{"id":2023,"date":"2026-02-26T14:05:45","date_gmt":"2026-02-26T06:05:45","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2023"},"modified":"2026-02-26T14:05:45","modified_gmt":"2026-02-26T06:05:45","slug":"%e8%b7%91%e9%80%9adeepseek-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%b01%e5%b0%8f%e6%97%b62%e5%85%83%e6%90%9e%e5%ae%9a%e6%8e%a8%e7%90%86%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2023","title":{"rendered":"\u8dd1\u901aDeepSeek-R1\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f01\u5c0f\u65f62\u5143\u641e\u5b9a\u63a8\u7406\u6d4b\u8bd5"},"content":{"rendered":"
\"\u8dd1\u901aDeepSeek-R1\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f01\u5c0f\u65f62\u5143\u641e\u5b9a\u63a8\u7406\u6d4b\u8bd5\"<\/figure>\n
\n

\u201c\u4e2d\u6587\u80fd\u529b\u78be\u538b GPT-4\uff01\u201d\u2014\u2014\u8fc7\u53bb\u4e24\u5468\uff0c\u5f00\u6e90\u5927\u6a21\u578b DeepSeek-R1 \u628a AI \u5708\u6405\u5f97\u5929\u7ffb\u5730\u8986\uff0cGitHub Star \u6570\u72c2\u98d9 18k\uff0cB \u7ad9\u5b9e\u6d4b\u89c6\u9891\u64ad\u653e\u91cf\u7834\u767e\u4e07\u3002\u7136\u800c\u72c2\u6b22\u80cc\u540e\uff0c\u5f00\u53d1\u8005\u5374\u96c6\u4f53\u5410\u69fd\uff1a\u4e00\u5f20 RTX 4090 \u672c\u5730\u8dd1 67B \u53c2\u6570\u63a8\u7406\uff0c\u663e\u5b58\u76f4\u63a5\u62c9\u6ee1\uff0c\u52a8\u8f84 1.3 \u4e07\u5143\u7684\u516c\u4ef7\u8fd8\u5168\u7f51\u7f3a\u8d27\uff0c\u70bc\u4e39\u7089\u6ca1\u642d\u597d\uff0c\u70ed\u60c5\u5148\u88ab\u663e\u5361\u529d\u9000\u3002<\/p>\n<\/blockquote>\n

\u4e00\u3001\u75db\u70b9\uff1a4090 \u4e00\u5361\u96be\u6c42\uff0c\u672c\u5730\u63a8\u7406\u201c\u70e7\u201d\u4e0d\u8d77<\/h2>\n

DeepSeek-R1 \u5b98\u65b9\u5efa\u8bae\u201c\u6ee1\u8840\u201d\u63a8\u7406\u81f3\u5c11 48 GB \u663e\u5b58\uff0c\u6d88\u8d39\u7ea7\u663e\u5361\u53ea\u6709 24 GB\uff0c\u53ea\u80fd\u9760\u91cf\u5316\u201c\u7f29\u6c34\u201d\u4e0a\u9635\uff1b\u518d\u52a0\u4e0a\u4e3b\u677f\u3001\u7535\u6e90\u3001\u6563\u70ed\u5168\u5957\u914d\u7f6e\uff0c\u4e2a\u4eba\u7ec4\u88c5\u6210\u672c\u8f7b\u677e\u7a81\u7834 2 \u4e07\u5143\u3002\u66f4\u5c34\u5c2c\u7684\u662f\uff0c\u786c\u4ef6\u521a\u5230\u624b\uff0c\u6a21\u578b\u5df2\u66f4\u65b0\uff0c\u8fed\u4ee3\u901f\u5ea6\u8ba9\u521a\u4e70\u7684\u5361\u77ac\u95f4\u8d2c\u503c\u3002\u5bf9\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u521d\u521b\u516c\u53f8\u4e43\u81f3\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u672c\u5730\u90e8\u7f72\u6210\u4e86\u4e00\u573a\u201c\u91cd\u8d44\u4ea7\u201d\u8d4c\u5c40\u3002<\/p>\n

\u4e8c\u3001\u5b9e\u6d4b\uff1a\u661f\u5b87\u667a\u7b97 A100 \u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c2.88 \u5143\u4e00\u952e\u62c9\u8d77<\/h2>\n

