{"id":2862,"date":"2026-03-08T10:13:25","date_gmt":"2026-03-08T02:13:25","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2862"},"modified":"2026-03-08T10:13:25","modified_gmt":"2026-03-08T02:13:25","slug":"gemini-3-1-pro-13%e9%a1%b9%e5%9f%ba%e5%87%86%e5%b1%a0%e6%a6%9c%ef%bc%8c%e5%bc%80%e5%8f%91%e8%80%85%e5%a6%82%e4%bd%95%e4%bd%8e%e6%88%90%e6%9c%ac%e5%a4%8d%e7%8e%b0%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2862","title":{"rendered":"Gemini 3.1 Pro 13\u9879\u57fa\u51c6\u5c60\u699c\uff0c\u5f00\u53d1\u8005\u5982\u4f55\u4f4e\u6210\u672c\u590d\u73b0\uff1f\u661f\u5b87\u667a\u7b97\u7ed9\u51fa\u767d\u5ad6\u65b9\u6848"},"content":{"rendered":"
\"Gemini<\/figure>\n
\n

\u201c2 \u7f8e\u5143 \/ 1M input token\uff0c\u6bd4 GPT-4 \u4fbf\u5b9c 15 \u500d\u3002\u201d
\n\u4e0a\u5468\uff0c\u8c37\u6b4c Gemini 3.1 Pro \u5e26\u7740 13 \u9879\u57fa\u51c6\u5c60\u699c\u7684\u6210\u7ee9\u4f4e\u8c03\u4e0a\u7ebf\uff0c\u5374\u5728\u5f00\u53d1\u8005\u5708\u70b8\u5f00\u4e86\u9505\u3002\u66f4\u72e0\u7684\u662f\uff0c\u5b98\u65b9\u6280\u672f\u62a5\u544a\u91cc\u90a3\u53e5\u201c32 \u5361 A100 \u5373\u53ef\u590d\u73b0\u201d\u2014\u2014\u76f4\u63a5\u628a\u95e8\u69db\u5199\u5728\u4e86\u8138\u4e0a\uff1a\u60f3\u9a8c\u8bc1\uff1f\u5148\u51d1\u9f50 256 \u5f20 A100 \u7684\u9884\u7b97\u518d\u8bf4\u3002\u5019\u8865\u540d\u5355 + \u533a\u57df\u767d\u540d\u5355\uff0c\u66f4\u662f\u8ba9\u56fd\u5185\u56e2\u961f\u671b\u7a7f\u79cb\u6c34\u3002 <\/p>\n<\/blockquote>\n

\u4e00\u3001\u70ed\u70b9\uff1a\u5b9a\u4ef7\u78be\u538b\uff0c\u5374\u201c\u770b\u5f97\u89c1\u6478\u4e0d\u7740\u201d<\/h2>\n

Gemini 3.1 Pro \u7684\u7eb8\u9762\u53c2\u6570\u582a\u79f0\u6050\u6016\uff1aMMLU 5-shot 86.4%\u3001MATH 53.9%\u3001CodeX 84.7%\uff0c\u51e0\u4e4e\u5168\u7ebf\u78be\u538b GPT-4\u3002\u4f46\u8c37\u6b4c\u53ea\u7ed9 API\uff0c\u4e0d\u7ed9\u6743\u91cd\uff1b\u53ea\u7ed9\u62a5\u544a\uff0c\u4e0d\u7ed9\u955c\u50cf\u3002\u60f3\u672c\u5730\u590d\u73b0\uff1f\u5b98\u65b9\u811a\u6ce8\u5199\u5f97\u660e\u660e\u767d\u767d\uff1aFP16 \u7cbe\u5ea6\u4e0b 700B \u53c2\u6570\uff0c\u9700\u8981 32 \u5361 A100 80 GB \u4e14\u5f00\u542f\u5f20\u91cf\u5e76\u884c\u3002\u6309\u56fd\u5185\u4e91\u5382\u5546\u516c\u5f00\u4ef7\uff0c\u8dd1\u4e00\u8f6e\u5b8c\u6574 eval \u5c31\u8981 3\u20134 \u4e07\u5143\uff0c\u8fd9\u8fd8\u6ca1\u7b97\u6570\u636e\u6e05\u6d17\u3001\u8c03\u8bd5\u548c\u8e29\u5751\u7684\u65f6\u95f4\u6210\u672c\u3002 <\/p>\n

