{"id":2054,"date":"2026-02-26T16:08:08","date_gmt":"2026-02-26T08:08:08","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2054"},"modified":"2026-02-26T16:08:08","modified_gmt":"2026-02-26T08:08:08","slug":"red-hat-x-nvidia-ai-factory-%e5%88%9a%e5%8f%91%e5%b8%83%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b7%b2%e5%81%9a%e5%a5%bd%e3%80%8c%e5%bc%80%e7%ae%b1%e5%8d%b3%e7%94%a8%e3%80%8d%e9%95%9c","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2054","title":{"rendered":"Red Hat \u00d7 NVIDIA AI Factory \u521a\u53d1\u5e03\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u505a\u597d\u300c\u5f00\u7bb1\u5373\u7528\u300d\u955c\u50cf"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772093288_1f4856.png\" alt=\"Red Hat \u00d7 NVIDIA AI Factory \u521a\u53d1\u5e03\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u505a\u597d\u300c\u5f00\u7bb1\u5373\u7528\u300d\u955c\u50cf\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<h1>Red Hat \u00d7 NVIDIA AI Factory \u521a\u53d1\u5e03\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u505a\u597d\u300c\u5f00\u7bb1\u5373\u7528\u300d\u955c\u50cf<\/h1>\n<blockquote>\n<p>\u201cAI \u4e0d\u518d\u53ea\u662f\u7b97\u6cd5\u7ade\u8d5b\uff0c\u800c\u662f\u4ea4\u4ed8\u6548\u7387\u7684\u7ade\u8d5b\u3002\u201d<br \/>\n\u2014\u2014Red Hat CTO \u5728 2024 \u7ea2\u5e3d\u5cf0\u4f1a\u4e0a\u7684\u4e00\u53e5\u8bdd\uff0c\u7cbe\u51c6\u70b9\u7834\u4e86\u4f01\u4e1a\u7ea7\u751f\u6210\u5f0f AI \u843d\u5730\u7684\u6700\u5927\u74f6\u9888\u3002<\/p>\n<\/blockquote>\n<h2>\u8d44\u8baf\u56de\u987e\uff1aDay-0 \u652f\u6301\u7684\u4f01\u4e1a\u7ea7 AI \u6808\u6765\u4e86<\/h2>\n<p>5 \u6708\u7684\u7ea2\u5e3d\u5cf0\u4f1a\u521a\u843d\u5e55\uff0cRed Hat \u4e0e NVIDIA \u8054\u5408\u63a8\u51fa\u300cRed Hat AI Factory with NVIDIA\u300d\u2014\u2014\u4e00\u5957\u57fa\u4e8e RHEL 9\u3001NVIDIA AI Enterprise 4.0\u3001TensorRT-LLM \u4e0e GPU \u6c60\u5316\u6280\u672f\u7684\u5b8c\u6574 AI \u5de5\u5382\u65b9\u6848\u3002\u5b98\u65b9\u627f\u8bfa\uff1a\u4ece\u88f8\u673a\u5230\u53ef\u8bad\u7ec3\u72b6\u6001\uff0c\u65f6\u95f4\u7531\u201c\u5468\u201d\u7f29\u77ed\u5230\u201c\u5c0f\u65f6\u201d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f01\u4e1a\u518d\u4e5f\u4e0d\u7528\u5148\u82b1\u4e09\u5929\u88c5\u9a71\u52a8\u3001\u8c03 CUDA\u3001\u5199 K8s Yaml\uff0c\u518d\u5f00\u59cb\u8c03\u6a21\u578b\u3002<\/p>\n<h2>\u6280\u672f\u6808\u62c6\u89e3\uff1a\u4e3a\u4ec0\u4e48\u5b83\u80fd\u505a\u5230\u201c\u5c0f\u65f6\u7ea7\u201d\u4ea4\u4ed8<\/h2>\n<ul>\n<li><strong>RHEL 9<\/strong>\uff1a\u7ea2\u5e3d\u4f01\u4e1a\u7ea7 Linux \u63d0\u4f9b 10 \u5e74\u957f\u5468\u671f\u652f\u6301\uff0c\u5185\u6838\u5df2\u96c6\u6210 