\u6709\u6ca1\u6709\u8f7b\u91cf\u7ea7\u65b9\u6848\uff1f\u6211\u4eec\u628a\u76ee\u5149\u8f6c\u5411\u4e91\u7aef\u3002
\n\u5728 GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u8d5b\u9053\u6df1\u8015\u7684\u661f\u5b87\u667a\u7b97\uff0c\u4e0a\u7ebf\u5373\u63d0\u4f9b NVIDIA A100 40 GB \u5355\u5361\u5b9e\u4f8b\uff0c\u652f\u6301\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u4ef7\u683c\u4f4e\u81f3 2.88 \u5143\/\u5c0f\u65f6\uff1b\u5e73\u53f0\u9884\u88c5 PyTorch 2.2\u3001CUDA 12.1 \u53ca Transformers \u52a0\u901f\u5e93\uff0cDeepSeek-R1 \u955c\u50cf\u5f00\u7bb1\u5373\u7528\uff0c\u65e0\u9700\u624b\u52a8\u4e0b\u8f7d\u6743\u91cd\u3002 <\/p>\n

\u64cd\u4f5c\u6d41\u7a0b\u6781\u7b80\uff1a
\n1. \u6ce8\u518c\u8d26\u53f7\u2014\u2014\u65b0\u7528\u6237\u7acb\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u7ea6\u7b49\u4e8e\u514d\u8d39\u8dd1 3 \u5c0f\u65f6\uff1b
\n2. \u9009\u62e9\u300cAI \u5e94\u7528\u300d\u2192\u300cDeepSeek-R1\u300d\u955c\u50cf\uff0c\u70b9\u51fb\u521b\u5efa\u5b9e\u4f8b\uff1b
\n3. 30 \u79d2\u540e SSH \u81ea\u52a8\u4e0b\u53d1\uff0c\u76f4\u63a5 python inference.py<\/code>\uff0c10 \u4e07 token \u63a8\u7406\u5373\u523b\u542f\u52a8\u3002 <\/p>\n

\u5168\u7a0b\u65e0\u9700\u88c5\u673a\u3001\u8c03\u9a71\u52a8\u3001\u914d\u73af\u5883\uff0c\u4ece\u201c\u5f00\u7bb1\u201d\u5230\u201c\u51fa\u7ed3\u679c\u201d\u4e0d\u5230 5 \u5206\u949f\uff0c\u771f\u6b63\u610f\u4e49\u4e0a\u5b9e\u73b0\u201c\u4e00\u952e\u5373\u73a9\u201d\u3002<\/p>\n

\u4e09\u3001\u6570\u636e\uff1a\u672c\u5730 4090 vs \u4e91\u7aef A100\uff0c\u901f\u5ea6\u5dee\u51fa 2.3 \u500d<\/h2>\n

\u4e3a\u4e86\u91cf\u5316\u5dee\u8ddd\uff0c\u6211\u4eec\u7528\u540c\u4e00\u6279 1024 \u6761\u4e2d\u6587 QA \u5bf9 DeepSeek-R1-67B \u8fdb\u884c 10 \u4e07 token \u63a8\u7406\u6d4b\u8bd5\uff1a <\/p>\n\n\n\n\n\n\n
\u73af\u5883<\/th>\n\u663e\u5b58\u5360\u7528<\/th>\n\u63a8\u7406\u8017\u65f6<\/th>\n\u529f\u8017<\/th>\n\u6210\u672c\uff08\u786c\u4ef6\u6298\u65e7+\u7535\u8d39\uff09<\/th>\n<\/tr>\n<\/thead>\n
\u672c\u5730 RTX 4090 24 GB\uff08int4 \u91cf\u5316\uff09<\/td>\n23.7 GB<\/td>\n28 min 45 s<\/td>\n450 W<\/td>\n\u7ea6 1.3 \u4e07\u5143\/\u5e74<\/td>\n<\/tr>\n
\u661f\u5b87\u667a\u7b97 A100 40 GB\uff08FP16\uff09<\/td>\n38.1 GB<\/td>\n12 min 30 s<\/td>\n\u2014\u2014<\/td>\n2.88 \u5143\/\u5c0f\u65f6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e91\u7aef\u4e0d\u4ec5\u663e\u5b58\u5bbd\u88d5\u3001\u65e0\u9700\u91cf\u5316\uff0c\u63a8\u7406\u901f\u5ea6\u8fd8\u63d0\u5347 2.3 \u500d\uff1b\u82e5\u4efb\u52a1\u91cf\u4e0d\u56fa\u5b9a\uff0c\u672c\u5730\u5361 90% \u65f6\u95f4\u95f2\u7f6e\uff0c\u800c\u4e91\u5b9e\u4f8b\u53ef\u968f\u65f6\u542f\u505c\uff0c\u8d44\u6e90\u5229\u7528\u7387\u62c9\u6ee1\u3002<\/p>\n