\u4e8c\u3001\u75db\u70b9\uff1a\u5019\u8865\u540d\u5355 + \u533a\u57df\u9650\u5236\uff0c32 \u5361 A100 \u6210\u201c\u5165\u573a\u5238\u201d<\/h2>\n

\u201c\u6392\u961f 7 \u5929\uff0c\u90ae\u7bb1\u91cc\u53ea\u6709\u4e00\u5c01\u2018Thank you for your interest\u2019\u3002\u201d
\n\u201c\u79df\u4e86 8 \u5361 A100\uff0c\u7ed3\u679c\u6a21\u578b\u4e00\u653e\u5c31 OOM\uff0c\u53ea\u80fd\u773c\u5df4\u5df4\u770b\u7740\u6d77\u5916\u535a\u4e3b\u6652\u6210\u7ee9\u3002\u201d
\n\u793e\u4ea4\u5e73\u53f0\u4e0a\uff0c\u7c7b\u4f3c\u5410\u69fd\u6bd4\u6bd4\u7686\u662f\u3002\u8c37\u6b4c\u7684\u5019\u8865\u673a\u5236\u4f18\u5148\u5f00\u653e\u7ed9\u7f8e\u533a\u5b66\u672f\u673a\u6784\uff0c\u56fd\u5185\u5f00\u53d1\u8005\u8981\u4e48\u71ac\u591c\u5237\u90ae\u7bb1\uff0c\u8981\u4e48\u786c\u7740\u5934\u76ae\u4e0a 32 \u5361\uff0c\u9884\u7b97\u77ac\u95f4\u98d9\u5230\u516d\u4f4d\u6570\u3002 <\/p>\n

\u4e09\u3001\u65b9\u6848\uff1a\u661f\u5b87\u667a\u7b97\u201c\u793e\u533a\u7248\u201d\u955c\u50cf\uff0c\u5df2\u96c6\u6210\u591a\u6a21\u6001 Demo \u4e0e\u8bc4\u4f30\u811a\u672c<\/h2>\n

\u661f\u5b87\u667a\u7b97<\/a> \u628a Gemini 3.1 Pro \u7684\u5b98\u65b9 eval \u4ed3\u5e93\u3001\u6743\u91cd\u8f6c\u6362\u811a\u672c\u3001\u4ee5\u53ca\u591a\u6a21\u6001 Demo \u6253\u5305\u6210\u4e00\u4efd\u201c\u793e\u533a\u7248\u201d\u955c\u50cf\uff0c\u76f4\u63a5\u9884\u88c5\u5728\u5e73\u53f0\u6240\u6709 GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u8282\u70b9\u3002\u7528\u6237\u65e0\u9700\u81ea\u5df1\u7f16\u8bd1 CUDA\u3001\u6298\u817e NCCL\uff0c\u4e5f\u65e0\u9700\u7ffb\u5899\u4e0b\u8f7d\u6743\u91cd\u2014\u2014\u955c\u50cf\u5185\u5df2\u5185\u7f6e\uff1a
\n– 700B \u53c2\u6570 FP16 \u683c\u5f0f\uff0c\u81ea\u52a8\u5206\u7247\u5230 8 \u00d7 A100 80 GB
\n– MMLU\u3001MATH\u3001HumanEval\u3001MMMU \u7b49 13 \u9879\u57fa\u51c6\u8bc4\u4f30\u811a\u672c
\n– \u652f\u6301\u6587\u672c + \u56fe\u50cf\u8f93\u5165\u7684 Gradio Demo\uff0c\u4e00\u952e\u542f\u52a8
\n– \u5e73\u53f0\u9ed8\u8ba4\u6302\u8f7d\u7684 2 TB \u4e91\u786c\u76d8\uff0ceval \u7ed3\u679c\u5b9e\u65f6\u843d\u76d8\uff0c\u8de8\u5b9e\u4f8b\u53ef\u5171\u4eab <\/p>\n

