{"id":2609,"date":"2026-03-05T14:04:16","date_gmt":"2026-03-05T06:04:16","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2609"},"modified":"2026-03-05T14:04:16","modified_gmt":"2026-03-05T06:04:16","slug":"%e8%b7%91%e9%80%9a%e6%9c%80%e6%96%b0-deepseek-r1-%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e4%bd%8e%e6%88%90%e6%9c%ac%e3%80%8cgpu%e4%ba%91%e4%b8%bb","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2609","title":{"rendered":"\u8dd1\u901a\u6700\u65b0 DeepSeek-R1 \u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c\u300cGPU\u4e91\u4e3b\u673a\u300d\u4e00\u952e\u90e8\u7f72\u5b9e\u5f55"},"content":{"rendered":"
\"\u8dd1\u901a\u6700\u65b0<\/figure>\n

\u8dd1\u901a\u6700\u65b0 DeepSeek-R1 \u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c\u300cGPU\u4e91\u4e3b\u673a\u300d\u4e00\u952e\u90e8\u7f72\u5b9e\u5f55<\/h1>\n
\n

\u201c\u6296\u97f3\u70ed\u641c\u699c\u8fde\u7eed\u4e09\u5929\u88ab DeepSeek \u672c\u5730\u5316\u90e8\u7f72\u653b\u7565\u5237\u5c4f\uff0c\u8bc4\u8bba\u533a\u5374\u6e05\u4e00\u8272\u54c0\u568e\uff1a\u20184090 \u4e00\u5361\u96be\u6c42\uff0c\u79df\u5361\u53c8\u8d35\u5230\u79bb\u8c31\uff01\u2019\u201d
\n\u8fd9\u4e00\u5e55\uff0c\u6b63\u662f 2024 \u5e74\u5f00\u5e74 AI \u5f00\u53d1\u8005\u6700\u771f\u5b9e\u7684\u5199\u7167\u3002<\/p>\n<\/blockquote>\n

\n

1. \u70ed\u70b9\u56de\u987e\uff1a\u6296\u97f3\u70ed\u641c DeepSeek \u672c\u5730\u5316\u90e8\u7f72\u9700\u6c42\u7206\u53d1<\/h3>\n

\u8fc7\u53bb\u4e24\u5468\uff0cDeepSeek-R1 \u4ee5\u201c\u4e2d\u6587\u5bf9\u8bdd\u5ab2\u7f8e GPT-4\u201d\u7684\u53e3\u7891\u5728\u670b\u53cb\u5708\u88c2\u53d8\u3002\u4e3a\u4e86\u62ff\u5230\u7b2c\u4e00\u624b\u6d4b\u8bd5\u6570\u636e\uff0c\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u81ea\u5a92\u4f53 MCN\u3001\u751a\u81f3\u4f20\u7edf\u5238\u5546\u7814\u7a76\u6240\u90fd\u5728\u62a2\u663e\u5361\u3002\u5317\u4eac\u67d0 985 \u535a\u58eb\u751f\u5728\u89c6\u9891\u91cc\u5410\u69fd\uff1a\u201c\u5bfc\u5e08\u6279\u4e86 3 \u4e07\u9884\u7b97\uff0c\u6123\u662f\u4e70\u4e0d\u5230\u5168\u65b0 4090\uff0c\u4e8c\u624b\u5361\u6da8\u5230 1.6 \u4e07\u8fd8\u8981\u73b0\u573a\u9a8c\u77ff\u3002\u201d\u89c6\u9891\u70b9\u8d5e 42 \u4e07\uff0c\u76f4\u63a5\u628a #DeepSeek \u672c\u5730\u5316\u90e8\u7f72# \u9876\u4e0a\u70ed\u641c\u3002<\/p>\n

\n

2. \u672c\u5730 4090 \u4e00\u5361\u96be\u6c42\uff0c\u81ea\u5efa\u673a\u623f\u6210\u672c\u62c6\u89e3<\/h3>\n