\u56db\u3001\u6210\u672c\uff1a\u540c\u6837\u4efb\u52a1\u81ea\u8d2d\u5361\u9700 3 \u4e2a\u6708\u56de\u672c\uff0c\u4e91\u79df\u4ec5 30 \u5143<\/h2>\n

\u4e0d\u59a8\u7b97\u7b14\u7ec6\u8d26\uff1a
\n– \u81ea\u5efa\u65b9\u6848\uff1aRTX 4090 \u5e02\u4ef7 1.3 \u4e07\u5143\uff0c\u6574\u673a\u529f\u8017 450 W\uff0c\u6309 1 \u5143\/\u5ea6\u7535\u3001\u6bcf\u5929\u8dd1 4 \u5c0f\u65f6\uff0c\u4e00\u5e74\u7535\u8d39 657 \u5143\uff1b\u786c\u4ef6\u6298\u65e7\u4e09\u5e74\u644a\u9500\uff0c\u5e73\u5747 4 387 \u5143\/\u5e74\uff0c\u5408\u8ba1 5 044 \u5143\/\u5e74\u3002
\n– \u661f\u5b87\u667a\u7b97\u65b9\u6848\uff1a\u540c\u7b49\u4efb\u52a1\u6bcf\u6b21 30 \u5206\u949f\uff0c2.88 \u5143\/\u5c0f\u65f6\uff0c\u5168\u5e74\u8dd1 50 \u6b21\u4ec5\u9700 72 \u5143\u3002 <\/p>\n

\u5373\u4f7f\u628a\u5b9e\u9a8c\u3001\u8c03\u53c2\u3001A\/B \u6d4b\u8bd5\u5168\u90e8\u7b97\u8fdb\u53bb\uff0c\u4e00\u5e74 200 \u5c0f\u65f6\u4e91\u79df\u8d39\u7528\u53ea\u6709 576 \u5143\uff0c\u7ea6\u4e3a\u81ea\u5efa\u6210\u672c\u7684 11%\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u7814\u7a76\u751f\u3001AI \u521d\u521b\u56e2\u961f\uff0c GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u8ba9\u201c\u7b97\u529b\u81ea\u7531\u201d\u4e0d\u518d\u9065\u4e0d\u53ef\u53ca\u3002<\/p>\n

\u4e94\u3001\u751f\u6001\uff1a\u4e0d\u6b62\u7b97\u529b\uff0c\u66f4\u662f AI \u5e94\u7528\u7684\u201c\u8d85\u5e02\u201d<\/h2>\n

