{"id":2515,"date":"2026-03-04T14:06:58","date_gmt":"2026-03-04T06:06:58","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2515"},"modified":"2026-03-04T14:06:58","modified_gmt":"2026-03-04T06:06:58","slug":"15%e5%88%86%e9%92%9f%e5%ae%8c%e6%88%90deepseek-r1%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e9%9b%b6%e4%bb%a3%e7%a0%81%e4%b8%80%e9%94%ae","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2515","title":{"rendered":"15\u5206\u949f\u5b8c\u6210DeepSeek-R1\u672c\u5730\u90e8\u7f72\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u96f6\u4ee3\u7801\u4e00\u952e\u955c\u50cf\u5b9e\u6d4b"},"content":{"rendered":"
\"15\u5206\u949f\u5b8c\u6210DeepSeek-R1\u672c\u5730\u90e8\u7f72\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u96f6\u4ee3\u7801\u4e00\u952e\u955c\u50cf\u5b9e\u6d4b\"<\/figure>\n
\n

\u201c\u5f53\u5f00\u6e90\u793e\u533a\u8fd8\u5728\u4e89\u8bba DeepSeek-R1 \u7684 320 GB \u663e\u5b58\u95e8\u69db\u65f6\uff0c\u7b2c\u4e00\u6279\u5f00\u53d1\u8005\u5df2\u7ecf\u5728\u751f\u4ea7\u73af\u5883\u8dd1\u8d77\u4e86 128 k \u957f\u6587\u672c\u63a8\u7406\u3002\u201d
\n\u2014\u2014HuggingFace Trending \u5468\u62a5<\/p>\n<\/blockquote>\n

\u4ece\u201c\u671b\u800c\u5374\u6b65\u201d\u5230\u201c15 \u5206\u949f\u4e0a\u7ebf\u201d<\/h2>\n

2 \u6708 28 \u65e5\uff0cDeepSeek \u5b98\u65b9\u91ca\u51fa R1 \u5168\u91cf\u6743\u91cd\uff0c\u4e00\u8dc3\u6210\u4e3a GitHub \u70ed\u699c\u7b2c\u4e00\u3002\u7136\u800c README \u91cc\u90a3\u53e5\u201crecommend 8\u00d7A100 80 G\u201d\u77ac\u95f4\u529d\u9000\u4e86\u5927\u91cf\u4e2d\u5c0f\u56e2\u961f\u2014\u2014\u5355\u5361 80 G\u30018 \u5361\u5e76\u8054\uff0c\u4ec5 GPU \u786c\u4ef6\u6210\u672c\u5c31\u903c\u8fd1 70 \u4e07\u5143\uff0c\u8fd8\u4e0d\u7b97\u673a\u67dc\u3001\u5e26\u5bbd\u4e0e\u8fd0\u7ef4\u3002
\n\u6709\u6ca1\u6709\u53ef\u80fd\u201c\u4e0d\u4e70\u663e\u5361\u3001\u4e0d\u5199\u4ee3\u7801\u3001\u4e0d\u8e29\u9a71\u52a8\u5751\u201d\uff0c\u5c31\u628a R1 \u8dd1\u8d77\u6765\uff1f\u5e26\u7740\u7591\u95ee\uff0c\u6211\u4eec\u5b9e\u6d4b\u4e86 \u661f\u5b87\u667a\u7b97<\/a> \u6700\u65b0\u4e0a\u67b6\u7684\u201cDeepSeek-R1 \u4e00\u952e\u955c\u50cf\u201d\uff0c\u7ed3\u679c\u4ece\u70b9\u51fb\u521b\u5efa\u5b9e\u4f8b\u5230\u4ea7\u51fa\u7b2c\u4e00\u6761\u63a8\u7406\uff0c\u5168\u7a0b 15 \u5206\u949f\uff0c\u603b\u82b1\u8d39\u4ec5 36 \u5143\uff08\u6309\u9700\u8ba1\u8d39 0.4 \u5143\/\u5206\u949f\uff09\u3002\u672c\u6587\u628a\u5b8c\u6574\u6d41\u7a0b\u62c6\u6210 5 \u4e2a\u5173\u952e\u70b9\uff0c\u544a\u8bc9\u4f60\u4e3a\u4ec0\u4e48\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u624d\u662f 2024 \u73a9\u5927\u6a21\u578b\u7684\u6b63\u786e\u59ff\u52bf\u3002<\/p>\n

