{"id":2704,"date":"2026-03-06T14:07:35","date_gmt":"2026-03-06T06:07:35","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2704"},"modified":"2026-03-06T14:07:35","modified_gmt":"2026-03-06T06:07:35","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%bf%9b%e5%85%a5%e4%b8%87%e5%8d%a1%e6%97%b6%e4%bb%a3%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%bc%b9%e6%80%a7%e9%9b%86%e7%be%a4%e6%8a%8a%e8%ae%ad","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2704","title":{"rendered":"\u5927\u6a21\u578b\u8fdb\u5165\u201c\u4e07\u5361\u201d\u65f6\u4ee3\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027\u96c6\u7fa4\u628a\u8bad\u7ec3\u6210\u672c\u780d\u52301\/10"},"content":{"rendered":"
\"\u5927\u6a21\u578b\u8fdb\u5165\u201c\u4e07\u5361\u201d\u65f6\u4ee3\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027\u96c6\u7fa4\u628a\u8bad\u7ec3\u6210\u672c\u780d\u52301\/10\"<\/figure>\n
\n

\u201c\u8c01\u624b\u91cc\u6709\u4e07\u5361\uff0c\u8c01\u5c31\u80fd\u62ff\u5230\u4e0b\u4e00\u8f6e\u878d\u8d44\u3002\u201d
\n\u2014\u2014\u7845\u8c37 VC \u4e0a\u5468\u5bf9 Together AI \u7684 10 \u4ebf\u7f8e\u5143\u4f30\u503c\uff0c\u8ba9\u201c\u4e07\u5361\u96c6\u7fa4\u201d\u77ac\u95f4\u6210\u4e3a\u5927\u6a21\u578b\u8d5b\u9053\u7684\u786c\u901a\u8d27\u3002<\/p>\n<\/blockquote>\n

\u5f53\u201c\u5165\u573a\u5238\u201d\u4ece 1 000 \u5f20 GPU \u98d9\u5347\u5230 10 000 \u5f20\uff0c\u521b\u4e1a\u8005\u5374\u7b97\u4e86\u4e00\u7b14\u8d26\uff1a\u81ea\u5efa\u4e07\u5361\uff0c\u4ec5\u786c\u4ef6\u5c31\u8981 8\u201310 \u4ebf\u5143\u4eba\u6c11\u5e01\uff0c\u673a\u623f\u571f\u5efa\u3001\u4f9b\u7535\u3001\u6563\u70ed\u518d\u8ffd\u52a0 2 \u4ebf\u5143\uff0c\u4ea4\u4ed8\u5468\u671f 12 \u4e2a\u6708\u8d77\u8df3\u3002\u66f4\u53ef\u6015\u7684\u662f\uff0c\u8bad\u7ec3\u4efb\u52a1\u4e00\u7ed3\u675f\uff0c\u5361\u5c31\u8eba\u5728\u6052\u6e29\u673a\u623f\u91cc\u5403\u7070\uff0c\u6298\u65e7\u8d39\u3001\u7535\u8d39\u3001\u8fd0\u7ef4\u8d39\u4f9d\u65e7\u6309\u79d2\u8ba1\u8d39\u3002
\n\u201c\u5927\u6a21\u578b\u8fd8\u6ca1\u76c8\u5229\uff0c\u5148\u88ab\u56fa\u5b9a\u8d44\u4ea7\u62d6\u57ae\u201d\u2014\u2014\u8fd9\u662f 2024 \u5e74 AI \u884c\u4e1a\u6700\u771f\u5b9e\u7684\u7126\u8651\u3002<\/p>\n