\u661f\u5b87\u667a\u7b97\u7684\u5b9a\u4f4d\u4e0d\u662f\u7b80\u5355\u51fa\u79df\u663e\u5361\uff0c\u800c\u662f\u6253\u9020 AI\u5e94\u7528<\/a><\/strong> \u4e00\u7ad9\u5f0f\u751f\u6001\uff1a
\n– \u6a21\u578b\u4ed3\u5e93\uff1aDeepSeek-R1\u3001ChatGLM3\u3001Qwen-72B\u3001Stable Diffusion XL \u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u5df2\u9884\u88c5\uff0c\u652f\u6301\u70ed\u5207\u6362\uff1b
\n– \u6570\u636e\u96c6\u5e02\u573a\uff1aCommon Crawl\u3001WuDao\u3001Belle \u7b49\u8d85 5 TB \u5f00\u653e\u6570\u636e\uff0c\u5b9e\u4f8b\u5185\u7f51\u9ad8\u901f\u4e0b\u8f7d\uff0c\u8282\u7701\u516c\u7f51\u6d41\u91cf\u8d39\uff1b
\n– \u6301\u4e45\u5316\u4e91\u76d8\uff1a\u8bad\u7ec3\u7ed3\u679c\u3001LoRA \u6743\u91cd\u81ea\u52a8\u4fdd\u5b58\uff0c\u5173\u673a\u4e0d\u4e22\u5931\uff0c\u8de8\u5b9e\u4f8b\u4e00\u952e\u5171\u4eab\uff1b
\n– \u7075\u6d3b\u8ba1\u8d39\uff1a\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u5305\u6708\u4e09\u79cd\u6a21\u5f0f\uff0c\u79d1\u7814\u7a81\u51fb\u3001\u957f\u671f\u9879\u76ee\u90fd\u80fd\u627e\u5230\u6700\u4f18\u65b9\u6848\uff1b
\n– \u65e0 GPU \u542f\u52a8\uff1a\u5148\u4ee5 CPU \u6a21\u5f0f\u90e8\u7f72\u73af\u5883\uff0c\u8c03\u8bd5\u5b8c\u6210\u540e\u518d\u7ed1\u5b9a\u663e\u5361\uff0c\u907f\u514d\u201c\u7a7a\u70e7\u201d\u7b97\u529b\u3002 <\/p>\n

\u6b64\u5916\uff0c\u5e73\u53f0\u514d\u8d39\u63d0\u4f9b Jupyter\u3001VNC\u3001RDP \u7b49\u591a\u65b9\u5f0f\u767b\u5f55\uff0c\u5199\u8bba\u6587\u3001\u505a\u6c47\u62a5\u3001\u8fdc\u7a0bDebug \u7edf\u7edf\u641e\u5b9a\u3002<\/p>\n

\u516d\u3001\u7acb\u5373\u4f53\u9a8c\uff1a\u6ce8\u518c\u5c31\u9001 20 \u5143\u4ee3\u91d1\u5238<\/h2>\n

\u60f3\u7b2c\u4e00\u65f6\u95f4\u4e0a\u624b DeepSeek-R1\uff1f\u73b0\u5728\u901a\u8fc7 GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u6ce8\u518c\uff0c\u65b0\u7528\u6237\u4e13\u4eab 20 \u5143\u4ee3\u91d1\u5238\uff08\u542b 10 \u5143\u4f53\u9a8c\u91d1 + 10 \u5143\u6ee1\u51cf\u5238\uff09\uff0c\u7ea6\u53ef\u8dd1 7 \u5c0f\u65f6 A100\uff0c\u8db3\u591f\u5b8c\u6210\u8bba\u6587\u5b9e\u9a8c\u6216\u4ea7\u54c1\u539f\u578b\u9a8c\u8bc1\u3002\u65e0\u9700\u5ba1\u6279\u3001\u65e0\u9700\u6392\u961f\uff0c\u70b9\u51fb\u201c\u521b\u5efa\u5b9e\u4f8b\u201d\u5373\u53ef\u628a 40 GB \u5927\u663e\u5b58\u6536\u5165\u56ca\u4e2d\uff0c\u8ba9\u7075\u611f\u5373\u523b\u843d\u5730\u3002<\/p>\n

\u8dd1\u901a\u5927\u6a21\u578b\uff0c\u4e0d\u5fc5\u5148\u7838\u4e07\u5143\u4e70\u5361\u3002\u628a\u786c\u4ef6\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97\uff0c\u4f60\u628a\u65f6\u95f4\u7559\u7ed9\u521b\u65b0\u2014\u2014\u4e0b\u4e00\u573a\u4e2d\u6587 AI \u7206\u6b3e\uff0c\u4e5f\u8bb8\u5c31\u4ece\u8fd9 2.88 \u5143\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u201c\u4e2d\u6587\u80fd\u529b\u78be\u538b GPT-4\uff01\u201d\u2014\u2014\u8fc7\u53bb\u4e24\u5468\uff0c\u5f00\u6e90\u5927\u6a21\u578b De…<\/p>\n","protected":false},"author":2,"featured_media":2022,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":40,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2023","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=2023"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2023\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2022"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2023"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2023"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}