765\u4fdd\u6301GPU\u4f7f\u7528\u7387\u9ad8\u548c\u6210\u672c\u4f4e\u3002\u5f53\u60a8\u4f7f\u7528\u8fd9\u4e9b\u7b56\u7565\u65f6,\u60a8\u4e3a\u9ad8\u6548\u7684GPU\u7ba1\u7406\u5efa\u7acb\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<h2>\u9009\u62e9\u670d\u52a1\u63d0\u4f9b\u5546\u548c\u5b9a\u4ef7\u6a21\u578b<\/h2>\n<h3>\u6bd4\u8f83\u7f8e\u56fdGPU\u670d\u52a1\u5668\u79df\u7528\u9009\u9879<\/h3>\n<p>\u60a8\u5728\u505a\u51b3\u5b9a\u4e4b\u524d\u9700\u8981\u6bd4\u8f83\u7f8e\u56fdGPU\u670d\u52a1\u5668\u79df\u7528\u63d0\u4f9b\u5546\u3002\u6bcf\u4e2a\u63d0\u4f9b\u5546\u63d0\u4f9b\u4e0d\u540c\u7684GPU\u578b\u53f7\u3001\u5b9a\u4ef7\u548c\u529f\u80fd\u3002\u6709\u4e9b\u4e13\u6ce8\u4e8e\u9ad8\u901f\u7f51\u7edc,\u800c\u5176\u4ed6\u5219\u63d0\u4f9b\u5373\u65f6GPU\u8bbf\u95ee\u6216\u673a\u5668\u5b66\u4e60\u7279\u6b8a\u5de5\u5177\u3002\u4e0b\u8868\u663e\u793a\u4e86\u4e3b\u8981\u63d0\u4f9b\u5546\u7684GPU\u4ea7\u54c1\u548c\u8d77\u59cb\u4ef7\u683c\u5bf9\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\u4ea7\u54c1<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6bcf\u5c0f\u65f6\u8d77\u59cb\u4ef7\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\u8ba1\u8d39<\/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,\u968f\u7528\u968f\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,\u7ade\u4ef7\u5b9e\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,\u9884\u7559<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u5e94\u8be5\u67e5\u770b\u6bcf\u4e2a\u63d0\u4f9b\u5546\u63d0\u4f9b\u7684GPU\u578b\u53f7\u3002\u4e00\u4e9b\u63d0\u4f9b\u5546,\u5982Hyperstack,\u652f\u6301NVLink\u548cVM\u4f11\u7720\u4ee5\u63d0\u4f9b\u66f4\u597d\u7684\u6027\u80fd\u548c\u6210\u672c\u8282\u7701\u3002Runpod\u901a\u8fc7FlashBoot\u6280\u672f\u63d0\u4f9b\u5373\u65f6GPU\u8bbf\u95ee\u3002Thunder Compute\u4e13\u6ce8\u4e8e\u8d85\u4f4e\u5b9a\u4ef7\u548c\u5f00\u53d1\u8005\u5de5\u5177\u3002CoreWeave\u9488\u5bf9\u9ad8\u6027\u80fd\u8ba1\u7b97\u548c\u4f4e\u5ef6\u8fdfGPU\u914d\u7f6e\u8fdb\u884c\u4f18\u5316\u3002Lambda Labs\u63d0\u4f9b\u6df7\u5408\u4e91\u548c\u9884\u914d\u7f6e\u7684\u673a\u5668\u5b66\u4e60\u73af\u5883\u3002<\/p>\n<h3>\u8bc4\u4f30\u5b9a\u4ef7\u7ed3\u6784<\/h3>\n<p>\u60a8\u5fc5\u987b\u4e86\u89e3\u5b9a\u4ef7\u7ed3\u6784\u4ee5\u907f\u514d\u9ad8\u989d\u5c0f\u65f6\u8ba1\u8d39\u5e76\u964d\u4f4e\u4e91\u670d\u52a1\u5668\u79df\u7528\u8d26\u5355\u3002\u63d0\u4f9b\u5546\u4f7f\u7528\u4e0d\u540c\u7684\u8ba1\u8d39\u65b9\u