{"id":10557,"date":"2025-07-28T15:52:02","date_gmt":"2025-07-28T07:52:02","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=10557"},"modified":"2025-07-28T17:32:50","modified_gmt":"2025-07-28T09:32:50","slug":"kubeflow-ixgpu-gpu-partitioning","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/kubeflow-ixgpu-gpu-partitioning","title":{"rendered":"\u7a81\u7834 Kubeflow \u9650\u5236\uff1a\u6578\u4f4d\u7121\u9650 ixGPU \u6a21\u7d44\uff0c\u5be6\u73fe GPU \u9748\u6d3b\u5207\u5272\u8207\u9ad8\u6548\u5229\u7528\uff01"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Kubeflow \u7684\u666e\u53ca\u8207\u6311\u6230\uff1a\u55ae\u4e00 GPU \u5229\u7528\u7387\u74f6\u9838<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.kubeflow.org\/\" data-type=\"link\" data-id=\"https:\/\/www.kubeflow.org\/\" target=\"_blank\" rel=\"noopener\">Kubeflow<\/a> \u4f5c\u70ba\u4e00\u500b\u57fa\u65bc <a href=\"https:\/\/kubernetes.io\/\" data-type=\"link\" data-id=\"https:\/\/kubernetes.io\/\" target=\"_blank\" rel=\"noopener\">Kubernetes<\/a> \u7684\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\uff0c\u8fd1\u5e74\u4f86\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u65e5\u76ca\u666e\u53ca\u3002\u5b83\u8b93\u958b\u767c\u8005\u80fd\u5920\u8f15\u9b06\u69cb\u5efa\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u53ef\u64f4\u5c55\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\uff0c\u4e26\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6a5f\u5668\u5b78\u7fd2\u6d41\u6c34\u7dda\u7ba1\u7406\u3001\u5206\u6563\u5f0f\u8a13\u7df4\u548c\u8d85\u53c3\u6578\u8abf\u512a\u7b49\u512a\u52e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u5118\u7ba1 Kubeflow \u5ee3\u53d7\u6b61\u8fce\uff0c\u5176\u5728\u5be6\u969b\u61c9\u7528\u4e2d\u4ecd\u5b58\u5728\u4e00\u500b\u75db\u9ede\uff1a<strong>\u5b83\u7121\u6cd5\u91dd\u5c0d GPU \u9032\u884c\u5207\u5272\uff0c\u9019\u8b93\u5bf6\u8cb4\u7684\u7b97\u529b\u8cc7\u6e90\u7121\u6cd5\u88ab\u6709\u6548\u5229\u7528<\/strong>\uff0c\u6210\u70ba\u8a31\u591a\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u8005\u7684\u56f0\u64fe\u3002\u7576\u4e00\u5f35 GPU \u53ea\u80fd\u88ab\u55ae\u4e00\u500b\u4efb\u52d9\u7368\u4f54\u6642\uff0c\u7121\u8ad6\u4efb\u52d9\u5be6\u969b\u8cc7\u6e90\u9700\u6c42\u591a\u5be1\uff0c\u90fd\u53ef\u80fd\u9020\u6210\u8cc7\u6e90\u9592\u7f6e\uff0c\u5f71\u97ff\u6574\u9ad4\u958b\u767c\u6548\u7387\u8207\u6210\u672c\u6548\u76ca\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u4f4d\u7121\u9650 AI-Stack ixGPU\uff1a\u70ba Kubeflow \u800c\u751f\u7684\u9ad8\u6548\u6a21\u7d44<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u9019\u500b\u6311\u6230\uff0c\u6578\u4f4d\u7121\u9650\u5e36\u4e86\u9769\u547d\u6027\u7684\u89e3\u6c7a\u65b9\u6848\uff1aAI-Stack