{"id":2262,"date":"2026-03-01T10:05:23","date_gmt":"2026-03-01T02:05:23","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2262"},"modified":"2026-03-01T10:05:23","modified_gmt":"2026-03-01T02:05:23","slug":"openai-110b-%e7%be%8e%e5%85%83%e8%9e%8d%e8%b5%84%e5%90%8e%e7%ae%97%e5%8a%9b%e5%91%8a%e6%80%a5%ef%bc%9f%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%e6%95%91","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2262","title":{"rendered":"OpenAI 110B \u7f8e\u5143\u878d\u8d44\u540e\u7b97\u529b\u544a\u6025\uff1f\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u4f4e\u6210\u672c\u6551\u6025\u65b9\u6848 3 \u6b65\u4e0a\u7ebf"},"content":{"rendered":"
\"OpenAI<\/figure>\n
\n

\u672c\u6587\u7ea6 1100 \u5b57\uff0c\u9605\u8bfb\u65f6\u95f4 4 \u5206\u949f<\/p>\n<\/blockquote>\n

\u70ed\u70b9\u590d\u76d8\uff1a110 \u4ebf\u7f8e\u5143\u878d\u8d44\u4e4b\u540e\uff0cOpenAI \u7684\u7b97\u529b\u201c\u9ed1\u6d1e\u201d<\/h2>\n

\u201cStargate\u201d\u9879\u76ee\u63a8\u8fdf\u7684\u6d88\u606f\u5728\u4e0a\u5468\u5237\u5c4f\u3002\u6839\u636e The Information \u62a5\u9053\uff0cOpenAI \u539f\u672c\u8ba1\u5212 2024 \u5e74\u4e2d\u4e0a\u7ebf\u7684 5 \u4e07\u5f20 H100 \u96c6\u7fa4\uff0c\u7531\u4e8e\u82f1\u4f1f\u8fbe\u4ea4\u4ed8\u8282\u594f\u548c\u6570\u636e\u4e2d\u5fc3\u80fd\u8017\u6307\u6807\u53cc\u91cd\u5361\u58f3\uff0c\u88ab\u8feb\u5ef6\u540e\u81f3\u5c11\u4e24\u4e2a\u5b63\u5ea6\u3002
\n\u4e00\u8fb9\u662f GPT \u7cfb\u5217\u6a21\u578b\u53c2\u6570\u6301\u7eed\u81a8\u80c0\uff0c\u53e6\u4e00\u8fb9\u662f\u4f01\u4e1a\u5ba2\u6237\u6392\u961f\u8c03\u7528 API\uff0cOpenAI \u9996\u6b21\u5411\u5916\u90e8\u201c\u501f\u7b97\u529b\u201d\u2014\u2014\u7ed3\u679c\u628a\u5317\u7f8e\u4e09\u5927 GPU \u4e91\u5382\u5546\u7684\u73b0\u8d27\u5e93\u5b58\u77ac\u95f4\u626b\u7a7a\uff0c\u5e76\u53d1\u6027\u80fd\u7f3a\u53e3\u4ecd\u9ad8\u8fbe 18%\u3002<\/p>\n

\u56fd\u5185\u521b\u6295\u5708\u540c\u6837\u88ab\u6b83\u53ca\uff1a\u67d0\u5934\u90e8 VC \u900f\u9732\uff0c\u5176\u88ab\u6295\u7684 12 \u5bb6 AIGC \u521d\u521b\u516c\u53f8\uff0c\u8fc7\u53bb 30 \u5929\u5185\u5e73\u5747\u7b49\u5f85 GPU \u65f6\u957f 11 \u5929\uff0c\u6700\u5938\u5f20\u7684\u4e00\u5bb6\u7528 512 \u5f20 A100 \u6392\u961f 21 \u5929\u624d\u51d1\u9f50\u3002
\n\u201c\u7b97\u529b\u8352\u201d\u4e0d\u518d\u662f\u65b0\u95fb\uff0c\u800c\u662f\u6bcf\u5929\u90fd\u5728\u53d1\u751f\u7684\u6210\u672c\u4e8b\u6545\u3002<\/p>\n

\u6280\u672f\u89e3\u8bfb\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u5230\u5e95\u9700\u8981\u591a\u5c11 GPU\uff1f<\/h2>\n