5f0f,\u5982\u6309\u9700\u3001\u6309\u79d2\u3001\u968f\u7528\u968f\u4ed8\u548c\u9884\u7559\u5b9a\u4ef7\u3002\u6309\u9700\u5b9a\u4ef7\u63d0\u4f9b\u7075\u6d3b\u6027,\u4f46\u9884\u7559\u9009\u9879\u53ef\u4ee5\u5e2e\u52a9\u60a8\u957f\u671f\u964d\u4f4e\u4e91\u670d\u52a1\u5668\u79df\u7528\u8d26\u5355\u3002\u7ade\u4ef7\u5b9e\u4f8b\u63d0\u4f9b\u8f83\u4f4e\u7684\u4ef7\u683c,\u4f46\u60a8\u9700\u8981\u627f\u62c5\u4e2d\u65ad\u98ce\u9669\u3002\u60a8\u5e94\u8be5\u5c06GPU\u9700\u6c42\u4e0e\u5408\u9002\u7684\u5b9a\u4ef7\u6a21\u578b\u5339\u914d,\u4ee5\u6700\u5927\u5316\u6027\u80fd\u5e76\u63a7\u5236\u6210\u672c\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u59cb\u7ec8\u68c0\u67e5\u9690\u85cf\u8d39\u7528\u548c\u6700\u4f4e\u4f7f\u7528\u8981\u6c42\u3002\u8fd9\u4e9b\u53ef\u80fd\u4f1a\u5f71\u54cd\u60a8\u7684\u603bGPU\u652f\u51fa\u3002<\/p>\n<\/blockquote>\n<h3>\u8bc4\u4f30\u652f\u6301\u548c\u7075\u6d3b\u6027<\/h3>\n<p>\u5728\u9009\u62e9GPU\u670d\u52a1\u5668\u79df\u7528\u63d0\u4f9b\u5546\u65f6,\u652f\u6301\u548c\u7075\u6d3b\u6027\u5f88\u91cd\u8981\u3002\u5982\u679c\u9047\u5230\u95ee\u9898,\u60a8\u9700\u8981\u5feb\u901f\u83b7\u5f97\u5e2e\u52a9\u3002\u4e00\u4e9b\u63d0\u4f9b\u5546\u63d0\u4f9b\u4e13\u95e8\u7684\u652f\u6301\u56e2\u961f,\u800c\u5176\u4ed6\u5219\u4f7f\u7528\u793e\u533a\u8bba\u575b\u3002\u7075\u6d3b\u9009\u9879,\u5982VM\u4f11\u7720\u6216\u65e0\u670d\u52a1\u5668\u7aef\u70b9,\u8ba9\u60a8\u80fd\u591f\u5feb\u901f\u8c03\u6574\u8d44\u6e90\u3002\u60a8\u5e94\u8be5\u9009\u62e9\u80fd\u5e2e\u52a9\u60a8\u4f18\u5316GPU\u6027\u80fd\u5e76\u6839\u636e\u9700\u8981\u6269\u5c55\u6216\u6536\u7f29\u7684\u63d0\u4f9b\u5546\u3002<\/p>\n<ul>\n<li>\n<p>Hyperstack: \u9ad8\u901f\u7f51\u7edc\u3001NVLink\u652f\u6301\u3001VM\u4f11\u7720\u3002<\/p>\n<\/li>\n<li>\n<p>Runpod: FlashBoot\u5b9e\u73b0\u5373\u65f6GPU\u542f\u52a8\u3001\u5b89\u5168\/\u793e\u533a\u4e91\u3001LLM\u5c31\u7eea\u7aef\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>Thunder Compute: \u8d85\u4f4e\u5b9a\u4ef7\u3001\u5373\u65f6GPU\u542f\u52a8\u3001\u5f00\u53d1\u8005\u5de5\u5177\u3002<\/p>\n<\/li>\n<li>\n<p>CoreWeave: HPC\u4f18\u5316\u3001InfiniBand\u7f51\u7edc\u3001\u4f4e\u5ef6\u8fdf\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>Lambda Labs: \u6df7\u5408\u4e91\u3001\u9884\u914d\u7f6eML\u73af\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u9009\u62e9\u5177\u6709\u5f3a\u5927\u652f\u6301\u548c\u7075\u6d3b\u529f\u80fd\u7684\u63d0\u4f9b\u5546,\u60a8\u53ef\u4ee5\u63d0\u9ad8GPU\u6027\u80fd\u5e76\u964d\u4f4e\u4e91\u670d\u52a1\u5668\u79df\u7528\u8d26\u5355\u3002\u5728\u505a\u51fa\u627f\u8bfa\u4e4b\u524d,\u59cb\u7ec8\u5ba1\u67e5\u670d\u52a1\u534f\u8bae\u5e76\u6d4b\u8bd5\u652f\u6301\u6e20\u9053\u3002<\/p>\n<h2>\u6301\u7eed\u4f18\u5316\u7684\u6700\u4f73\u5b9e\u8df5<\/h2>\n<h3>\u5b89\u6392\u8d44\u6e90\u5ba1\u8ba1<\/h3>\n<p>\u60a8\u5e94\u8be5\u5b89\u6392\u5b9a\u671f\u8d44\u6e90\u5ba1\u8ba1\u4ee5\u4fdd\u6301GPU\u73af\u5883\u7684\u6548\u7387\u3002\u5ba1\u8ba1\u5e2e\u52a9\u60a8\u627e\u5230\u672a\u4f7f\u7528\u7684GPU\u670d\u52a1\u5668\u5e76\u53d1\u73b0\u4f18\u5316\u673a\u4f1a\u3002\u60a8\u53ef\u4ee5\u5ba1\u67e5\u4f7f\u7528\u62a5\u544a\u5e76\u5c06\u5176\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u8fdb\u884c\u6bd4\u8f83\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u652f\u6301\u6210\u672c\u7ba1\u7406\u5e76\u9632\u6b62\u6d6a\u8d39\u3002\u5c3d\u91cf\u6bcf\u6708\u5ba1\u8ba1\u60a8\u7684GPU\u8d44\u6e90\u3002\u4f7f\u7528\u81ea\u52a8\u5316\u5de5\u5177\u8ddf\u8e2aGPU\u5229\u7528\u7387\u5e76\u751f\u6210\u6e05\u6670\u7684\u62a5\u544a\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a: \u6bcf\u6708\u5ba1\u8ba1\u6709\u52a9\u4e8e\u53ca\u65e9\u53d1\u73b0\u6548\u7387\u95ee\u9898\u5e76\u6539\u5584\u6574\u4f53\u4f18\u5316\u3002<\/p>\n<\/blockquote>\n<h3>\u4fdd\u6301\u6280\u672f\u66f4\u65b0<\/h3>\n<p>\u60a8\u9700\u8981\u4e86\u89e3\u6700\u65b0\u7684GPU\u6280\u672f\u3002\u65b0\u7684\u786c\u4ef6\u548c\u8f6f\u4ef6\u53d1\u5e03\u53ef\u4ee5\u63d0\u5347\u6027\u80fd\u5e76\u964d\u4f4e\u6210\u672c\u3002\u60a8\u53ef\u4ee5\u8ba2\u9605GPU\u4f9b\u5e94\u5546\u7684\u65b0\u95fb\u901a\u8baf\u6216\u52a0\u5165\u5728\u7ebf\u8bba\u575b\u3002\u53c2\u52a0\u7f51\u7edc\u7814\u8ba8\u4f1a\u5e76\u9605\u8bfb\u6280\u672f\u535a\u5ba2\u4ee5\u4e86\u89e3\u65b0\u7684\u4f18\u5316\u7b56\u7565\u3002\u4fdd\u6301\u4fe1\u606f\u66f4\u65b0\u6709\u52a9\u4e8e\u60a8\u5728\u6210\u672c\u7ba1\u7406\u548c\u8d44\u6e90\u5206\u914d\u65b9\u9762\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\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>\u6765\u6e90<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u597d\u5904<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f9b\u5e94\u5546\u65b0\u95fb\u901a\u8baf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u524d\u83b7\u53d6GPU\u66f4\u65b0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7f51\u7edc\u7814\u8ba8\u4f1a<