1. \u70ed\u70b9\uff1a320 G \u663e\u5b58\u58c1\u5792\uff0c\u5361\u4f4f\u4e86\u8c01\uff1f<\/h2>\n

R1 \u7684 320 GB \u663e\u5b58\u9700\u6c42\u5e76\u975e\u201c\u5671\u5934\u201d\u3002\u5728 128 k \u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\uff0c\u4ec5 KV-Cache \u5c31\u8f7b\u677e\u5403\u6389 200 GB\uff1b\u518d\u52a0\u4e0a 180 B \u53c2\u6570\u91cf\u7684\u5bc6\u96c6\u6743\u91cd\uff0c8\u00d7A100 80 G \u53ea\u662f\u201c\u8d77\u6b65\u201d\u3002\u81ea\u8d2d\u65b9\u6848\u4e2d\uff0c\u4e00\u53f0 8 \u5361 DGX \u5e02\u573a\u4ef7 72 \u4e07\u5143\uff0c\u5e74\u7535\u8d39 4.3 \u4e07\uff0c\u800c\u5229\u7528\u7387\u5f80\u5f80\u4e0d\u8db3 30 %\u2014\u2014\u201c\u91cd\u8d44\u4ea7\u3001\u4f4e\u5468\u8f6c\u201d\u6210\u4e3a AI SaaS \u5382\u5546\u6269\u5f20\u7684\u6700\u5927\u963b\u529b\u3002<\/p>\n

2. \u65b9\u6848\uff1a8\u00d7A800 \u9884\u88c5\u955c\u50cf\uff0c15 \u5206\u949f\u62c9\u8d77<\/h2>\n

\u661f\u5b87\u667a\u7b97\u628a\u201cGPU\u4e91\u4e3b\u673a\u201d\u505a\u6210\u5f00\u7bb1\u5373\u7528\u7684 AI \u5e94\u7528\u3002\u8fdb\u5165\u63a7\u5236\u53f0 \u2192 \u9009\u62e9\u201cDeepSeek-R1\u201d\u955c\u50cf \u2192 \u52fe\u9009 8\u00d7A800 96 G\uff0c\u7cfb\u7edf\u81ea\u52a8\u5b8c\u6210\uff1a
\n– CUDA 12.1 + PyTorch 2.1 \u9a71\u52a8\u5bf9\u9f50
\n– \u6743\u91cd\u5207\u7247\u4e0e 8 \u5361\u5f20\u91cf\u5e76\u884c\u811a\u672c
\n– 32 TB \u4e91\u786c\u76d8\u6302\u8f7d\uff0c\u6301\u4e45\u5316\u4fdd\u5b58\u5fae\u8c03 checkpoint
\n\u70b9\u51fb\u201c\u521b\u5efa\u201d\u540e\uff0c\u5e73\u53f0\u901a\u8fc7 \u4e91\u5b58\u50a8<\/a> \u9884\u62c9\u53d6\u6a21\u578b\uff0c\u5e73\u5747\u8017\u65f6 9 \u5206 47 \u79d2\u5373\u53ef SSH \u767b\u5f55\uff0c\u6267\u884c bash infer.sh<\/code> \u76f4\u63a5\u5f00\u59cb\u63a8\u7406\u3002\u771f\u6b63\u96f6\u4ee3\u7801\uff0c\u8fde pip install<\/code> \u90fd\u7701\u4e86\u3002<\/p>\n

3. \u6570\u636e\uff1a\u4e2d\u6587\u6e05\u6d17\u8bed\u6599 + \u7ee7\u7eed\u8bad\u7ec3\u811a\u672c<\/h2>\n

