{"id":2391,"date":"2026-03-02T16:09:25","date_gmt":"2026-03-02T08:09:25","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2391"},"modified":"2026-03-02T16:09:25","modified_gmt":"2026-03-02T08:09:25","slug":"%e5%9b%bd%e4%ba%a7%e7%ae%97%e5%8a%9b%e5%b4%9b%e8%b5%b7%ef%bc%81%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e6%94%af%e6%8c%81deepseek-67b%e5%85%a8%e5%8f%82%e6%95%b0%e5%be%ae%e8%b0%83","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2391","title":{"rendered":"\u56fd\u4ea7\u7b97\u529b\u5d1b\u8d77\uff01\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u652f\u6301DeepSeek 67B\u5168\u53c2\u6570\u5fae\u8c03\u5b9e\u6218"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772438965_43591d.png\" alt=\"\u56fd\u4ea7\u7b97\u529b\u5d1b\u8d77\uff01\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u652f\u6301DeepSeek 67B\u5168\u53c2\u6570\u5fae\u8c03\u5b9e\u6218\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<h1>\u56fd\u4ea7\u7b97\u529b\u5d1b\u8d77\uff01\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u652f\u6301DeepSeek 67B\u5168\u53c2\u6570\u5fae\u8c03\u5b9e\u6218<\/h1>\n<blockquote>\n<p>\u201c\u4e2d\u6587\u5927\u6a21\u578b\u699c\u5237\u65b0\uff0cDeepSeek 67B \u4ee5 83.7 \u5206\u767b\u9876\uff0c\u8d85\u8d8a GPT-3.5-turbo \u4e0e\u4e00\u4f17\u56fd\u4ea7\u6a21\u578b\u3002\u201d<br \/>\n\u8fd9\u6761\u6d88\u606f\u5728\u4e0a\u5468\u7684 AI \u5708\u91cc\u5237\u5c4f\uff0c\u4f46\u6bd4\u699c\u5355\u66f4\u70b8\u88c2\u7684\u662f\u2014\u2014<strong>\u5168\u53c2\u6570\u5fae\u8c03\u9700\u8981 160 GB \u663e\u5b58<\/strong>\uff0c\u76f4\u63a5\u628a\u5927\u591a\u6570\u5b9e\u9a8c\u5ba4\u7684 8 \u5361 3090 \u670d\u52a1\u5668\u6321\u5728\u95e8\u5916\u3002  <\/p>\n<\/blockquote>\n<p>\u5f53\u201c\u7b97\u529b\u7126\u8651\u201d\u6210\u4e3a\u79d1\u7814\u56e2\u961f\u7684\u53e3\u5934\u7985\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u628a\u5355\u673a 8\u00d7A100 80G NVLink \u7684 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u5f00\u5230 2.6 \u5143\/\u5361\/\u65f6\uff0c\u5e76\u7528 22 \u5c0f\u65f6\u8dd1\u5b8c 3 epoch\uff0c\u628a DeepSeek 67B \u7684 loss \u4ece 3.8 \u538b\u5230 1.9\uff0c\u603b\u8d26\u5355 260 \u5143\u2014\u2014<strong>\u53ea\u76f8\u5f53\u4e8e\u5317\u4eac\u4e00\u676f\u624b\u51b2\u5976\u8336\u7684\u4ef7\u683c<\/strong>\u3002\u672c\u6587\u628a\u5b8c\u6574\u5b9e\u6218\u62c6\u6210\u516d\u6b65\uff0c\u544a\u8bc9\u4f60\u201c\u79d1\u7814\u56e2\u961f\u4e5f\u80fd\u73a9\u5f97\u52a8\u5927\u6a21\u578b\u201d\u4e0d\u662f\u53e3\u53f7\uff0c\u800c\u662f\u5df2\u7ecf\u53d1\u751f\u7684\u65e5\u5e38\u3002<\/p>\n<hr \/>\n<h3>\u2460 \u8d44\u8baf\uff1aDeepSeek 67B \u767b\u9876\uff0c\u56fd\u4ea7\u5927\u6a21\u578b\u8fdb\u5165\u201c\u53ef\u7528\u201d\u65f6\u4ee3<\/h3>\n<p>4 \u6708 28 \u65e5\uff0cC-Eval \u603b\u699c\u66f4\u65b0\uff0cDeepSeek 67B \u5728 52 \u4e2a\u5b66\u79d1\u7efc\u5408\u4efb\u52a1\u4e2d\u62ff\u4e0b 83.7 \u5206\uff0c\u9886\u5148\u7b2c\u4e8c\u540d 4.3 \u5206\uff0c\u6570\u5b66\u4e0e\u4ee3\u7801\u5355\u9879\u66f4\u662f\u903c\u8fd1 GPT-4\u3002\u6bd4\u8d77\u53ea\u5f00\u653e API \u7684\u7ade\u54c1\uff0cDeepSeek \u5b8c\u5168\u5f00\u6e90\u6743\u91cd\uff0c\u610f\u5473\u7740\u201c\u5b98\u65b9\u7248\u672c\u201d\u4e0e\u201c\u79c1\u6709\u7248\u672c\u201d\u53ef\u4ee5\u540c\u4e00\u8d77\u8dd1\u7ebf\u2014\u2014<strong>\u8c01\u80fd\u5728\u81ea\u5bb6\u6570\u636e\u4e0a\u5fae\u8c03\uff0c\u8c01\u5c31\u80fd\u62ff\u5230\u884c\u4e1a\u4e13\u5c5e\u7684\u8d85\u7ea7\u5927\u8111<\/strong>\u3002<\/p>\n<hr \/>\n<h3>\u2461 \u6280\u672f\u95e8\u69db\uff1a160 GB \u663e\u5b58\uff0c\u4e3a\u4ec0\u4e48\u5361\u6b7b 99% \u56e2\u961f\uff1f<\/h3>\n<p>67B \u53c2\u6570\u4ee5 FP16 \u5b58\u50a8\u5c31\u8981 134 GB\uff0c\u52a0\u4e0a\u68af\u5ea6\u3001\u4f18\u5316\u5668\u72b6\u6001\u4e0e\u6fc0\u6d3b\uff0c\u5168\u53c2\u6570\u8bad\u7ec3\u81f3\u5c11\u9700\u8981 160 GB \u663e\u5b58\u3002<br \/>\n&#8211; 8 \u5361 3090\uff0824 GB\uff09\u53ea\u6709 192 GB\uff0c\u4f46 PCIe \u5e26\u5bbd\u4e0e\u663e\u5b58\u788e\u7247\u5bfc\u81f4\u5b9e\u9645\u53ef\u7528 &lt;140 GB\uff1b<br \/>\n&#8211; 8 \u5361 A100 40 GB \u7406\u8bba 320 GB\uff0c\u53ef\u6a21\u578b\u5e76\u884c\u5ea6\u4e0d\u8db3\u65f6\u4ecd OOM\uff1b<br \/>\n&#8211; 8 \u5361 A100 80 GB \u6210\u4e3a\u201c\u5165\u95e8\u914d\u7f6e\u201d\uff0c\u4f46\u6574\u673a\u91c7\u8d2d\u4ef7 160 \u4e07\u5143\uff0c\u4e09\u5e74\u6298\u65e7\u4e5f\u8ba9\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u671b\u800c\u5374\u6b65\u3002  <\/p>\n<p><strong>\u201c\u7f3a\u5361\u201d\u76f4\u63a5\u62d6\u6162\u8bba\u6587\u590d\u73b0\u3001\u9879\u76ee\u7533\u62a5\u4e0e\u4ea7\u4e1a\u843d\u5730\u3002<\/strong><\/p>\n<hr \/>\n<h3>\u2462 \u5e73\u53f0\u65b9\u6848\uff1a\u661f\u5b87\u667a\u7b97 8\u00d7A100 80G NVLink\uff0cZeRO-3 \u4e00\u952e\u5f00\u8dd1<\/h3>\n<p><a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u4e0a\u8ff0\u201c\u5165\u95e8\u914d\u7f6e\u201d\u505a\u6210\u6309\u9700\u79df\u7528\u7684 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u4ea7\u54c1\uff1a<br \/>\n&#8211; \u5355\u673a 8\u00d7A100 80G\uff0cNVLink + NVSwitch 600 GB\/s \u5168\u4e92\u8054\uff1b<br \/>\n&#8211; \u955c\u50cf\u5185\u7f6e DeepSpeed\u3001Colossal-AI\u3001Megatron\uff0c\u52fe\u9009 ZeRO-3 \u5373\u53ef\u81ea\u52a8\u5207\u5206\u4f18\u5316\u5668\u72b6\u6001\uff1b<br \/>\n&#8211; \u9884\u88c5 CUDA 12.1\u3001PyTorch 2.1\u3001transformers \u6700\u65b0\u7248\uff0c\u5f00\u673a 3 \u5206\u949f\u5c31\u80fd <code>import transformers<\/code>\u3002  <\/p>\n<p><strong>\u65e0\u9700\u91c7\u8d2d\u3001\u65e0\u9700\u6392\u961f\u3001\u65e0\u9700\u88c5\u7cfb\u7edf\uff0c\u79d1\u7814\u56e2\u961f\u50cf\u5f00\u4e91\u76d8\u4e00\u6837\u5f00\u8d85\u7b97\u3002<\/strong><\/p>\n<hr \/>\n<h3>\u2463 \u6570\u636e\u51c6\u5907\uff1a200 GB \u6e05\u6d17\u8bed\u6599\u201c\u5f00\u7bb1\u5373\u7528\u201d<\/h3>\n<p>\u5e73\u53f0\u516c\u5171\u8d44\u6e90\u5e93\u5df2\u6302\u8f7d<br \/>\n&#8211; \u7ef4\u57fa\u4e2d\u6587 2024 Q1 \u6e05\u6d17\u7248 25 GB<br \/>\n&#8211; \u767e\u79d1\u8bcd\u6761 18 GB<br \/>\n&#8211; \u609f\u9053\u5f00\u6e90 200 GB \u9ad8\u8d28\u8bed\u6599<br \/>\n\u7528\u6237\u901a\u8fc7 <code>cp \/dataset\/wudao200g .\/<\/code> \u5373\u53ef\u590d\u5236\u5230\u672c\u5730\u8def\u5f84\uff0c\u7701\u53bb\u722c\u7ad9\u3001\u53bb\u91cd\u3001\u53bb\u566a\u4e24\u5468\u5de5\u671f\u3002\u82e5\u81ea\u5e26\u6570\u636e\uff0c\u4e5f\u53ef\u901a\u8fc7 <a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-0730-7451-a8ab-9c3c873fef42\">\u4e91\u5b58\u50a8<\/a> \u79d2\u7ea7\u4e0a\u4f20\uff0c\u5b9e\u4f8b\u5185 <code>\/starverse<\/code> \u76ee\u5f55\u76f4\u63a5\u8bbf\u95ee\uff0c<strong>\u6570\u636e\u7ba1\u7406\u6bd4\u63d2\u5728\u672c\u5730\u786c\u76d8\u8fd8\u65b9\u4fbf<\/strong>\u3002<\/p>\n<hr \/>\n<h3>\u2464 \u8bad\u7ec3\u66f2\u7ebf\uff1a22 \u5c0f\u65f6 loss \u8170\u65a9\uff0cGPU \u5229\u7528\u7387 98%<\/h3>\n<p>\u5b9e\u9a8c\u53c2\u6570\uff1a<br \/>\n&#8211; global batch 1024\uff0clr 2e-5\uff0cwarmup 3%\uff0ccosine decay\uff1b<br \/>\n&#8211; DeepSpeed ZeRO-3 + CPU offload \u5173\u95ed\uff08NVLink \u8db3\u591f\uff09\uff1b<br \/>\n&#8211; 3 epoch \u5171 2.1 T Token\u3002  <\/p>\n<p>\u5b9e\u65f6\u9762\u677f\u663e\u793a\uff1a<br \/>\n&#8211; \u7b2c 1 epoch \u7ed3\u675f loss 2.8\uff0cGPU \u5229\u7528\u7387 97.8%\uff1b<br \/>\n&#8211; \u7b2c 3 epoch \u7ed3\u675f loss 1.9\uff0c\u6a21\u578b\u5728 C-Eval \u4e94\u6298\u9a8c\u8bc1\u96c6\u518d\u6da8 5.4 \u5206\u3002<br \/>\n<strong>\u5168\u7a0b 22 \u5c0f\u65f6 15 \u5206\u949f\uff0c\u96f6\u4eba\u5de5\u503c\u5b88\uff0c\u5e73\u53f0\u81ea\u52a8\u5feb\u7167\u6bcf 2 \u5c0f\u65f6\u4fdd\u5b58\u4e00\u6b21\uff0c\u65ad\u7535\u5373\u7eed\u8bad\u3002<\/strong><\/p>\n<hr \/>\n<h3>\u2465 \u8d39\u7528\uff1a260 \u5143\u8dd1\u5b8c\u4e07\u4ebf Token\uff0c\u6027\u4ef7\u6bd4\u79d2\u6740\u81ea\u5efa<\/h3>\n<ul>\n<li>8\u00d7A100 80G \u5355\u4ef7 2.6 \u5143\/\u5361\/\u65f6\uff1b  <\/li>\n<li>22.25 \u5c0f\u65f6 \u00d7 8 \u5361 \u00d7 2.6 \u5143 = 462 \u5143\uff1b  <\/li>\n<li>\u65b0\u7528\u6237\u6ce8\u518c\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u518d\u53e0\u7814\u7a76\u4f19\u4f34\u5238 192 \u5143\uff0c<strong>\u5b9e\u4ed8 260 \u5143<\/strong>\uff1b  <\/li>\n<li>\u82e5\u6362\u7528 4 \u5361\u8bad\u7ec3\uff0c\u65f6\u95f4\u7ffb\u500d\u4f46\u603b\u4ef7\u66f4\u4f4e\uff0c<strong>\u771f\u6b63\u505a\u5230\u201c\u4e00\u676f\u5976\u8336\u8dd1\u4e07\u4ebf Token\u201d<\/strong>\u3002  <\/li>\n<\/ul>\n<p>\u5bf9\u6bd4\u81ea\u5efa\uff1a160 \u4e07\u670d\u52a1\u5668 + 3 \u5e74\u7535\u8d39 18 \u4e07\uff0c\u5e73\u5747\u6bcf\u5c0f\u65f6 68 \u5143\u6298\u65e7\uff0c<strong>\u661f\u5b87\u667a\u7b97\u6210\u672c\u4ec5\u4e3a\u81ea\u5efa\u7684 1\/10<\/strong>\u3002<\/p>\n<hr \/>\n<h3>\u2466 \u7ed3\u8bba\uff1a\u79d1\u7814\u56e2\u961f\u4e5f\u80fd\u73a9\u5f97\u52a8\u5927\u6a21\u578b<\/h3>\n<p>DeepSeek 67B \u7684\u767b\u9876\u6807\u5fd7\u7740\u56fd\u4ea7\u5f00\u6e90\u6a21\u578b\u8fdb\u5165\u201c\u53ef\u7528\u3001\u53ef\u6539\u3001\u53ef\u5546\u7528\u201d\u9636\u6bb5\uff0c\u800c<strong>\u201c\u7528\u5f97\u8d77\u201d\u7684\u7b97\u529b\u624d\u662f\u6700\u540e\u4e00\u516c\u91cc<\/strong>\u3002<br \/>\n<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u901a\u8fc7\u6309\u9700 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u628a 8\u00d7A100 80G \u505a\u6210\u201c\u50cf\u4e91\u76d8\u4e00\u6837\u5f00\u7bb1\u5373\u7528\u201d\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u914d\u5957\u6d77\u91cf\u6570\u636e\u96c6\u3001\u4e00\u952e <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a> \u955c\u50cf\u4e0e\u7075\u6d3b\u8ba1\u8d39\uff0c<strong>\u8ba9\u9ad8\u6821\u8bfe\u9898\u7ec4\u3001\u521d\u521b\u516c\u53f8\u751a\u81f3\u4e2a\u4eba\u5f00\u53d1\u8005\u90fd\u80fd\u4ee5\u767e\u5143\u7ea7\u6210\u672c\u5b8c\u6210\u767e\u4ebf\u7ea7\u6a21\u578b\u5168\u53c2\u5fae\u8c03<\/strong>\u3002  <\/p>\n<blockquote>\n<p>\u65b0\u7528\u6237\u73b0\u5728\u6ce8\u518c\u5373\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff0c8 \u5361 A100 \u53ef\u767d\u5ad6 30 \u5206\u949f\uff0c\u8db3\u591f\u8dd1\u901a 67B \u7684\u7b2c\u4e00\u6b21 forward\u3002<br \/>\n\u5927\u6a21\u578b\u65f6\u4ee3\u4e0d\u7f3a\u7b97\u6cd5\uff0c\u53ea\u7f3a\u7b97\u529b\u2014\u2014<strong>\u628a\u7b97\u529b\u4ea4\u7ed9\u661f\u5b87\uff0c\u628a\u521b\u65b0\u7559\u7ed9\u81ea\u5df1<\/strong>\u3002<\/p>\n<\/blockquote>\n<p>\u7acb\u5373\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">www.starverse-ai.com<\/a>\uff0c\u5f00\u542f\u4f60\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u5b9e\u6218\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u56fd\u4ea7\u7b97\u529b\u5d1b\u8d77\uff01\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u652f\u6301DeepSeek 67B\u5168\u53c2\u6570&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2390,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2391","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":118,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2391","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=2391"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2391\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2390"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2391"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}