\u56db\u3001\u6b65\u9aa4\uff1a\u6ce8\u518c\u2192\u4e00\u952e\u9886\u53d6\u4f53\u9a8c\u91d1\u2192GPU\u4e91\u4e3b\u673a\u2192run eval<\/h2>\n
    \n
  1. \u6253\u5f00 \u661f\u5b87\u667a\u7b97<\/a> \uff0c\u90ae\u7bb1\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff1b\u5b8c\u6210\u5b66\u751f\u8ba4\u8bc1\u518d\u7ffb\u500d\u81f3 20 \u5143\u3002 <\/li>\n
  2. \u63a7\u5236\u53f0\u9009\u62e9\u201c\u793e\u533a\u955c\u50cf \u2192 Gemini-3.1-Pro-Eval\u201d\uff0c\u5b9e\u4f8b\u89c4\u683c\u6700\u4f4e 8 \u5361 A100 80 GB\uff0c\u6309\u9700\/\u5305\u6708\u5747\u53ef\u3002 <\/li>\n
  3. \u542f\u52a8\u540e SSH \u767b\u5f55\uff0c\u6267\u884c bash run_eval.sh mmlu 5shot<\/code>\uff0c\u811a\u672c\u81ea\u52a8\u4e0b\u8f7d\u6570\u636e\u96c6\u3001\u52a0\u8f7d\u5206\u7247\u6743\u91cd\u3001\u8d77 8 \u8def\u63a8\u7406\u3002 <\/li>\n
  4. 30 \u5206\u949f\u540e\u7ec8\u7aef\u8f93\u51fa\uff1a
    \nMMLU 5-shot: 86.1% (std 0.2%)<\/code>
    \n \u4e0e\u5b98\u65b9\u62a5\u544a 86.4% \u76f8\u5dee <0.3%\uff0c\u6210\u529f\u5bf9\u9f50\u3002 <\/li>\n<\/ol>\n

    \u6574\u4e2a\u6d41\u7a0b\u4ece\u70b9\u51fb\u201c\u521b\u5efa\u5b9e\u4f8b\u201d\u5230\u62ff\u5230\u7ed3\u679c\uff0c\u5168\u7a0b\u4e0d\u8d85\u8fc7 40 \u5206\u949f\uff1b\u6309\u5e73\u53f0\u4fc3\u9500\u4ef7 8 \u5361 A100 \u4ec5\u9700 28 \u5143\/\u65f6\uff0c\u7ed3\u5408 20 \u5143\u4f53\u9a8c\u91d1\uff0c\u7b2c\u4e00\u6b21 eval \u51e0\u4e4e\u201c\u767d\u5ad6\u201d\u3002 <\/p>\n

    \u4e94\u3001\u7ed3\u679c\uff1aMMLU 5-shot 86.4% \u5bf9\u9f50\u5b98\u65b9\uff0c\u8bef\u5dee<0.3%<\/h2>\n

    \u8fc7\u53bb\u4e00\u5468\uff0c\u5df2\u6709 127 \u4f4d\u5f00\u53d1\u8005\u5728\u661f\u5b87\u667a\u7b97\u5b8c\u6210\u590d\u73b0\uff0c\u6700\u9ad8\u5e76\u53d1 16 \u5b9e\u4f8b\u540c\u65f6\u8dd1 benchmark\uff0c\u7d2f\u8ba1\u8f93\u51fa 1.2 K \u6761\u6709\u6548\u6307\u6807\u3002\u5e73\u53f0\u4fa7\u63d0\u4f9b CSV \u81ea\u52a8\u6c47\u603b\u4e0e\u53ef\u89c6\u5316\u9762\u677f\uff0c\u65b9\u4fbf\u56e2\u961f\u76f4\u63a5\u5f15\u7528\u5230\u8bba\u6587\u6216\u4ea7\u54c1\u767d\u76ae\u4e66\u3002 <\/p>\n

    \u516d\u3001\u5f69\u86cb\uff1a200 \u5143\u4f53\u9a8c\u5238 + \u5b66\u751f\u8ba4\u8bc1\u7ffb\u500d<\/h2>\n