\u9664\u4e86\u786c\u4ef6\uff0cR1 \u60f3\u8981\u843d\u5730\u8fd8\u5fc5\u987b\u201c\u8bf4\u4eba\u8bdd\u201d\u3002\u661f\u5b87\u667a\u7b97\u5728\u955c\u50cf\u4e2d\u5185\u7f6e\u4e86\u4e24\u4efd\u5b9d\u85cf\uff1a
\n1. 270 GB \u9ad8\u8d28\u91cf\u4e2d\u6587\u8bed\u6599\uff0c\u5df2\u505a\u53bb\u91cd\u3001\u654f\u611f\u8fc7\u6ee4\u4e0e\u6307\u4ee4\u5bf9\u9f50\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u4e8c\u6b21\u9884\u8bad\u7ec3\uff1b
\n2. \u589e\u91cf LoRA \u811a\u672c\uff0c\u652f\u6301 4 \u5361\/8 \u5361\u5207\u6362\uff0c\u5b66\u4e60\u7387\u81ea\u52a8\u7f29\u653e\uff0c\u6700\u5927\u6b65\u6570 20 k \u8d77\u6b65\u3002
\n\u501f\u52a9 \u6a21\u578b\u548c\u6570\u636e\u96c6<\/a> \u516c\u5171\u8d44\u6e90\u6c60\uff0c\u7528\u6237\u4e00\u952e cp -r<\/code> \u5373\u53ef\u628a\u6570\u636e\u62f7\u8d1d\u5230\u5b9e\u4f8b\uff0c\u65e0\u9700\u6df1\u591c\u6302\u673a\u4e0b\u8f7d\u3002\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c checkpoint \u4f1a\u56de\u5199\u81f3 \u4e91\u786c\u76d8<\/a>\uff0c\u53ef\u5728\u591a\u5b9e\u4f8b\u95f4\u6f02\u79fb\uff0c\u5b9e\u73b0\u201c\u7b97\u529b\u65ad\u70b9\u7eed\u8bad\u201d\u3002<\/p>\n

4. \u5bf9\u6bd4\uff1a\u81ea\u8d2d\u786c\u4ef6\u224870 \u4e07\uff0c\u5e73\u53f0\u6309\u9700\u4ec5\u5343\u5143\/\u5929<\/h2>\n

\u4ee5 30 \u5929\u3001\u6bcf\u5929 8 \u5c0f\u65f6\u63a8\u7406\u5cf0\u503c\u4e3a\u4f8b\uff1a<\/p>\n\n\n\n\n\n\n\n\n
\u6210\u672c\u9879<\/th>\n\u81ea\u8d2d 8\u00d7A100 DGX<\/th>\n\u661f\u5b87\u667a\u7b97 8\u00d7A800 \u6309\u9700<\/th>\n<\/tr>\n<\/thead>\n
\u786c\u4ef6\u6298\u65e7<\/td>\n72 \u4e07\/36 \u4e2a\u6708 \u2192 2 \u4e07\/\u6708<\/td>\n0 \u5143<\/td>\n<\/tr>\n
\u7535\u8d39+\u673a\u623f<\/td>\n4.3 \u4e07\/\u5e74 \u2192 0.36 \u4e07\/\u6708<\/td>\n0 \u5143<\/td>\n<\/tr>\n
\u8fd0\u7ef4\u4eba\u529b<\/td>\n1 \u4e07\/\u6708<\/td>\n0 \u5143<\/td>\n<\/tr>\n
\u5408\u8ba1<\/td>\n\u7ea6 3.4 \u4e07\/\u6708<\/td>\n1.2 \u4e07\/\u6708\uff080.4 \u5143\/\u5206\u949f\u00d78 h\u00d730 d\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u661f\u5b87\u667a\u7b97\u79df\u7528 GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u4e0d\u5230\u4f20\u7edf\u65b9\u6848\u7684 35 %\uff0c\u5c31\u80fd\u628a R1 \u8dd1\u4e0a\u7ebf\uff1b\u82e5\u9009\u62e9\u5305\u6708\u5957\u9910\uff0c\u4ef7\u683c\u8fd8\u53ef\u518d\u964d 42 %\u3002\u5bf9\u4e8e\u73b0\u91d1\u6d41\u7d27\u5f20\u7684\u521d\u521b\u516c\u53f8\uff0c\u8fd9\u76f8\u5f53\u4e8e\u628a CapEx \u76f4\u63a5\u8f6c\u6210 OpEx\uff0c\u8d22\u52a1\u62a5\u8868\u7acb\u523b\u201c\u8f7b\u76c8\u201d\u3002<\/p>\n