ixGPU \u6a21\u7d44\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5be6\uff0c\u6578\u4f4d\u7121\u9650 AI-Stack \u5e73\u53f0\u7684 GPU \u5207\u5272\u6280\u8853\u65e9\u5df2\u7368\u6b65\u696d\u754c\u4e26\u5ee3\u70ba\u4eba\u77e5\u3002\u7136\u800c\uff0c\u6578\u4f4d\u7121\u9650\u4e5f\u6df1\u77e5\u8a31\u591a\u5ba2\u6236\u5df2\u7d93\u7fd2\u6163\u4e86 Kubeflow \u958b\u767c\u74b0\u5883\u7684\u6d41\u66a2\u8207\u4fbf\u5229\uff0c\u5373\u4fbf\u770b\u5230 GPU \u7cbe\u6e96\u5207\u5272\u7684\u5de8\u5927\u6548\u76ca\uff0c\u537b\u82e6\u65bc\u7121\u6cd5\u5c07\u5169\u8005\u5b8c\u7f8e\u7d50\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65bc\u662f\uff0c\u4e00\u500b\u5ff5\u982d\u6d6e\u73fe\u4e86\uff1a\u65e2\u7136\u5ba2\u6236\u5c0d Kubeflow \u5e73\u53f0\u60c5\u6709\u7368\u937e\uff0c\u6211\u5011\u4f55\u4e0d\u8b93\u4ed6\u5011\u5728\u719f\u6089\u7684\u74b0\u5883\u4e2d\uff0c\u4e5f\u80fd\u4eab\u53d7\u5230 AI-Stack \u6210\u719f\u7684 GPU \u5207\u5272\u80fd\u529b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u662f\u70ba\u4e86\u56de\u61c9\u9019\u4efd\u9700\u6c42\uff0c\u6578\u4f4d\u7121\u9650\u7684\u7814\u767c\u5718\u968a\u5168\u529b\u4ee5\u8d74\u6253\u9020\u51fa\u9019\u6b3e\u70ba Kubeflow \u800c\u751f\u7684 AI-Stack ixGPU \u6a21\u7d44\u3002\u5b83\u4e0d\u50c5\u662f\u4e00\u500b\u6280\u8853\u7a81\u7834\uff0c\u66f4\u662f\u6578\u4f4d\u7121\u9650\u50be\u807d\u3001\u7406\u89e3\u4e26\u6eff\u8db3\u5ba2\u6236\u9700\u6c42\u7684\u6700\u4f73\u8b49\u660e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack ixGPU \u6b3e\u6a21\u7d44\u5b8c\u7f8e\u6574\u5408\u4e26\u7a81\u7834 Kubeflow \u5728 GPU \u8cc7\u6e90\u7ba1\u7406\u4e0a\u7684\u9650\u5236\u3002\u5b83\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u8b93\u958b\u767c\u8005\u80fd\u5920\u76f4\u63a5\u5728\u719f\u6089\u7684 Kubeflow \u5e73\u53f0\u4e0a\uff0c\u9748\u6d3b\u5730\u5207\u5272 GPU \u8cc7\u6e90\u3002\u7121\u8ad6\u662f\u5c07\u73cd\u8cb4\u7684\u55ae\u9846 GPU \u5207\u5272\u6210\u591a\u500b\u7368\u7acb\u55ae\u5143\uff0c\u8b93\u4e0d\u540c\u7684\u4efb\u52d9\u90fd\u80fd\u5171\u4eab\u4e26\u9ad8\u6548\u904b\u884c\uff1b\u6291\u6216\u662f\u4f9d\u7167\u5c08\u6848\u7684\u7368\u7279\u9700\u6c42\uff0c\u7cbe\u7d30\u5730\u5206\u914d\u6bcf\u4e00\u4efd\u5bf6\u8cb4\u7684\u7b97\u529b\uff0c\u90fd\u80fd\u8f15\u9b06\u5be6\u73fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u4f4d\u7121\u9650\u7684 ixGPU \u6a21\u7d44\u5982\u4f55\u8ce6\u80fd Kubeflow \u958b\u767c\u8005\uff1f\u6838\u5fc3\u512a\u52e2\u89e3\u6790<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f48\u6027\u7b97\u529b\u8cc7\u6e90\u9078\u64c7\uff1a<\/strong>\u904e\u53bb\u900f\u904e