\u7ee7\u7eed\u9884\u8bad\u7ec3\uff08continual pre-training\uff09\u9636\u6bb5\uff0c70B \u7ea7\u522b\u6a21\u578b\u7684\u7b97\u529b\u9700\u6c42\u53ef\u4ee5\u7528\u4e00\u6761\u7b80\u5355\u66f2\u7ebf\u6982\u62ec\uff1a\u6bcf\u65b0\u589e 1T high-quality token\uff0c\u7ea6\u6d88\u8017 6.4\u00d710\u00b2\u00b3 FLOPs\u3002
\n\u6309 NVIDIA \u5b98\u65b9\u6570\u636e\uff0c\u5355\u5361 H100 SXM \u7684\u5cf0\u503c\u7b97\u529b 989 TFLOPs\uff08FP16\/BF16\uff09\uff0c\u7406\u8bba\u5229\u7528\u7387 65% \u8ba1\u7b97\uff0c\u9700\u8981 38 \u5361\u8dd1 24 \u5c0f\u65f6\uff1b\u5982\u679c\u518d\u628a\u68af\u5ea6\u540c\u6b65\u3001checkpoint \u5199\u5165\u3001\u6545\u969c\u91cd\u7b97\u7b49\u635f\u8017\u8ba1\u5165\uff0c\u771f\u5b9e\u9700\u6c42\u77ac\u95f4\u7ffb\u500d\u3002
\n\u8fd9\u610f\u5473\u7740\uff1a
\n1. \u9759\u6001\u91c7\u8d2d\u6a21\u5f0f\u6c38\u8fdc\u65e0\u6cd5\u5339\u914d\u52a8\u6001\u5b9e\u9a8c\u8282\u594f\uff1b
\n2. \u4efb\u52a1\u9ad8\u5cf0\u5bf9\u201c\u5f39\u6027 GPU \u4e91\u4e3b\u673a\u201d\u7684\u51b7\u542f\u52a8\u901f\u5ea6\u63d0\u51fa\u5206\u949f\u7ea7\u8981\u6c42\uff1b
\n3. \u5b58\u50a8\u5fc5\u987b\u652f\u6301 PB \u7ea7\u6570\u636e\u96c6\u76f4\u63a5\u6302\u8f7d\uff0c\u5426\u5219\u6570\u636e\u642c\u8fd0\u5c31\u4f1a\u5403\u6389 20% \u9884\u7b97\u3002<\/p>\n

\u661f\u5b87\u65b9\u6848\uff1a3 \u6b65\u5b8c\u6210\u201c\u7b97\u529b\u6551\u6025\u201d<\/h2>\n

\u661f\u5b87\u667a\u7b97\u56e2\u961f\u5728 2023 \u5e74 Q4 \u4e0a\u7ebf\u4e86\u4e13\u4e3a\u201c\u5927\u6a21\u578b\u7ee7\u7eed\u8bad\u7ec3\u201d\u8bbe\u8ba1\u7684 GPU \u670d\u52a1\u5668\u79df\u7528\u7ba1\u7ebf\uff0c\u628a\u4f20\u7edf\u6d41\u7a0b\u538b\u7f29\u6210 3 \u6b65\uff1a
\n1. \u9009\u5361<\/strong>\uff1a\u63a7\u5236\u53f0\u63d0\u4f9b RTX 4090\u3001A100\u3001H100 \u591a\u89c4\u683c GPU \u4e91\u4e3b\u673a\uff0c\u6309\u9700 1\uff5e256 \u5361\u81ea\u7531\u52fe\u9009\uff0c\u652f\u6301 NVIDIA Magnum IO \u52a0\u901f\u3002
\n2. \u6302\u6570\u636e<\/strong>\uff1a\u5e73\u53f0\u9ed8\u8ba4\u6302\u8f7d 3.2 PB \u516c\u5171\u6570\u636e\u96c6\uff08\u5305\u62ec RedPajama\u3001WuDao\u3001CLUE \u7b49\uff09\uff0c\u7528\u6237\u4e5f\u53ef\u901a\u8fc7 \u4e91\u786c\u76d8<\/a> \u548c \u4e91\u5b58\u50a8<\/a> \u4e0a\u4f20\u79c1\u6709\u8bed\u6599\uff0cPB \u7ea7\u6570\u636e\u76f4\u901a\u5b9e\u4f8b\u5185\uff0c\u65e0\u9700\u989d\u5916\u62f7\u8d1d\u3002
\n3. \u8dd1\u8bad\u7ec3<\/strong>\uff1a\u5185\u7f6e PyTorch 2.1\u3001DeepSpeed\u3001Megatron-LM \u955c\u50cf\uff0c30 \u79d2\u5b8c\u6210\u73af\u5883\u521d\u59cb\u5316\uff1b\u540c\u65f6\u63d0\u4f9b \u6a21\u578b\u548c\u6570\u636e\u96c6<\/a> \u8d44\u6e90\u5e93\uff0cLlama-2-70B\u3001Qwen-14B \u7b49\u6743\u91cd\u4e00\u952e\u590d\u5236\u5230\u672c\u5730\uff0c\u7701\u53bb\u4e0b\u8f7d\u65f6\u95f4\u3002<\/p>\n