\u51b2\u52a8\u6d88\u8d39\u4e4b\u524d\uff0c\u4e0d\u59a8\u5148\u7b97\u7b14\u7ec6\u8d26\uff1a <\/p>\n\n\n\n\n\n\n\n\n\n
\u9879\u76ee<\/th>\n\u8d39\u7528<\/th>\n\u5907\u6ce8<\/th>\n<\/tr>\n<\/thead>\n
\u5355\u5361 4090<\/td>\n1.55 \u4e07\u5143<\/td>\n\u73b0\u8d27\u96f6\u552e\u4ef7\uff0c\u542b 13% \u589e\u503c\u7a0e<\/td>\n<\/tr>\n
\u6574\u673a\u914d\u5957\uff08CPU\u3001\u4e3b\u677f\u3001\u7535\u6e90\u3001\u673a\u7bb1\uff09<\/td>\n0.8 \u4e07\u5143<\/td>\n\u9700\u652f\u6301 350W \u6301\u7eed\u4f9b\u7535<\/td>\n<\/tr>\n
\u6570\u636e\u4e2d\u5fc3\u7ea7\u6563\u70ed<\/td>\n0.3 \u4e07\u5143<\/td>\n7\u00d724 \u98ce\u9053\u6539\u9020<\/td>\n<\/tr>\n
\u4e13\u7ebf\u5bbd\u5e26 \/ \u56fa\u5b9a IP<\/td>\n0.2 \u4e07\u5143\/\u5e74<\/td>\n100 Mbps \u4e0a\u884c<\/td>\n<\/tr>\n
\u7535\u8d39\uff08350W\u00d724 h\u00d7365 d\uff09<\/td>\n0.25 \u4e07\u5143\/\u5e74<\/td>\n\u6309 0.8 \u5143\/\u5ea6\u5de5\u4e1a\u7535<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5408\u8ba1\u9996\u5e74\u6210\u672c 2.9 \u4e07\u5143\uff0c\u4e14\u4e0d\u542b\u8fd0\u7ef4\u4eba\u529b\u3002<\/strong>
\n\u4e00\u65e6\u6a21\u578b\u8fed\u4ee3\uff0c\u663e\u5361\u843d\u4f0d\uff0c\u4e8c\u624b\u6b8b\u503c\u76f4\u63a5\u8170\u65a9\u3002\u5bf9\u4e8e\u201c\u53ea\u60f3\u8dd1\u901a DeepSeek-R1 \u8bba\u6587\u590d\u73b0\u201d\u7684\u8bfe\u9898\u7ec4\uff0c\u8fd9\u7b14\u6295\u5165\u663e\u7136\u8fc7\u91cd\u3002<\/p>\n

\n

3. \u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528 \u65b9\u6848\uff08H100\/4090 \u591a\u8282\u70b9\uff09<\/h3>\n

\u628a\u540c\u6837\u7684\u9700\u6c42\u642c\u5230\u661f\u5b87\u667a\u7b97\u5e73\u53f0\uff0c\u60c5\u51b5\u7acb\u523b\u53cd\u8f6c\uff1a
\n– GPU\u4e91\u4e3b\u673a<\/strong> \u6309\u9700\u914d\u7f6e\uff0c\u6700\u4f4e 1 \u5361\u8d77\u79df\uff0c\u6700\u9ad8 8 \u5361 NVLink \u4e92\u8054\uff1b
\n– \u8282\u70b9\u578b\u53f7\u8986\u76d6 RTX 4090\u3001A100\u3001H100\uff0cGPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u5206\u949f\u7ea7\u4ea4\u4ed8\uff1b
\n– \u81ea\u5e26 200 Gbps RDMA \u5185\u7f51\uff0c\u591a\u8282\u70b9\u53ef\u7ec4\u5206\u5e03\u5f0f\u8bad\u7ec3\u96c6\u7fa4\uff0c\u65e0\u9700\u81ea\u5df1\u5e03\u7ebf\uff1b
\n– \u5e73\u53f0\u5df2\u9884\u88c5 CUDA 12.2\u3001PyTorch 2.1\u3001DeepSpeed\u3001vLLM\uff0cAI\u5e94\u7528<\/strong> \u73af\u5883\u5f00\u7bb1\u5373\u7528\u3002 <\/p>\n

\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c8 \u5361 4090 \u6bcf\u5c0f\u65f6 28 \u5143\uff0c\u5148\u6d4b\u8bd5\u540e\u4ed8\u8d39<\/strong>\uff0c\u5f7b\u5e95\u6d88\u706d\u201c\u4e70\u5361\u7126\u8651\u201d\u3002<\/p>\n

