{"id":2983,"date":"2026-03-09T14:10:52","date_gmt":"2026-03-09T06:10:52","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2983"},"modified":"2026-03-09T14:10:52","modified_gmt":"2026-03-09T06:10:52","slug":"red-hat%e5%96%8a%e5%87%ba%e5%8f%a3%e5%8f%b7any-model-any-cloud%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%85%88%e8%90%bd%e5%9c%b0%ef%bc%9a%e5%8d%83%e7%a7%8d%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2983","title":{"rendered":"Red Hat\u558a\u51fa\u53e3\u53f7\u201cAny Model, Any Cloud\u201d\uff0c\u661f\u5b87\u667a\u7b97\u5148\u843d\u5730\uff1a\u5343\u79cd\u6a21\u578b\u955c\u50cf\u79d2\u7ea7\u5207\u6362"},"content":{"rendered":"
\"Red<\/figure>\n
\n

\u201c\u8fc7\u53bb\u534a\u5e74\uff0cHugging Face \u65b0\u589e\u5f00\u6e90\u6a21\u578b 9 \u4e07\u4f59\u4e2a\uff0c\u5e73\u5747\u6bcf\u5929\u8981\u9762\u5bf9 500 \u6b21\u7248\u672c\u66f4\u65b0\u3002\u201d
\n\u2014\u2014Red Hat 2024 \u5f00\u53d1\u8005\u62a5\u544a<\/p>\n<\/blockquote>\n

\u5f53\u201cAny Model, Any Cloud\u201d\u6210\u4e3a Red Hat \u7684\u53e3\u53f7\uff0c\u5f00\u53d1\u8005\u5374\u5148\u88ab\u201cAny Dependency, Any Conflict\u201d\u7eca\u4f4f\u811a\uff1aCUDA \u7248\u672c\u5bf9\u4e0d\u4e0a\u3001PyTorch \u4e0e TensorRT \u4e92\u65a5\u3001\u6743\u91cd\u6587\u4ef6\u52a8\u8f84 100 GB\uff0c\u4e0b\u8f7d\u5b8c\u53d1\u73b0\u78c1\u76d8\u53c8\u6ee1\u4e86\u3002\u73af\u5883\u914d\u7f6e\uff0c\u6b63\u53d6\u4ee3\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u6210\u4e3a AI \u521b\u65b0\u6700\u5927\u7684\u9690\u5f62\u95e8\u69db\u3002<\/p>\n

\u5f00\u6e90\u6a21\u578b\u7206\u53d1\uff0c\u73af\u5883\u914d\u7f6e\u6210\u6700\u5927\u5669\u68a6<\/h2>\n

\u672c\u5730 8 \u5361 A100 \u8fd8\u6ca1\u8dd1\u70ed\uff0c\u5f00\u6e90\u793e\u533a\u53c8\u653e\u51fa\u65b0\u4e00\u4ee3 MoE\uff1b\u60f3\u8bd5\u7528\uff0c\u5f97\u5148\u5347\u7ea7\u9a71\u52a8\u3001\u6539 Dockerfile\u3001\u91cd\u7f16\u7b97\u5b50\uff0c\u6298\u817e\u4e09\u5c0f\u65f6\uff0cGPU \u670d\u52a1\u5668\u79df\u7528\u8d39\u7528\u5374\u5df2\u5f00\u59cb\u6309\u5206\u949f\u8ba1\u8d39\u3002\u9ad8\u6821\u56e2\u961f\u66f4\u5c34\u5c2c\uff1a\u9884\u7b97\u6709\u9650\uff0c\u53ea\u80fd\u9519\u5cf0\u501f\u5361\uff0c\u7ed3\u679c\u6bcf\u6b21\u590d\u73b0\u90fd\u8981\u4ece 0 \u642d\u73af\u5883\uff0c\u8bba\u6587\u8fd8\u6ca1\u6295\uff0c\u7cbe\u529b\u5148\u8017\u5c3d\u3002<\/p>\n

\u661f\u5b87\u667a\u7b97AI\u5e94\u7528\u751f\u6001\uff1aTensorRT-LLM\u3001vLLM\u3001DeepSpeed\u4e00\u952e\u955c\u50cf<\/h2>\n