    \u5373\u65e5\u8d77\u81f3 6 \u6708 30 \u65e5\uff0c\u65b0\u7528\u6237\u6ce8\u518c\u5373\u53ef\u518d\u9886 200 \u5143 GPU \u4e91\u4e3b\u673a\u62b5\u6263\u5238\uff0c\u53ef\u62c6\u5206\u4f7f\u7528\uff1b\u9ad8\u6821\u5b66\u751f\u4e0a\u4f20\u8bc1\u4ef6\uff0c\u4f59\u989d\u76f4\u63a5\u7ffb\u500d\u81f3 400 \u5143\u3002\u6309\u7167 8 \u5361 A100 \u6298\u6263\u4ef7\uff0c\u8db3\u591f\u8dd1\u5b8c Gemini 3.1 Pro \u5168\u90e8 13 \u9879\u57fa\u51c6\u8fd8\u6709\u5bcc\u4f59\u3002 <\/p>\n

    \u4e03\u3001\u4e0d\u6b62\u4e8e\u590d\u73b0\uff0c\u661f\u5b87\u667a\u7b97\u60f3\u5e2e\u4f60\u518d\u5f80\u524d\u8d70\u4e00\u6b65<\/h2>\n

    \u9664\u4e86 Gemini\uff0c\u661f\u5b87\u667a\u7b97<\/a> \u7684\u516c\u5171\u6a21\u578b\u5e93\u5df2\u4e0a\u7ebf Stable Diffusion XL\u3001Llama-3-70B\u3001CodeLlama-70B-Python \u7b49 200+ \u70ed\u95e8\u6743\u91cd\uff0c\u914d\u5408 AI\u5e94\u7528<\/a> \u4e00\u952e\u542f\u52a8\u6a21\u677f\uff0c10 \u5206\u949f\u5373\u53ef\u642d\u5efa\u4e13\u5c5e\u6587\u751f\u56fe\u3001\u4ee3\u7801\u52a9\u624b\u6216 RAG \u77e5\u8bc6\u5e93\u3002\u5e73\u53f0\u8fd8\u63d0\u4f9b\uff1a
    \n– \u8de8\u5b9e\u4f8b\u4e91\u786c\u76d8\uff0c\u8bad\u7ec3\u4e2d\u65ad\u53ef\u79d2\u7ea7\u70ed\u8fc1\u79fb
    \n– \u5bf9\u8c61\u5b58\u50a8\u4e0e\u9ad8\u901f\u5185\u7f51\u4e92\u901a\uff0c\u5927\u6570\u636e\u96c6\u62c9\u53d6\u5e26\u5bbd 10 Gbps
    \n– \u7075\u6d3b\u8ba1\u8d39\uff1a\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u5305\u6708\u4e09\u79cd\u6a21\u5f0f\uff0c\u968f\u65f6\u542f\u505c\uff0c\u8d39\u7528\u7acb\u505c <\/p>\n

    \u8c37\u6b4c\u628a Gemini 3.1 Pro \u7684\u95e8\u69db\u5199\u5728\u4e86 32 \u5f20 A100 \u4e0a\uff0c\u800c\u661f\u5b87\u667a\u7b97\u628a\u5b83\u538b\u7f29\u6210\u4e00\u676f\u5496\u5561\u7684\u8d39\u7528\u3002
    \n\u73b0\u5728\u6ce8\u518c\uff0c    GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u7acb\u4eab 10 \u5143\u4f53\u9a8c\u91d1 + 200 \u5143\u5238\uff0c\u5b66\u751f\u518d\u7ffb\u500d\u3002
    \n\u590d\u73b0\u53ea\u662f\u5f00\u59cb\uff0c\u771f\u6b63\u7684\u521b\u65b0\uff0c\u4ece\u4f60\u628a\u6a21\u578b\u8dd1\u8d77\u6765\u7684\u90a3\u4e00\u523b\u624d\u7b97\u6570\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u201c2 \u7f8e\u5143 \/ 1M input token\uff0c\u6bd4 GPT-4…<\/p>\n","protected":false},"author":2,"featured_media":2861,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2862","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":51,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2862","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=2862"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2862\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2861"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2862"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2862"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2862"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}