\n

4. \u4e00\u952e\u955c\u50cf\u5f00\u7bb1\uff1aDeepSeek-R1 + \u4e2d\u6587\u5bf9\u8bdd\u5fae\u8c03<\/h3>\n

\u661f\u5b87\u667a\u7b97\u628a\u6700\u7e41\u7410\u7684\u201c\u73af\u5883\u7f16\u8bd1\u201d\u6253\u5305\u6210\u5b98\u65b9\u955c\u50cf\uff1a <\/p>\n

    \n
  1. \u767b\u5f55\u63a7\u5236\u53f0 \u2192 \u9009\u62e9\u300cGPU\u4e91\u4e3b\u673a\u300d\u2192 \u955c\u50cf\u5e02\u573a\u641c\u7d22\u300cDeepSeek-R1\u300d\uff1b <\/li>\n
  2. \u7cfb\u7edf\u81ea\u52a8\u5339\u914d\u9a71\u52a8\u7248\u672c\uff0c\u9501\u5b9a 4090 \u73af\u5883<\/strong>\uff0c\u907f\u514d\u9a71\u52a8\u51b2\u7a81\uff1b <\/li>\n
  3. \u542f\u52a8\u540e 30 \u79d2\uff0cJupyterLab \u81ea\u52a8\u5f39\u51fa\uff0c\u5185\u7f6e <\/li>\n
  4. DeepSeek-R1-7B\/13B\/33B \u4e09\u4e2a\u53c2\u6570\u7248\u672c <\/li>\n
  5. \u4e2d\u6587\u6307\u4ee4\u5fae\u8c03 LoRA \u6743\u91cd <\/li>\n
  6. 20 G \u7cbe\u9009\u4e2d\u6587\u5bf9\u8bdd\u6570\u636e\u96c6\uff08\u5df2\u8131\u654f\uff09 <\/li>\n<\/ol>\n

    \u7b14\u8005\u5b9e\u6d4b\uff0c\u4ece\u521b\u5efa\u5b9e\u4f8b\u5230\u52a0\u8f7d\u5b8c 13B \u6a21\u578b\u5b8c\u6210\u521d\u6b21\u63a8\u7406\uff0c\u5168\u7a0b 4 \u5206 12 \u79d2<\/strong>\uff0c\u6bd4\u672c\u5730\u88c5\u673a\u518d\u7f16\u8bd1 CUDA \u5feb\u4e86\u4e0d\u6b62 10 \u500d\u3002<\/p>\n

    \n

    5. \u8bad\u7ec3 & \u63a8\u7406\u6027\u80fd\u6570\u636e\u5bf9\u6bd4\uff08vs \u672c\u5730 4090\uff09<\/h3>\n\n\n\n\n\n\n\n
    \u573a\u666f<\/th>\n\u672c\u5730 4090 \u5355\u673a<\/th>\n\u661f\u5b87\u667a\u7b97 8\u00d74090 \u4e91\u4e3b\u673a<\/th>\n\u63d0\u5347\u500d\u6570<\/th>\n<\/tr>\n<\/thead>\n
    DeepSeek-R1-7B \u5fae\u8c03 1 epoch\uff08\u4e2d\u6587 50 \u4e07\u6761\uff09<\/td>\n38 h<\/td>\n5.2 h<\/td>\n7.3\u00d7<\/td>\n<\/tr>\n
    \u63a8\u7406\u541e\u5410\u91cf\uff08token\/s\uff09<\/td>\n1280<\/td>\n10240<\/td>\n8\u00d7<\/td>\n<\/tr>\n
    \u5cf0\u503c\u529f\u8017<\/td>\n350 W\u00d71<\/td>\n350 W\u00d78<\/td>\n\u6309\u9700\u8ba1\u8d39\uff0c\u4e0d\u7528\u4e0d\u82b1\u94b1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7ed3\u8bba<\/strong>\uff1a\u4e91\u7aef\u7684\u5206\u5e03\u5f0f\u5e76\u884c\u4e0d\u4ec5\u66f4\u5feb\uff0c\u8fd8\u628a\u56fa\u5b9a\u6210\u672c\u8f6c\u5316\u4e3a\u53ef\u53d8\u6210\u672c\uff0c\u7814\u7a76\u9884\u7b97\u7acb\u964d 50% \u4ee5\u4e0a\u3002<\/p>\n