\u661f\u5b87\u667a\u7b97<\/a> \u628a\u201c\u88c5\u73af\u5883\u201d\u505a\u6210\u4e00\u952e\u955c\u50cf\uff1a\u767b\u5f55\u63a7\u5236\u53f0\uff0c\u9009\u62e9\u201cAI \u5e94\u7528\u201d\u6807\u7b7e\uff0cTensorRT-LLM\u3001vLLM\u3001DeepSpeed\u3001Axolotl\u3001FastChat \u7b49 20 \u4f59\u79cd\u6846\u67b6\u5df2\u9884\u88c5\u5bf9\u9f50\u3002\u7cfb\u7edf\u76d8\u4e0e\u6570\u636e\u76d8\u5206\u79bb\uff0c\u955c\u50cf\u4ec5 2 \u5206\u949f\u5373\u53ef\u5b8c\u6210\u514b\u9686\uff1b\u540c\u4e00\u4efd\u73af\u5883\u53ef\u5728 GPU\u4e91\u4e3b\u673a<\/a> \u95f4\u81ea\u7531\u6f02\u79fb\uff0c\u771f\u6b63\u505a\u5230\u201c\u4e00\u6b21\u6784\u5efa\uff0c\u968f\u5904\u8fd0\u884c\u201d\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5e73\u53f0\u5185\u7f6e 1 300+ \u516c\u5171\u6a21\u578b\u7d22\u5f15\uff0c\u6743\u91cd\u6587\u4ef6\u5b58\u50a8\u4e8e\u540c\u4e00\u673a\u623f\u5185\u7f51\uff0c100 Gbps \u9ad8\u901f\u62c9\u53d6\uff0c\u628a\u201c\u4e0b\u8f7d\u201d\u53d8\u6210\u201c\u62f7\u8d1d\u201d\u3002<\/p>\n

\u5b9e\u6218\uff1a15\u79d2\u4eceQwen 3.5\u5207\u6362\u5230Mixtral 8\u00d722B\uff0c\u81ea\u52a8\u4e0b\u8f7d\u6743\u91cd<\/h2>\n

\u6211\u4eec\u5728 GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5b9e\u4f8b\u4e0a\u6f14\u793a\uff1a
\n1. \u505c\u6b62 Qwen 3.5 \u5bb9\u5668\uff0c\u91ca\u653e\u663e\u5b58\uff1b
\n2. \u5728\u63a7\u5236\u53f0\u9009\u62e9\u201cMixtral 8\u00d722B-Instruct\u201d\u955c\u50cf\uff0c\u70b9\u51fb\u201c\u5207\u6362\u201d\uff1b
\n3. \u7cfb\u7edf\u81ea\u52a8\u6302\u8f7d 176 GB \u6743\u91cd\u5230 \/models<\/code>\uff0c15 \u79d2\u540e\u5bb9\u5668\u542f\u52a8\uff1b
\n4. \u6253\u5f00 Gradio \u9875\u9762\uff0c\u9996 token \u5ef6\u8fdf 120 ms\uff0c\u541e\u5410 18 tokens\/s\u3002 <\/p>\n

\u5168\u7a0b\u65e0\u9700 SSH\u3001\u65e0\u9700\u624b\u52a8 huggingface-cli download<\/code>\uff0c\u661f\u5b87\u667a\u7b97\u628a\u201c\u6a21\u578b\u5373\u63d2\u5373\u7528\u201d\u5199\u8fdb SLA\u3002<\/p>\n

\u591a\u6846\u67b6\u5e76\u5b58\uff1aPyTorch 2.3\u3001JAX\u3001MindSpore\u968f\u5207\u968f\u7528<\/h2>\n

\u5355\u9879\u76ee\u591a\u9636\u6bb5\u5df2\u6210\u5e38\u6001\uff1a\u9884\u8bad\u7ec3\u7528 DeepSpeed\uff0c\u63a8\u7406\u7528 TensorRT-LLM\uff0c\u91cf\u5316\u53c8\u8981\u56de PyTorch\u3002\u661f\u5b87\u667a\u7b97\u5728\u5355\u4e00\u5b9e\u4f8b\u5185\u63d0\u4f9b\u201c\u591a\u6846\u67b6\u6c99\u7bb1\u201d\uff0c\u901a\u8fc7\u5bb9\u5668\u5316\u9694\u79bb\u4f9d\u8d56\uff0c\u5171\u4eab\u540c\u4e00\u5957 GPU \u9a71\u52a8\u4e0e NCCL\uff0c\u907f\u514d\u91cd\u590d\u5b89\u88c5\u3002\u7528\u6237\u53ef\u5728 Web Terminal \u8f93\u5165 switch pytorch-2.3<\/code> \u6216 switch jax-0.4.30<\/code>\uff0c3 \u79d2\u5b8c\u6210\u73af\u5883\u5207\u6362\uff1b\u914d\u5408 \/cloud\/storage<\/code> \u6301\u4e45\u5316\u76ee\u5f55\uff0c\u6743\u91cd\u3001\u6570\u636e\u96c6\u3001\u65e5\u5fd7\u8de8\u6846\u67b6\u5373\u65f6\u53ef\u89c1\uff0c\u5f7b\u5e95\u89e3\u51b3\u201c\u7248\u672c\u6253\u67b6\u201d\u3002<\/p>\n