\u75db\u70b9\uff1a\u4e07\u5361=\u5929\u4ef7\u95e8\u7968<\/h2>\n
    \n
  1. \u73b0\u91d1\u6d41\u9ed1\u6d1e\uff1a\u4e00\u6b21\u6027\u4e70\u65ad 10 000 \u5f20 A800\/H800\uff0c\u8d26\u9762\u73b0\u91d1\u77ac\u95f4\u84b8\u53d1\u3002 <\/li>\n
  2. \u4ea4\u4ed8\u8282\u594f\u6162\uff1a\u62db\u6807\u3001\u8fdb\u53e3\u3001\u4e0a\u67b6\u3001\u8c03\u7f51\uff0c\u73af\u73af\u76f8\u6263\uff0c\u4efb\u4f55\u73af\u8282\u5ef6\u671f\u90fd\u610f\u5473\u7740\u9519\u8fc7\u7248\u672c\u53d1\u5e03\u7a97\u53e3\u3002 <\/li>\n
  3. \u8d44\u6e90\u95f2\u7f6e\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u5448\u8109\u51b2\u5f0f\uff0c\u5cf0\u503c\u8fc7\u540e 70% \u7b97\u529b\u7a7a\u8f6c\uff0c\u5374\u8fd8\u8981\u4e3a\u6574\u673a\u67dc\u652f\u4ed8 5 \u5e74\u6298\u65e7\u3002 <\/li>\n
  4. \u7f51\u7edc\u74f6\u9888\uff1a\u666e\u901a 25 Gbps \u4ee5\u592a\u7f51\u5728\u5343\u5361\u89c4\u6a21\u5373\u51fa\u73b0 30% \u4e22\u5305\uff0c\u4e07\u5361\u573a\u666f\u68af\u5ea6\u540c\u6b65\u76f4\u63a5\u201c\u5835\u8f66\u201d\u3002<\/li>\n<\/ol>\n

    \u7834\u5c40\uff1a\u661f\u5b87\u667a\u7b97\u5f39\u6027\u96c6\u7fa4\uff0c\u628a\u8bad\u7ec3\u6210\u672c\u780d\u5230 1\/10<\/h2>\n

    GPU\u670d\u52a1\u5668\u79df\u7528\u4e0d\u662f\u65b0\u6982\u5ff5\uff0c\u4f46\u661f\u5b87\u667a\u7b97\u628a\u201c\u5f39\u6027\u201d\u505a\u5230\u4e86\u5c0f\u65f6\u7ea7\uff1a
    \n– 1 \u5c0f\u65f6\u62c9\u8d77 1 024 \u5361\uff0c\u6700\u9ad8\u53ef\u6a2a\u5411\u6269\u5c55\u81f3 8 192 \u5361\uff0c\u7528\u5b8c\u5373\u91ca\u653e\uff1b
    \n– RDMA 200 Gbps \u65e0\u963b\u585e\u7f51\u7edc\uff0cAll-Reduce \u7ebf\u6027\u52a0\u901f\u6bd4 \u226593%\uff0c\u4e07\u5361\u89c4\u6a21\u4ecd\u4fdd\u6301 90% \u4ee5\u4e0a\u6709\u6548\u7b97\u529b\uff1b
    \n– \u6309\u9700\u8ba1\u8d39\uff0c\u652f\u6301\u201c\u8bad\u7ec3 3 \u5468\u3001\u5173\u673a 3 \u4e2a\u6708\u3001\u518d\u8bad\u7ec3 1 \u5468\u201d\u7684\u8109\u51b2\u5f0f\u4e1a\u52a1\uff0c\u65e0\u95f2\u7f6e\u6d6a\u8d39\uff1b
    \n– \u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef 0 \u6210\u672c\u8dd1\u901a 7 B \u6a21\u578b\u8c03\u8bd5\u3002<\/p>\n

    \u6362\u53e5\u8bdd\u8bf4\uff0c\u201c\u4e07\u5361\u201d\u4e0d\u518d\u662f\u91cd\u8d44\u4ea7\uff0c\u800c\u662f\u50cf\u6253\u5f00\u6c34\u9f99\u5934\u4e00\u6837\u968f\u7528\u968f\u53d6\u7684 GPU\u4e91\u4e3b\u673a<\/strong>\u3002<\/p>\n