Kubeflow \u5efa\u7f6e\u74b0\u5883\u6642\uff0cGPU \u7b97\u529b\u7684\u9078\u64c7\u5f80\u5f80\u662f\u4ee5\u4e00\u5f35\u70ba\u55ae\u4f4d\uff0c\u975e\u5e38\u56fa\u5b9a\u4e14\u50f5\u786c\uff0c\u73fe\u5728\uff0c\u958b\u767c\u8005\u80fd\u5920\u5728\u5efa\u7acb\u74b0\u5883\u7684\u90a3\u4e00\u523b\u8d77\uff0c\u5c31\u6839\u64da\u5c08\u6848\u7684\u5be6\u969b\u9700\u6c42\uff0c\u9748\u6d3b\u5730\u9078\u64c7\u6240\u9700\u7684 GPU \u8a18\u61b6\u9ad4\u5927\u5c0f\uff0c\u544a\u5225\u4e86\u8cc7\u6e90\u4e0d\u8db3\u6216\u904e\u5269\u7684\u56f0\u64fe\u3002<\/li>\n\n\n\n<li><strong>ML Pipeline \u7684\u7cbe\u6e96\u8cc7\u6e90\u5206\u914d\uff1a<\/strong>\u7576\u5728 Kubeflow \u4e0a\u7de8\u6392\u8907\u96dc\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u6d41\u7a0b\u6642\uff0cixGPU \u53ef\u4ee5\u70ba\u6bcf\u500b\u968e\u6bb5\u7cbe\u6e96\u5206\u914d GPU \u904b\u7b97\u8cc7\u6e90\u7684\u80fd\u529b\u3002\u7121\u8ad6\u662f\u8cc7\u6599\u9810\u8655\u7406\u968e\u6bb5\u6240\u9700\u7684\u8f15\u91cf\u7b97\u529b\uff0c\u6216\u662f\u6a21\u578b\u8a13\u7df4\u968e\u6bb5\u5c0d\u5927\u8a18\u61b6\u9ad4\u7684\u6975\u81f4\u9700\u6c42\uff0c\u90fd\u80fd\u88ab\u7cbe\u78ba\u6eff\u8db3\uff0c\u78ba\u4fdd\u6bcf\u4e00\u6b65\u90fd\u904b\u884c\u5728\u6700\u9069\u5316\u7684\u7b97\u529b\u914d\u7f6e\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e00\u5207\u7684\u9748\u6d3b\u6027\u8207\u7cbe\u6e96\u5ea6\uff0c\u6700\u7d42\u532f\u805a\u6210\u4e00\u500b\u6700\u6838\u5fc3\u7684\u6548\u76ca\uff1a\u986f\u8457\u63d0\u5347 GPU \u7684\u6574\u9ad4\u4f7f\u7528\u6548\u7387\u3002\u900f\u904e ixGPU\uff0c\u90a3\u4e9b\u904e\u53bb\u5e38\u56e0\u300c\u4e00\u500b\u863f\u8514\u4e00\u500b\u5751\u300d\u6216\u8cc7\u6e90\u5206\u914d\u4e0d\u7576\u800c\u9592\u7f6e\u7684\u5bf6\u8cb4 GPU \u7b97\u529b\uff0c\u5982\u4eca\u90fd\u80fd\u88ab\u5145\u5206\u5229\u7528\uff0c\u8cc7\u6e90\u4e0d\u518d\u767d\u767d\u6d6a\u8cbb\uff0c\u6bcf\u4e00\u4efd\u6295\u8cc7\u90fd\u80fd\u767c\u63ee\u6700\u5927\u7684\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u4e86\u89e3 ixGPU \u6a21\u7d44\u65bc kubeflow \u5e73\u53f0\u4e0a\u7684\u5be6\u969b\u61c9\u7528\u64cd\u4f5c\u6b65\u9a5f\uff0c\u8acb\u898b\u8a72\u6587\u7ae0\uff1a<a href=\"https:\/\/ai-stack.ai\/zh-hant\/kubeflow-ixgpu-tutorial\" data-type=\"link\" data-id=\"https:\/\/ai-stack.ai\/zh-hant\/kubeflow-ixgpu-tutorial\">\u99d5\u99ad Kubeflow GPU \u7cbe\u6e96\u5207\u5272\uff1a\u6578\u4f4d\u7121\u9650 ixGPU \u6a21\u7d44\u5be6\u6230\u6559\u5b78\uff0c\u5be6\u73fe\u8cc7\u6e90\u9ad8\u6548\u5229\u7528\uff01<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8a9e\uff1aAI-Stack ixGPU \u52a9\u60a8\u91cb\u653e Kubeflow \u6f5b\u529b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u4f4d\u7121\u9650 AI-Stack ixGPU \u6a21\u7d44\u5728 Kubeflow \u751f\u614b\u7cfb\u4e2d\u626e\u6f14\u7684\u89d2\u8272\uff0c\u5df2\u9060\u4e0d\u6b62\u662f\u4e00\u500b\u7c21\u55ae\u7684\u5de5\u5177\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u958b\u555f\u6548\u7387\u4e4b\u9580\u7684\u95dc\u9375\u9470\u5319\u3002\u5b83\u6253\u7834\u4e86\u904e\u53bb GPU \u8cc7\u6e90\u53d7\u9650\u7684\u85e9\u7c6c\uff0c\u8b93 Kubeflow \u7684\u5f37\u5927\u6f5b\u529b\u5f97\u4ee5\u5168\u9762\u91cb\u653e\u3002\u5c55\u671b\u672a\u4f86\uff0c\u6211\u5011\u5805\u4fe1\uff0cAI-Stack ixGPU \u5c07\u6301\u7e8c\u4f5c\u70ba\u4f01\u696d AI \u767c\u5c55\u7684\u5f37\u5927\u63a8\u624b\uff0c\u52a0\u901f\u5404\u884c\u5404\u696d\u5c07 AI \u5f9e\u6982\u5ff5\u8f49\u5316\u70ba\u5be6\u969b\u61c9\u7528\uff0c\u771f\u6b63\u5be6\u73fe\u667a\u6167\u5316\u7684\u8e8d\u9032\uff0c\u8b93\u6bcf\u4e00\u6b21\u7684 AI \u5275\u65b0\u90fd\u66f4\u52a0\u8fc5\u901f\u4e14\u9ad8\u6548\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kubeflow \u4f5c\u70ba\u4e00\u500b\u57fa\u65bc Kubernetes \u7684\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\uff0c\u8fd1\u5e74\u4f86\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u65e5\u76ca\u666e\u53ca\u3002\u6578\u4f4d\u7121\u9650\u7684 ixGPU \u6a21\u7d44\u53ef\u5e6b\u52a9\u958b\u767c\u8005\u5728 Kubeflow \u4e0a\u4efb\u610f\u5207\u5272 GPU \u8cc7\u6e90<\/p>\n","protected":false},"author":253372381,"featured_media":10558,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987582,96987561],"tags":[96988164,96988166],"class_list":["post-10557","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-features","category-technical-support","tag-kubeflow","tag-ixgpu"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/07\/AI%E8%B3%87%E6%96%99%E4%B8%AD%E5%BF%83%E6%98%AF%E4%BB%80%E9%BA%BC-%E8%B7%9F%E5%82%B3%E7%B5%B1%E8%B3%87%E6%96%99%E4%B8%AD%E5%BF%83%E6%9C%89%E4%BB%80%E9%BA%BC%E5%B7%AE%E5%88%A5.png?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-2Kh","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10557","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/comments?post=10557"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10557\/revisions"}],"predecessor-version":[{"id":10788,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10557\/revisions\/10788"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media\/10558"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media?parent=10557"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/categories?post=10557"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/tags?post=10557"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}