    \n

    6. \u4ef7\u683c\u516c\u5f0f\uff1a\u6309\u9700\/\u5305\u6708\u5982\u4f55\u518d\u7701 30%<\/h3>\n

    \u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u4e24\u79cd\u8ba1\u8d39\u6a21\u5f0f\uff1a
    \n1. \u6309\u9700\u8ba1\u8d39<\/strong>\uff1a\u7cbe\u786e\u5230\u79d2\uff0c\u9002\u5408\u8c03\u8bd5\u30028\u00d74090 \u6bcf\u5c0f\u65f6 28 \u5143\uff0c\u7528\u5b8c\u5373\u505c\u3002
    \n2. \u5305\u6708\u5957\u9910<\/strong>\uff1a30 \u5929\u8fde\u7eed\u4f7f\u7528\u4eab 7 \u6298\uff0c\u6298\u5408 4600 \u5143\/\u6708\uff1b\u82e5\u9009\u62e9\u300c\u7ade\u4ef7\u5b9e\u4f8b\u300d\uff0cGPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u8d39\u7528\u6700\u4f4e\u518d\u964d 30%\uff0c\u9002\u5408\u79bb\u7ebf\u8bad\u7ec3\u3002 <\/p>\n

    \u4ee5 DeepSeek-R1-13B \u5168\u91cf\u5fae\u8c03\u4e3a\u4f8b\uff0c\u672c\u5730\u8d2d\u5361\u9700 2.9 \u4e07\u5143\uff1b\u4f7f\u7528\u7ade\u4ef7\u5305\u6708 4600 \u5143\uff0c\u540c\u6837\u7684\u5b9e\u9a8c 6 \u6b21\u8fed\u4ee3\uff0c\u4e91\u4fa7\u603b\u6210\u672c 4600\u00d76 = 2.76 \u4e07\u5143<\/strong>\uff0c\u4ecd\u4f4e\u4e8e\u4e00\u6b21\u6027\u8d2d\u5361\uff0c\u4e14\u968f\u65f6\u53ef\u5347\u7ea7 H100\uff0c\u65e0\u9700\u8003\u8651\u6b8b\u503c\u3002<\/p>\n

    \n

    7. \u7ed3\u8bba\uff1a\u7528 GPU\u4e91\u4e3b\u673a \u505a AI \u5927\u6a21\u578b\uff0c\u5c31\u9009\u661f\u5b87\u667a\u7b97<\/h3>\n

    \u4ece\u70ed\u641c\u7684\u201c\u4e00\u5361\u96be\u6c42\u201d\u5230\u8bba\u6587\u590d\u73b0\u7684\u201c\u5206\u79d2\u5fc5\u4e89\u201d\uff0cAI \u5f00\u53d1\u5df2\u7ecf\u6b65\u5165\u201c\u7b97\u529b\u5373\u670d\u52a1\u201d\u65f6\u4ee3\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u805a\u5408\u9ad8\u7aef\u663e\u5361\u3001\u9884\u7f6e\u4e3b\u6d41 AI\u5e94\u7528<\/strong> \u955c\u50cf\u3001\u63d0\u4f9b\u5f39\u6027 GPU\u4e91\u4e3b\u673a<\/strong> \u4e0e\u4f18\u60e0\u7684 GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u4ef7\u683c\uff0c\u628a\u201c\u7b97\u529b\u95e8\u69db\u201d\u6253\u4e0b\u6765\uff0c\u8ba9\u5f00\u53d1\u8005\u4e13\u6ce8\u7b97\u6cd5\u521b\u65b0\u3002 <\/p>\n

    \u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u70b9\u6b64\u76f4\u8fbe\u661f\u5b87\u667a\u7b97\u5b98\u7f51<\/a>\uff0c\u8dd1\u901a DeepSeek-R1\uff0c\u53ea\u9700\u4e00\u676f\u5496\u5561\u7684\u65f6\u95f4<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u8dd1\u901a\u6700\u65b0 DeepSeek-R1 \u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c…<\/p>\n","protected":false},"author":2,"featured_media":2608,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2609","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":108,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2609","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=2609"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2609\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2608"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2609"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2609"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}