{"id":28087,"date":"2026-03-17T11:00:00","date_gmt":"2026-03-17T03:00:00","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/?p=28087"},"modified":"2026-04-13T10:49:46","modified_gmt":"2026-04-13T02:49:46","slug":"gpu-cloud-server-cost-automation-scripts","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/tech-insights\/gpu-cloud-server-cost-automation-scripts\/","title":{"rendered":"\u81ea\u52a8\u5316\u8d39\u7528\u4f18\u5316\uff1a\u5982\u4f55\u901a\u8fc7\u5de5\u5177\u548c\u811a\u672c\u964d\u4f4e GPU \u4e91\u670d\u52a1\u5668\u6210\u672c\uff1f"},"content":{"rendered":"<p>\u8bb8\u591a\u521a\u521a\u6d89\u8db3 AI \u6a21\u578b\u8bad\u7ec3\u3001\u56fe\u5f62\u6e32\u67d3\u6216\u8005\u9ad8\u5e76\u53d1\u63a8\u7406\u4e1a\u52a1\u7684\u56e2\u961f\uff0c\u5728\u770b\u5230 <strong><a href=\"https:\/\/cn.hostease.com\/\">HostEase<\/a><\/strong> \u524d\u53f0 GPU \u5b9e\u4f8b\u62a5\u4ef7\u65f6\u7684\u7b2c\u4e00\u53cd\u5e94\u53ef\u80fd\u662f\u201c\u8fd9\u5757\u5361\u592a\u8d35\u4e86\u201d\u3002\u7136\u800c\uff0c\u4f5c\u4e3a\u4e00\u7ebf\u7684\u57fa\u7840\u67b6\u6784\u5de5\u7a0b\u5e08\uff0c\u6211\u89c1\u8fc7\u7684\u6240\u6709\u7531\u4e8e\u7b97\u529b\u5bfc\u81f4\u9884\u7b97\u8d85\u6807\u7684\u201c\u60e8\u6848\u201d\uff0c\u771f\u6b63\u7684\u5143\u51f6\u4ece\u6765\u4e0d\u662f GPU 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decoding=\"async\" alt=\"\u81ea\u52a8\u5316\u8d39\u7528\u4f18\u5316\uff1a\u5982\u4f55\u901a\u8fc7\u5de5\u5177\u548c\u811a\u672c\u964d\u4f4e GPU \u4e91\u670d\u52a1\u5668\u6210\u672c\uff1f\" src=\"https:\/\/cn.hostease.com\/blog\/wp-content\/uploads\/2026\/03\/gpu-cost-optimization-cover.webp\" \/><\/p>\n<hr \/>\n<h2>\u4e00\u3001\u544a\u522b\u65e0\u8111\u6269\u5bb9\uff1a\u8ba9\u663e\u5361\u81ea\u5df1\u201c\u8bf4\u8bdd\u201d<\/h2>\n<p>\u7edd\u5927\u591a\u6570\u65e9\u671f\u7684\u8349\u53f0\u73ed\u5b50\u5728\u9047\u5230\u670d\u52a1\u54cd\u5e94\u6162\u65f6\uff0c\u6700\u539f\u59cb\u7684\u903b\u8f91\u5c31\u662f\uff1a\u201c\u663e\u5361\u4e0d\u591f\u4e86\uff0c\u53bb\u63a7\u5236\u53f0\u518d\u5f00\u4e24\u53f0 GPU [\u4e91\u4e3b\u673a](https:\/\/cn.hostease.com\/vps\/)\u201d\u3002\u4f46\u4f60\u771f\u6b63\u786e\u5b9a\u662f\u7b97\u529b\u6ee1\u8f7d\u4e86\u5417\uff1f<\/p>\n<p>\u6211\u4eec\u8981\u505a\u7684\u7b2c\u4e00\u6b65\u964d\u672c\uff0c\u5c31\u662f\u5c06 <strong>\u5e95\u5c42\u786c\u4ef6\u5229\u7528\u7387\u66b4\u9732\u7ed9\u4e0a\u5c42\u63a7\u5236\u5668<\/strong>\u3002\u5728\u751f\u4ea7\u4e91\u539f\u751f\u73af\u5883\u4e2d\uff0c\u6280\u672f\u56e2\u961f\u5fc5\u987b\u629b\u5f03\u5355\u7eaf\u7684 