\u4f01\u4e1a\u843d\u5730\u6848\u4f8b\uff1a\u67d0ICG\u516c\u53f8\u7528\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\uff0c\u8bad\u7ec3\u5468\u671f\u4ece3\u5468\u7f29\u81f35\u5929<\/h2>\n

\u53a6\u95e8\u67d0 ICG\uff08\u4e92\u8054\u7f51\u5185\u5bb9\u751f\u6210\uff09\u5ba2\u6237\uff0c\u539f\u5728\u672c\u5730\u673a\u623f\u7ef4\u62a4 32 \u5f20 RTX 4090\u3002\u968f\u7740\u4e1a\u52a1\u6269\u5f20\uff0c\u9700\u4e34\u65f6\u6269\u5bb9\u5230 128 \u5361\u505a SFT\u3002\u81ea\u5efa\u5468\u671f 45 \u5929\uff0c\u6765\u4e0d\u53ca\u3002
\n\u4ed6\u4eec\u8f6c\u5411 \u661f\u5b87\u667a\u7b97<\/a> \u7684 GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u670d\u52a1\uff1a
\n– Day0\uff1a\u6ce8\u518c\u5373\u9886 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u5f00\u901a 8 \u5361 RTX 4090 \u6d4b\u8bd5\u73af\u5883\uff1b
\n– Day1\uff1a\u955c\u50cf\u5185\u7f6e DeepSpeed + FlashAttention2\uff0c\u8bad\u7ec3\u811a\u672c\u96f6\u6539\u52a8\uff1b
\n– Day2\uff1a\u6a2a\u5411\u6269\u5bb9\u81f3 128 \u5361\uff0c\u5e73\u53f0\u81ea\u52a8\u7ed1\u5b9a NCCL \u62d3\u6251\uff0c\u541e\u5410\u7ebf\u6027\u5ea6 93%\uff1b
\n– Day5\uff1aloss \u6536\u655b\uff0c\u4fdd\u5b58 checkpoint \u5230 \/cloud\/storage<\/code>\uff0c\u968f\u540e\u91ca\u653e\u5168\u90e8\u8d44\u6e90\u3002 <\/p>\n

\u6700\u7ec8\uff0c\u5ba2\u6237\u8bad\u7ec3\u6210\u672c\u4e0b\u964d 62%\uff0c\u9879\u76ee\u5468\u671f\u4ece 3 \u5468\u538b\u7f29\u5230 5 \u5929\uff0c\u540e\u7eed\u63a8\u7406\u76f4\u63a5\u590d\u7528\u540c\u4e00\u955c\u50cf\uff0c\u4e0a\u7ebf\u65f6\u95f4\u518d\u7701\u4e00\u5468\u3002<\/p>\n

\u5199\u5728\u6700\u540e<\/h2>\n

\u5f53\u201cAny Model, Any Cloud\u201d\u4e0d\u518d\u662f\u53e3\u53f7\uff0c\u5f00\u53d1\u8005\u9700\u8981\u7684\u662f\u4e00\u628a\u771f\u6b63\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u661f\u5b87\u667a\u7b97\u7528\u9884\u7f6e\u955c\u50cf\u3001\u5185\u7f51\u6743\u91cd\u3001\u79d2\u7ea7\u5207\u6362\u548c\u7075\u6d3b\u8ba1\u8d39\uff0c\u628a GPU \u7b97\u529b\u53d8\u6210\u968f\u53d6\u968f\u7528\u7684\u201c\u81ea\u6765\u6c34\u201d\u3002
\n\u73b0\u5728\u6ce8\u518c \u661f\u5b87\u667a\u7b97<\/a>\uff0c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c0 \u95e8\u69db\u4f53\u9a8c AI\u5e94\u7528<\/a> \u4e00\u952e\u5373\u73a9\u3002\u628a\u73af\u5883\u4ea4\u7ed9\u5e73\u53f0\uff0c\u628a\u521b\u9020\u529b\u7559\u7ed9\u81ea\u5df1\u2014\u2014\u4e0b\u4e00\u6b3e\u98a0\u8986\u7ea7\u6a21\u578b\uff0c\u6216\u8bb8\u5c31\u4ece\u4f60\u6307\u5c16\u8bde\u751f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u201c\u8fc7\u53bb\u534a\u5e74\uff0cHugging Face \u65b0\u589e\u5f00\u6e90\u6a21\u578b 9 \u4e07\u4f59…<\/p>\n","protected":false},"author":2,"featured_media":2982,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2983","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":47,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2983","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=2983"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2983\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2982"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2983"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2983"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2983"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}