NVIDIA \u5f00\u653e\u5185\u6838\u9a71\u52a8\uff0c\u907f\u514d\u201c\u9ed1\u5c4f\u201d\u60ca\u9b42\u3002  <\/li>\n<li><strong>NVIDIA AI Enterprise 4.0<\/strong>\uff1a\u542b Triton \u63a8\u7406\u670d\u52a1\u5668\u3001NeMo \u6846\u67b6\u3001TensorRT-LLM \u9ad8\u6027\u80fd\u63a8\u7406\u63d2\u4ef6\uff0c\u5168\u90e8\u901a\u8fc7\u7ea2\u5e3d\u8ba4\u8bc1\uff0c\u544a\u522b\u7248\u672c\u6253\u67b6\u3002  <\/li>\n<li><strong>GPU \u6c60\u5316<\/strong>\uff1a\u501f\u52a9 NVIDIA GPU Operator \u4e0e\u52a8\u6001 MIG\uff0c\u5355\u5361\u53ef\u5207 7 \u4efd\uff0c\u767d\u5929\u63a8\u7406\u3001\u591c\u91cc\u8bad\u7ec3\uff0c\u8d44\u6e90\u5229\u7528\u7387\u63d0\u5347 2.4 \u500d\u3002  <\/li>\n<li><strong>Day-0 \u96c6\u6210<\/strong>\uff1a\u7ea2\u5e3d Ansible \u81ea\u52a8\u5316\u811a\u672c\u4e00\u6b21\u6027\u4e0b\u53d1\uff0c\u9a71\u52a8\u3001\u5bb9\u5668\u8fd0\u884c\u65f6\u3001K8s \u7f16\u6392\u3001\u76d1\u63a7\u544a\u8b66\u5168\u90e8\u5230\u4f4d\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\uff0cRed Hat AI Factory \u628a\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u5e38\u9047\u5230\u7684\u9a71\u52a8\u51b2\u7a81\u3001CUDA \u7248\u672c\u3001\u5bb9\u5668\u7f16\u6392\u7b49\u5751\u4e00\u6b21\u6027\u586b\u5e73\uff0c\u53ea\u7559\u7ed9\u5f00\u53d1\u8005\u201c\u8c03\u53c2\u201d\u8fd9\u4ef6\u4e8b\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u9002\u914d\uff1a\u955c\u50cf\u5df2\u5c31\u4f4d\uff0c10 \u5143\u5373\u53ef\u4f53\u9a8c<\/h2>\n<p>\u5f53\u793e\u533a\u8fd8\u5728\u8ba8\u8bba\u201c\u5982\u4f55\u624b\u52a8\u590d\u73b0\u201d\u65f6\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u5b8c\u6210\u955c\u50cf\u540c\u6b65\u4e0a\u7ebf\uff1a<\/p>\n<ul>\n<li><strong>OS<\/strong>\uff1aRHEL 9.3 64bit\uff08\u5df2\u6ce8\u5165 Red Hat AI Factory \u4ed3\u5e93\uff09  <\/li>\n<li><strong>CUDA<\/strong>\uff1a12.5 \u6b63\u5f0f\u7248\uff0c\u4e0e NVIDIA AI Enterprise 4.0 \u5b8c\u5168\u5bf9\u9f50  <\/li>\n<li><strong>\u9884\u7f16\u8bd1\u6846\u67b6<\/strong>\uff1avLLM 0.4.2\u3001Dynamo 0.9\u3001TensorRT-LLM 0.7\uff0c\u5f00\u7bb1\u5373\u7528  <\/li>\n<li><strong>GPU \u8d44\u6e90<\/strong>\uff1aRTX 4090\u3001A100\u3001L40S \u591a\u5361\u88f8\u91d1\u5c5e\uff0c\u652f\u6301\u79d2\u7ea7\u6302\u8f7d  <\/li>\n<li><strong>\u8ba1\u4ef7\u6a21\u5f0f<\/strong>\uff1a\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u6309\u6708\u7075\u6d3b\u9009\u62e9\uff0c\u6700\u4f4e 1.98 \u5143\/\u5361\/\u65f6<\/li>\n<\/ul>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u9009\u62e9\u300cRed Hat NVIDIA \u7248\u300d\u955c\u50cf\uff0c\u5373\u53ef\u8df3\u8fc7\u9a71\u52a8\u3001\u4f9d\u8d56\u3001K8s \u7f16\u6392 3 \u5929\u5de5\u4f5c\u91cf\uff0c\u76f4\u63a5\u8c03\u7528\u5185\u7f6e\u7684 <AI \u5e94\u7528> \u6a21\u677f\uff0c\u628a\u5b9d\u8d35\u7684\u7814\u53d1\u65f6\u95f4\u6295\u5165\u5230\u6570\u636e\u4e0e\u6a21\u578b\u672c\u8eab\u3002<\/p>\n<h2>\u5f00\u53d1\u8005\u6536\u76ca\uff1a\u4e09\u6b65\u8dd1\u901a\u5927\u6a21\u578b\u5fae\u8c03<\/h2>\n<ol>\n<li><strong>\u6ce8\u518c<\/strong>\uff1a\u65b0\u7528\u6237\u7acb\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u70b9\u51fb\u76f4\u8fbe GPU \u4e91\u4e3b\u673a<\/a> \u6ce8\u518c\u9875\u3002  <\/li>\n<li><strong>\u521b\u5efa<\/strong>\uff1a\u63a7\u5236\u53f0 \u2192 \u65b0\u5efa\u5b9e\u4f8b \u2192 \u955c\u50cf\u9009\u62e9\u300cRed Hat NVIDIA \u7248\u300d\u2192 \u52fe\u9009 4 \u5361 RTX 4090\u3002  <\/li>\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a\u5b9e\u4f8b\u542f\u52a8\u540e\uff0c\/workspace \u76ee\u5f55\u5df2\u5185\u7f6e\u533b\u7597\u65f6\u5e8f\u793a\u4f8b\u6570\u636e\uff0c\u6267\u884c <code>bash train.sh<\/code>\uff0c2 \u5206\u949f\u5373\u53ef\u770b\u5230 loss \u4e0b\u964d\u3002<\/li>\n<\/ol>\n<p>\u82e5\u9700\u957f\u65f6\u95f4\u8c03\u8bd5\uff0c\u53ef\u5148\u4f7f\u7528\u300c\u65e0 GPU \u542f\u52a8\u300d\u6a21\u5f0f\uff0c0.08 \u5143\/\u65f6\u5b8c\u6210\u73af\u5883\u8c03\u6574\uff0c\u518d\u4e00\u952e\u5207\u6362\u6210\u5e26 GPU \u6a21\u5f0f\uff0c\u6210\u672c\u7acb\u7701 70%\u3002<\/p>\n<h2>\u771f\u5b9e\u6848\u4f8b\uff1a\u533b\u7597 AI \u516c\u53f8\u7684 2 \u5c0f\u65f6\u5947\u8ff9<\/h2>\n<p>\u67d0\u533b\u7597\u65f6\u5e8f\u6570\u636e\u521b\u4e1a\u516c\u53f8\uff0c\u9700\u8981\u5728 32 \u5f20 A100 \u4e0a\u505a\u5fc3\u5f8b\u5931\u5e38\u9884\u6d4b\u6a21\u578b\u8fed\u4ee3\u3002\u8fc7\u53bb\u81ea\u5efa\u673a\u623f\uff0c\u4ec5 BIOS \u8c03\u4f18 + \u9a71\u52a8\u5b89\u88c5\u5c31\u8981 2 \u5929\uff1b\u4e0a\u5468\u5728\u661f\u5b87\u667a\u7b97\u5e73\u53f0\uff1a<\/p>\n<ul>\n<li>14:00 \u6ce8\u518c\u8d26\u53f7\uff0c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1  <\/li>\n<li>14:10 \u9009\u62e9\u300cRed Hat NVIDIA \u7248\u300d\u955c\u50cf\uff0c\u62c9\u8d77 4 \u53f0 8 \u5361 A100 \u88f8\u91d1\u5c5e  <\/li>\n<li>14:30 \u901a\u8fc7\u5e73\u53f0\u5185\u7f6e\u7684\u5171\u4eab\u4e91\u5b58\u50a8\u6302\u8f7d 600 GB \u5fc3\u7535\u6570\u636e  <\/li>\n<li>16:00 \u5b8c\u6210 100 epoch \u8bad\u7ec3\uff0cAUC \u4ece 0.823 \u63d0\u5347\u5230 0.870\uff0c\u6da8\u5e45 5.7%  <\/li>\n<li>16:30 \u91ca\u653e\u8d44\u6e90\uff0c\u603b\u82b1\u8d39 512 \u5143\uff0c\u4ec5\u4e3a\u7ebf\u4e0b\u7535\u8d39\u7684 1\/3<\/li>\n<\/ul>\n<p>CTO \u5766\u8a00\uff1a\u201c\u5982\u679c\u7b97\u529b\u80fd\u50cf\u4e91\u6570\u636e\u5e93\u4e00\u6837\u6309\u9700\u6269\u7f29\uff0cAI \u8fed\u4ee3\u5c31\u80fd\u50cf\u4e92\u8054\u7f51\u4ea7\u54c1\u4e00\u6837\u5feb\u3002\u201d\u661f\u5b87\u667a\u7b97\u8ba9\u8fd9\u53e5\u8bdd\u6210\u4e3a\u73b0\u5b9e\u3002<\/p>\n<h2>\u5feb\u901f\u5165\u53e3\uff1a\u4e09\u6b65\u5f00\u542f\u4f60\u7684 AI \u5de5\u5382<\/h2>\n<ol>\n<li>\u6253\u5f00 <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97 GPU \u670d\u52a1\u5668\u79df\u7528<\/a> \u9996\u9875\uff0c\u5b8c\u6210 30 \u79d2\u6ce8\u518c\u3002  <\/li>\n<li>\u63a7\u5236\u53f0 \u2192 \u9009\u62e9\u300cRed Hat NVIDIA \u7248\u300d\u955c\u50cf \u2192 \u81ea\u52a8\u6302\u8f7d\u516c\u5171\u6570\u636e\u96c6\u3002  <\/li>\n<li>\u542f\u52a8 Jupyter\uff0c\u4e00\u952e\u8fd0\u884c\u5185\u7f6e\u7684 <AI \u5e94\u7528> \u6a21\u677f\uff0c\u8bad\u7ec3\u65e5\u5fd7\u5b9e\u65f6\u53ef\u89c6\u5316\u3002<\/li>\n<\/ol>\n<p>\u5e73\u53f0\u540c\u65f6\u63d0\u4f9b SSH\u3001WebUI\u3001VNC \u7b49\u591a\u79cd\u8fde\u63a5\u65b9\u5f0f\uff0c\u65e0\u8bba\u4f60\u662f\u4e60\u60ef\u547d\u4ee4\u884c\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u8fd8\u662f\u504f\u7231\u53ef\u89c6\u5316\u754c\u9762\u7684\u7814\u7a76\u8005\uff0c\u90fd\u80fd 5 \u5206\u949f\u4e0a\u624b\u3002<\/p>\n<h2>\u5199\u5728\u6700\u540e<\/h2>\n<p>Red Hat \u00d7 NVIDIA AI Factory \u628a\u4f01\u4e1a\u7ea7 AI \u6808\u7684\u201c\u5b89\u88c5\u6210\u672c\u201d\u6253\u5230 0\uff0c\u800c\u661f\u5b87\u667a\u7b97\u5219\u628a\u201c\u786c\u4ef6\u6210\u672c\u201d\u6253\u5230\u884c\u4e1a\u65b0\u4f4e\u3002\u5f53\u4e24\u8005\u53e0\u52a0\uff0c\u5f00\u53d1\u8005\u552f\u4e00\u9700\u8981\u5173\u5fc3\u7684\uff0c\u5c31\u662f\u5982\u4f55\u7528\u6570\u636e\u8bb2\u51fa\u66f4\u597d\u7684\u6545\u4e8b\u3002\u73b0\u5728\u6ce8\u518c\uff0c10 \u5143\u4f53\u9a8c\u91d1\u5df2\u5907\u597d\uff0c\u4f60\u7684\u4e0b\u4e00\u6761 SOTA \u66f2\u7ebf\uff0c\u4e5f\u8bb8\u5c31\u4ece\u8fd9\u4e00\u6b21 <a href=\"https:\/\/www.starverse-ai.com\">GPU \u4e91\u4e3b\u673a<\/a> \u70b9\u51fb\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Red Hat \u00d7 NVIDIA AI Factory \u521a\u53d1&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2053,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2054","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":43,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2054","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2054"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2054\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2053"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2054"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2054"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2054"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}