CPU\/\u5185\u5b58\u76d1\u63a7\uff0c\u8f6c\u800c\u90e8\u7f72\u5982 NVIDIA \u7684 <code>DCGM Exporter<\/code>\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u5957\u6302\u4ef6\uff0c\u4f60\u53ef\u4ee5\u5c06\u6781\u5176\u7ec6\u9897\u7c92\u5ea6\u7684\u201c\u7b97\u529b\u4f7f\u7528\u7387\uff08SM Utilization\uff09\u201d\u548c\u201c\u663e\u5b58\u5360\u7528\u91cf\uff08Memory Usage\uff09\u201d\u5b9e\u65f6\u66b4\u6f0f\u7ed9 Prometheus \u76d1\u63a7\u5927\u5c4f\u3002\u4e00\u65e6\u8ba9\u6570\u636e\u900f\u660e\u5316\uff0c\u4f60\u5c31\u4f1a\u9707\u60ca\u5730\u53d1\u73b0\uff0c\u5f88\u591a\u539f\u672c\u4f60\u4ee5\u4e3a\u201c\u706b\u529b\u5168\u5f00\u201d\u7684 <strong><a href=\"https:\/\/cn.hostease.com\/vps-hosting.html\">GPU \u4e91\u67b6\u6784<\/a><\/strong> \u8282\u70b9\uff0c\u5176\u5b9e\u9645\u65e5\u5747\u8d1f\u8f7d\u751a\u81f3\u4e0d\u8db3 15%\u3002<\/p>\n<p><img decoding=\"async\" alt=\"GPU \u4e91\u670d\u52a1\u5668\u81ea\u52a8\u5316\u964d\u672c\u6d41\u7a0b\u77e9\u9635\" src=\"https:\/\/cn.hostease.com\/blog\/wp-content\/uploads\/2026\/03\/gpu-cost-optimization-matrix.webp\" \/><\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u6784\u5efa\u5f39\u6027\u65a9\u6740\u95ed\u73af\uff1aK8s HPA \u4e0e\u5b9a\u65f6\u5173\u673a\u811a\u672c\u7684\u8054\u52a8<\/h2>\n<p>\u53d1\u73b0\u95f2\u7f6e\u53ea\u662f\u5f00\u59cb\uff0c\u6211\u4eec\u9700\u8981\u7cfb\u7edf\u62e5\u6709\u4e00\u53cc\u201c\u81ea\u52a8\u65a9\u6740\u201d\u7684\u65e0\u60c5\u94c1\u624b\u3002<\/p>\n<ul>\n<li><strong>\u5728\u7ebf\u63a8\u7406\u573a\u666f\u7684 HPA \u81ea\u52a8\u7f29\u4f38<\/strong>\uff1a\u501f\u52a9\u4e8e Prometheus Adapter\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u81ea\u5b9a\u4e49\u7684 GPU \u8d1f\u8f7d\u4f5c\u4e3a Kubernetes HPA (\u6c34\u5e73 Pod \u81ea\u52a8\u4f38\u7f29) \u7684\u786c\u6027\u9608\u503c\u3002\u8bbe\u5b9a\u4e00\u4e2a\u76ee\u6807\uff08\u6bd4\u5982\u5229\u7528\u7387 60%\uff09\uff1a\u5f53\u767d\u5929\u5cf0\u503c\u6d41\u91cf\u6d8c\u5165\uff0c\u7cfb\u7edf\u81ea\u52a8\u6a2a\u5411\u6269\u5c55 Pods \u5e76\u5f39\u51fa\u65b0\u7684 GPU \u4e91\u670d\u52a1\u5668\u8282\u70b9\uff1b\u4e00\u65e6\u5b50\u591c\u65f6\u5206\u6d41\u91cf\u9000\u6f6e\uff0c\u7cfb\u7edf\u5c06\u9010\u6b65\u7f29\u51cf Pods\uff0c\u5e76\u5728\u5e95\u5c42\u914d\u5408 Cluster Autoscaler\uff0c\u5f7b\u5e95\u5173\u505c\u5e76\u91ca\u653e\u7a7a\u95f2\u7684 GPU \u4e91\u4e3b\u673a\u8d44\u6e90\u3002<\/li>\n<li><strong>\u7814\u53d1\u8bad\u7ec3\u573a\u666f\u7684\u201c\u4e0b\u73ed\u63a2\u6d4b\u201d<\/strong>\uff1a\u9488\u5bf9\u5f00\u53d1\u4eba\u5458\u7684\u8bd5\u9a8c\u7530\uff0c\u6700\u7b80\u5355\u7c97\u66b4\u7684\u964d\u672c\u6b66\u5668\u5c31\u662f\u4e00\u5c0f\u6bb5\u4f9d\u6258\u4e8e\u5b9a\u65f6\u4efb\u52a1 (CronJob) \u89e6\u53d1\u7684 Python API \u811a\u672c\u3002\u8ba9\u811a\u672c\u6bcf\u5929\u6df1\u591c\u53bb\u626b\u63cf\u5e26\u6709 <code>env: dev_training<\/code> \u6807\u7b7e\u7684\u6240\u6709 GPU \u5b9e\u4f8b\u3002\u53ea\u8981\u63a2\u6d4b\u5230\u8fc7\u53bb\u4e00\u5c0f\u65f6\u5185\u663e\u5361\u8d1f\u8f7d\u4f4e\u4e8e 5%\uff0c\u5c31\u6beb\u4e0d\u7559\u60c5\u5730\u5411\u4e91\u5e73\u53f0 API \u53d1\u9001 <code>StopInstance<\/code> \u5173\u673a\u6307\u4ee4\uff0c\u963b\u6b62\u7b97\u529b\u7684\u7a7a\u8f6c\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e09\u3001\u5c06\u7b97\u529b\u6210\u672c\u6c89\u6dc0\u81f3\u4e1a\u52a1\u65b9\uff0c\u6839\u6cbb\u65e0\u5e8f\u6d6a\u8d39<\/h2>\n<p>\u60f3\u8981\u5728\u6839\u672c\u4e0a\u964d\u4f4e\u4f01\u4e1a\u7ea7\u7684 GPU \u6210\u672c\uff0c\u6280\u672f\u90e8\u7684\u52aa\u529b\u8fd8\u4e0d\u591f\uff0c\u9700\u8981\u5c06\u538b\u529b\u5206\u644a\u7ed9\u4e1a\u52a1\u65b9\u3002\u5229\u7528\u4e91\u670d\u52a1\u5546\u63d0\u4f9b\u7684\u6210\u672c\u63a2\u67e5 API\uff0c\u4f60\u53ef\u4ee5\u7f16\u5199\u4e00\u4e2a\u6bcf\u65e5\u5b9a\u65f6\u751f\u6210\u8d26\u5355\u7684\u81ea\u52a8\u5316\u62a5\u8868\u7cfb\u7edf\uff1a<\/p>\n<p>\u5c06 A \u4e1a\u52a1\u7ebf\uff08\u5982 OCR \u8bc6\u522b\uff09\u548c B \u4e1a\u52a1\u7ebf\uff08\u5982 AIGC \u753b\u56fe\uff09\u6628\u5929\u7684\u7eaf GPU \u7b97\u529b\u6210\u672c\u7cbe\u786e\u5230\u5c0f\u6570\u70b9\uff0c\u901a\u8fc7\u98de\u4e66\/\u9489\u9489\u7684\u673a\u5668\u4eba\u63a8\u9001\u51fa\u53bb\u3002\u4e00\u65e6\u8d39\u7528\u5177\u8c61\u5316\uff0c\u4e1a\u52a1\u65b9\u4f1a\u81ea\u52a8\u5f00\u59cb\u4f18\u5316\u4ed6\u4eec\u7684\u6a21\u578b\u5207\u7247\u548c\u63a8\u7406\u7b97\u6cd5\u3002<\/p>\n<p>\u65e0\u8bba\u4f60\u662f\u8dd1\u4e2a\u5c0f\u6a21\u578b\uff0c\u8fd8\u662f\u90e8\u7f72\u6570\u4e07\u5e76\u53d1\u7684\u884c\u4e1a\u667a\u7b97\u7f51\u7edc\u3002\u4e00\u53f0\u9ad8\u5ea6\u7075\u6d3b\u3001\u968f\u65f6\u80fd\u901a\u8fc7 API \u548c\u811a\u672c\u6267\u884c\u5fae\u79d2\u7ea7\u63a7\u5236\u7684 <strong><a href=\"https:\/\/hostease.com\/dedicated-servers.html\">\u6d77\u5916\u72ec\u7acb GPU \u670d\u52a1\u5668<\/a><\/strong> \u7ed3\u5408\u4e0a\u8fd9\u5957\u81ea\u52a8\u5316\u201c\u6324\u6c34\u5206\u201d\u7684\u673a\u5236\uff0c\u624d\u80fd\u5728\u8fd9\u573a\u767e\u6a21\u5927\u6218\u548c\u7b97\u529b\u8352\u4e2d\u5b58\u6d3b\u4e0b\u6765\u3002<\/p>\n<p>\u5982\u679c\u4f60\u8fd8\u5728\u5ef6\u4f38\u8bc4\u4f30\u76f8\u5173\u65b9\u6848\uff0c\u53ef\u4ee5\u7ee7\u7eed\u67e5\u770b <a href=\"https:\/\/cn.hostease.com\/dedicated-server\/\">\u72ec\u7acb\u670d\u52a1\u5668<\/a>\u3001<a href=\"https:\/\/cn.hostease.com\/blog\/server\/\">\u670d\u52a1\u5668\u4f18\u5316<\/a>\uff0c\u4fbf\u4e8e\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u505a\u8fdb\u4e00\u6b65\u5224\u65ad\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bb8\u591a\u521a\u521a\u6d89\u8db3 AI \u6a21\u578b\u8bad\u7ec3\u3001\u56fe\u5f62\u6e32\u67d3\u6216\u8005\u9ad8\u5e76\u53d1\u63a8\u7406\u4e1a\u52a1\u7684\u56e2\u961f\uff0c\u5728\u770b\u5230 HostEase \u524d\u53f0 GPU \u5b9e\u4f8b\u62a5 &#8230; <a title=\"\u81ea\u52a8\u5316\u8d39\u7528\u4f18\u5316\uff1a\u5982\u4f55\u901a\u8fc7\u5de5\u5177\u548c\u811a\u672c\u964d\u4f4e GPU \u4e91\u670d\u52a1\u5668\u6210\u672c\uff1f\" class=\"read-more\" href=\"https:\/\/cn.hostease.com\/blog\/tech-insights\/gpu-cloud-server-cost-automation-scripts\/\" aria-label=\"\u9605\u8bfb \u81ea\u52a8\u5316\u8d39\u7528\u4f18\u5316\uff1a\u5982\u4f55\u901a\u8fc7\u5de5\u5177\u548c\u811a\u672c\u964d\u4f4e GPU \u4e91\u670d\u52a1\u5668\u6210\u672c\uff1f\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":2,"featured_media":28491,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4254],"tags":[4017,597,493,3636,3976],"class_list":["post-28087","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-insights","tag-ai","tag-gpu","tag-hostease","tag-kubernetes","tag-category"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/cn.hostease.com\/blog\/wp-content\/uploads\/2026\/03\/e8-87-aa-e5-8a-a8-e5-8c-96-e8-b4-b9-e7-94-a8-e4-bc-cover.webp","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/28087","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/comments?post=28087"}],"version-history":[{"count":4,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/28087\/revisions"}],"predecessor-version":[{"id":29233,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/28087\/revisions\/29233"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/media\/28491"}],"wp:attachment":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/media?parent=28087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/categories?post=28087"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/tags?post=28087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}