\u6574\u4e2a\u6d41\u7a0b\u4ece\u70b9\u51fb\u201c\u521b\u5efa\u201d\u5230\u5f00\u59cb\u8bad\u7ec3\uff0c\u5e73\u5747\u8017\u65f6 4 \u5206 12 \u79d2\uff0c\u6bd4\u81ea\u5efa\u673a\u623f\u7f29\u77ed 95%\u3002<\/p>\n

\u771f\u5b9e\u6848\u4f8b\uff1a7 \u5929\u5b8c\u6210 70B \u6a21\u578b\u7ee7\u7eed\u9884\u8bad\u7ec3<\/h2>\n

\u80cc\u666f\uff1a\u676d\u5dde\u67d0 AIGC \u521b\u4e1a\u56e2\u961f\uff0c\u4e13\u6ce8\u957f\u6587\u672c\u751f\u6210\uff0c\u5df2\u83b7\u5f97\u5929\u4f7f\u8f6e 500 \u4e07\u7f8e\u5143\u3002
\n\u9700\u6c42\uff1a\u5728 Llama-2-70B \u57fa\u7840\u4e0a\u6ce8\u5165 300B token \u4e2d\u6587\u8d22\u7ecf\u8bed\u6599\uff0c\u4ea7\u51fa\u5782\u76f4\u6a21\u578b FinLlama-70B\u3002
\n\u8d44\u6e90\u914d\u7f6e\uff1a
\n– GPU \u4e91\u4e3b\u673a\uff1a128 \u5f20 H100\uff0cNVLink \u5168\u4e92\u8054
\n– \u5b58\u50a8\uff1a\u661f\u5b87\u667a\u7b97\u4e91\u786c\u76d8 20 TB \u5b58\u653e\u589e\u91cf\u8bed\u6599\uff0c\u516c\u5171\u8d44\u6e90\u5e93\u76f4\u63a5\u6302\u8f7d RedPajama \u6e05\u6d17\u811a\u672c
\n– \u8ba1\u8d39\uff1a\u6309\u79d2\u8ba1\u8d39\uff0c\u652f\u6301\u968f\u65f6\u91ca\u653e
\n\u7ed3\u679c\uff1a
\n– \u8bad\u7ec3\u603b\u8017\u65f6 7 \u5929 4 \u5c0f\u65f6\uff0c\u5cf0\u503c TFLOPs \u5229\u7528\u7387 74%
\n– \u5408\u8ba1\u6d88\u8017 19.8 \u4e07\u5361\u65f6\uff0c\u6309\u5e73\u53f0\u4f18\u60e0\u8d39\u7387\u6298\u7b97\u6210\u672c 42 \u4e07\u5143
\n– \u4e0e\u7ebf\u4e0b IDC \u62a5\u4ef7\uff08\u542b\u673a\u67dc\u3001\u7535\u3001\u8fd0\u7ef4\uff09\u5bf9\u6bd4\uff0c\u6210\u672c\u4e0b\u964d 42%\uff0c\u65f6\u95f4\u7f29\u77ed\u4e00\u534a
\n– \u8bad\u7ec3\u7ed3\u675f\u540e\u7acb\u5373\u91ca\u653e\u8d44\u6e90\uff0c\u65e0\u9700\u7ee7\u7eed\u644a\u9500\u786c\u4ef6\u6298\u65e7<\/p>\n