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e86\u89e3\u4f18\u5316\u65b9\u6cd5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6280\u672f\u535a\u5ba2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d1\u73b0\u6210\u672c\u7ba1\u7406\u6280\u5de7<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u57f9\u8bad\u56e2\u961f\u63d0\u9ad8\u6548\u7387<\/h3>\n<p>\u60a8\u5e94\u8be5\u57f9\u8bad\u56e2\u961f\u9ad8\u6548\u4f7f\u7528GPU\u8d44\u6e90\u3002\u8bad\u7ec3\u6709\u7d20\u7684\u5458\u5de5\u53ef\u4ee5\u53d1\u73b0\u74f6\u9888\u5e76\u5e94\u7528\u4f18\u5316\u6280\u672f\u3002\u63d0\u4f9bGPU\u7ba1\u7406\u548c\u6210\u672c\u7ba1\u7406\u7684\u5de5\u4f5c\u574a\u3002\u9f13\u52b1\u56e2\u961f\u5206\u4eab\u6700\u4f73\u5b9e\u8df5\u5e76\u76f8\u4e92\u5b66\u4e60\u3002\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u5b9a\u671f\u57f9\u8bad\u8bfe\u7a0b\u5e76\u63d0\u4f9b\u5728\u7ebf\u8bfe\u7a0b\u8bbf\u95ee\u3002<\/p>\n<ul>\n<li>\n<p>\u4e3e\u529eGPU\u4f18\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\u5728\u7ebf\u57f9\u8bad\u5e73\u53f0\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f: \u6280\u80fd\u719f\u7ec3\u7684\u56e2\u961f\u6709\u52a9\u4e8e\u4fdd\u6301\u9ad8GPU\u5229\u7528\u7387\u5e76\u652f\u6301\u6301\u7eed\u4f18\u5316\u3002<\/p>\n<\/blockquote>\n<div dividerstyle=\"solid\" size=\"large\" color=\"#D1D1D1\" class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid; width: 100%; border-top-color: rgb(209, 209, 209);\"><\/div>\n<\/div>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u5c06GPU\u89c4\u683c\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u5339\u914d\u6765\u907f\u514d\u6d6a\u8d39GPU\u8d44\u6e90\u3002\u4f7f\u7528\u76d1\u63a7\u5de5\u5177\u8ddf\u8e2aGPU\u4f7f\u7528\u60c5\u51b5\u5e76\u81ea\u52a8\u5173\u95ed\u7a7a\u95f2GPU\u670d\u52a1\u5668\u3002\u5408\u7406\u8c03\u6574GPU\u786c\u4ef6\u89c4\u6a21\u5e76\u52a8\u6001\u6269\u5c55GPU\u8d44\u6e90\u3002\u4e3a\u60a8\u7684\u9700\u6c42\u9009\u62e9\u6b63\u786e\u7684GPU\u670d\u52a1\u5668\u79df\u7528\u63d0\u4f9b\u5546\u548c\u5b9a\u4ef7\u6a21\u578b\u3002\u5171\u4eabGPU\u73af\u5883\u5e76\u4f18\u5316\u4ee3\u7801\u4ee5\u63d0\u9ad8GPU\u6548\u7387\u3002\u5b89\u6392\u5b9a\u671fGPU\u5ba1\u8ba1\u5e76\u57f9\u8bad\u56e2\u961f\u7ba1\u7406GPU\u8d44\u6e90\u3002\u53ca\u65f6\u4e86\u89e3GPU\u6280\u672f\u5e76\u7ecf\u5e38\u5ba1\u67e5GPU\u62a5\u544a\u3002<\/p>\n<blockquote>\n<p>\u8bf7\u8bb0\u4f4f: 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