5. \u5c55\u671b\uff1aAI SaaS \u5382\u5546\u53ef 10 \u500d\u6269\u5bb9\u5e76\u53d1\u63a8\u7406<\/h2>\n

R1 \u7684 MoE \u7ed3\u6784\u51b3\u5b9a\u4e86\u201c\u5e76\u53d1=\u663e\u5b58\u201d\u3002\u5728\u661f\u5b87\u667a\u7b97\u5f39\u6027 backend \u7684\u52a0\u6301\u4e0b\uff0c\u7528\u6237\u53ef\u901a\u8fc7 Kubernetes API \u6a2a\u5411\u6269\u5c55\u81f3 50 \u8282\u70b9\uff0c\u5b9e\u73b0 400 \u5361\u5e76\u8054\u63a8\u7406\uff1b\u5e73\u53f0\u63d0\u4f9b RDMA 200 Gbps \u65e0\u963b\u585e\u7f51\u7edc\uff0cAll2All \u5ef6\u8fdf\u4f4e\u4e8e 3 \u03bcs\uff0cP99 \u957f\u5c3e\u6296\u52a8\u63a7\u5236\u5728 5 % \u4ee5\u5185\u3002\u5b9e\u6d4b\u8868\u660e\uff0c128 k \u957f\u6587\u672c QPS \u4ece 8 \u63d0\u5347\u81f3 92\uff0c\u6269\u5bb9\u6548\u7387\u63a5\u8fd1\u7ebf\u6027\u3002
\n\u66f4\u91cd\u8981\u7684\u662f\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u4e0e\u591a\u5bb6 AI SaaS \u8fbe\u6210\u5408\u4f5c\uff0c\u628a\u201cGPU\u4e91\u4e3b\u673a\u201d\u5c01\u88c5\u6210 Serverless \u51fd\u6570\uff1a\u5ba2\u6237\u4e0a\u4f20 prompt\uff0c\u5e73\u53f0\u6309 token \u8ba1\u8d39\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u673a\u578b\u3001\u9a71\u52a8\u4e0e\u6269\u5bb9\u903b\u8f91\u2014\u2014\u771f\u6b63\u505a\u5230\u201c\u5927\u6a21\u578b\u65f6\u4ee3\u7684 AWS Lambda\u201d\u3002<\/p>\n

\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c0.4 \u5143\/\u5206\u949f\u628a R1 \u8dd1\u8d77\u6765<\/h2>\n

\u5982\u679c\u4f60\u4e5f\u60f3\u5728 15 \u5206\u949f\u5185\u62e5\u6709\u81ea\u5df1\u7684 DeepSeek-R1 \u63a8\u7406\u670d\u52a1\uff0c\u73b0\u5728\u767b\u5f55 \u661f\u5b87\u667a\u7b97<\/a> \u6ce8\u518c\u8d26\u6237\uff0c\u65b0\u7528\u6237\u5373\u523b\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8db3\u591f\u514d\u8d39\u8bd5\u7528 25 \u5206\u949f 8\u00d7A800 \u5168\u5361\u7b97\u529b\u3002\u65e0\u9700\u7b7e\u7ea6\u3001\u65e0\u9700\u62bc\u91d1\uff0c\u70b9\u51fb\u201c\u521b\u5efa\u5b9e\u4f8b\u201d\uff0c\u4e0b\u4e00\u4f4d\u628a 320 GB \u663e\u5b58\u8e29\u5728\u811a\u4e0b\u7684\u5f00\u53d1\u8005\uff0c\u53ef\u80fd\u5c31\u662f\u4f60\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u201c\u5f53\u5f00\u6e90\u793e\u533a\u8fd8\u5728\u4e89\u8bba DeepSeek-R1 \u7684 320 G…<\/p>\n","protected":false},"author":2,"featured_media":2514,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2515","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":38,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2515","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=2515"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2515\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2514"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2515"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2515"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2515"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}