\u521b\u59cb\u4eba\u8bc4\u4ef7\uff1a\u201c\u5982\u679c\u81ea\u5df1\u53bb\u4e70\u5361\uff0c\u81f3\u5c11\u8981\u7b49 60 \u5929\u4ea4\u4ed8\uff0c\u8fd8\u8981\u642d\u4e00\u4e2a 5 \u4eba\u8fd0\u7ef4\u56e2\u961f\u3002\u7528\u661f\u5b87\u7684 GPU\u670d\u52a1\u5668\u79df\u7528\uff0c\u6211\u4eec 7 \u5929\u5c31\u62ff\u5230\u53ef\u5546\u7528\u6a21\u578b\uff0c\u76f4\u63a5\u8d76\u5728\u7ade\u54c1\u53d1\u5e03\u524d\u4e0a\u7ebf\u3002\u201d<\/p>\n

\u7ed3\u8bba\uff1a\u5f39\u6027\u6269\u5bb9 + \u6309\u79d2\u8ba1\u8d39\uff0c\u628a\u201c\u7b97\u529b\u8352\u201d\u53d8\u201c\u7b97\u529b\u7ea2\u5305\u201d<\/h2>\n

OpenAI \u7684\u878d\u8d44\u6545\u4e8b\u8bc1\u660e\u4e86\u4e00\u4ef6\u4e8b\uff1a\u6a21\u578b\u8d8a\u5927\uff0c\u7b97\u529b\u7f3a\u53e3\u8d8a\u50cf\u65e0\u5e95\u6d1e\u3002\u4e0e\u5176\u6392\u961f\u7b49\u5361\uff0c\u4e0d\u5982\u8ba9\u8ba1\u7b97\u8d44\u6e90\u50cf\u81ea\u6765\u6c34\u4e00\u6837\u5373\u5f00\u5373\u7528\u3002
\n\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u4e09\u70b9\u628a\u6210\u672c\u538b\u5230\u6781\u9650\uff1a
\n– \u805a\u5408\u5168\u56fd 20+ \u6570\u636e\u4e2d\u5fc3\u95f2\u7f6e GPU\uff0c\u63d0\u4f9b\u9ad8\u6027\u4ef7\u6bd4 GPU\u4e91\u4e3b\u673a\uff1b
\n– \u4e91\u786c\u76d8\u3001\u4e91\u5b58\u50a8\u3001\u516c\u5171\u6a21\u578b\u4e09\u91cd\u52a0\u901f\uff0c\u6570\u636e 0 \u642c\u8fc1\uff1b
\n– \u6309\u79d2\u8ba1\u8d39\u3001\u968f\u65f6\u542f\u505c\uff0c\u8bad\u7ec3\u5b8c\u7acb\u5373\u91ca\u653e\uff0c\u4e0d\u4ea7\u751f\u7a7a\u8f6c\u8d39\u7528\u3002<\/p>\n

\u65b0\u7528\u6237\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8db3\u591f\u8dd1\u4e00\u8f6e 8 \u5361 RTX 4090 \u7684 6B \u6a21\u578b\u5fae\u8c03\u3002
\n\u628a\u5b9e\u9a8c\u6210\u672c\u538b\u5230\u4e00\u676f\u5496\u5561\u7684\u94b1\uff0c\u8fd9\u624d\u662f AI \u521b\u4e1a\u8be5\u6709\u7684\u8282\u594f\u3002
\n\u7acb\u5373\u8bbf\u95ee \u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528<\/a>\uff0c\u8ba9\u4e0b\u4e00\u6b21\u8bad\u7ec3\u4e0d\u518d\u7b49\u5361\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u672c\u6587\u7ea6 1100 \u5b57\uff0c\u9605\u8bfb\u65f6\u95f4 4 \u5206\u949f \u70ed\u70b9\u590d\u76d8\uff1a110 …<\/p>\n","protected":false},"author":2,"featured_media":2261,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2262","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":37,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2262","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=2262"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2262\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2261"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}