    \u6280\u672f\uff1a\u4e3a\u4ec0\u4e48\u6562\u627f\u8bfa\u7ebf\u6027\u52a0\u901f\u6bd4 \u226593%<\/h2>\n
      \n
    1. \u7f51\u7edc\uff1a\u57fa\u4e8e NVIDIA Quantum-2 InfiniBand \u4ea4\u6362\u673a\uff0c\u5355\u8df3 200 Gbps\uff0c\u4e8c\u5c42\u80d6\u6811\u62d3\u6251\uff0c\u4efb\u610f\u4e24\u5361\u4e4b\u95f4 \uff1c2 \u03bcs \u5ef6\u8fdf\u3002 <\/li>\n
    2. \u6846\u67b6\uff1a\u5185\u7f6e NCCL 2.18+\u3001NVSwitch \u4f18\u5316\u62d3\u6251\u611f\u77e5\uff0c\u81ea\u52a8\u7ed1\u5b9a GPU:\u7f51\u5361=1:1\uff0c\u6d88\u9664\u8de8 NUMA \u7ade\u4e89\u3002 <\/li>\n
    3. \u5b58\u50a8\uff1a3D-XPoint \u52a0\u901f\u6c60 + \u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\uff0cCheckPoint \u5199\u5e26\u5bbd 1 TB\/s\uff0c\u4e07\u5361\u540c\u6b65 Checkpoint \u4ece 30 \u5206\u949f\u538b\u7f29\u5230 90 \u79d2\uff0c\u8bad\u7ec3\u4efb\u52a1\u6545\u969c\u6062\u590d\u65f6\u95f4\u7f29\u77ed 5 \u500d\u3002 <\/li>\n
    4. \u8c03\u5ea6\uff1aKubernetes + Slurm \u53cc\u5f15\u64ce\uff0c\u652f\u6301\u62a2\u5360\u5f0f\u9ad8\u4f18\u4efb\u52a1\uff0c\u4fdd\u8bc1\u8d35\u53f8\u7684 175 B \u53c2\u6570\u6a21\u578b\u5728 3 \u5468\u5185\u5c01\u95ed\u5b8c\u6210\u3002<\/li>\n<\/ol>\n

      \u8d26\u5355\uff1a\u8ba9 CFO \u5fae\u7b11\u7684\u201c\u8bad\u7ec3\u5b8c\u5373\u91ca\u653e\u201d<\/h2>\n

      \u4ee5 1 024 \u5f20 A800\uff0880 GB\uff09\u8dd1 21 \u5929\u4e3a\u4f8b\uff1a
      \n– \u81ea\u5efa\uff1a\u786c\u4ef6 1.2 \u4ebf\u5143 + \u673a\u623f 1 000 \u4e07\u5143 + \u5e74\u5ea6\u7535\u8d39 1 200 \u4e07\u5143\uff0c\u6298\u5408\u6bcf\u65e5\u6298\u65e7 19 \u4e07\u5143\uff1b
      \n– \u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528\uff1a1.9 \u5143\/\u5361\u65f6\uff0c\u603b\u8d26\u5355 1 024\u00d71.9\u00d724\u00d721\u224898 \u4e07\u5143\uff0c\u4ec5\u4e3a\u81ea\u5efa\u6298\u65e7\u7684 1\/10<\/strong>\u3002
      \n\u8bad\u7ec3\u7ed3\u675f\u7acb\u5373\u91ca\u653e\uff0c\u540e\u7eed\u4e0d\u4ea7\u751f\u4efb\u4f55\u8d39\u7528\uff0c\u73b0\u91d1\u6d41\u66f2\u7ebf\u4ece\u201c\u8df3\u6c34\u201d\u53d8\u6210\u201c\u8109\u51b2\u201d\u3002<\/p>\n

      \u5b9e\u6218\uff1a\u67d0\u9ad8\u6821 175 B \u6a21\u578b\uff0c3 \u5468 <30 \u4e07<\/h2>\n

      \u80cc\u666f\uff1a\u56fd\u5185 Top3 \u9ad8\u6821 NLP \u56e2\u961f\uff0c\u53c2\u6570 175 B\uff0c\u6570\u636e 2.3 TB\uff0c\u9700 1 000 \u5361\u8fde\u7eed\u8dd1 15 \u5929\u3002
      \n\u6b65\u9aa4\uff1a
      \n\u2460 \u5468\u4e00\u4e0a\u5348\u63d0\u4ea4\u9700\u6c42\uff0c\u661f\u5b87\u667a\u7b97 30 \u5206\u949f\u5b8c\u6210\u914d\u989d\u5ba1\u6279\uff1b
      \n\u2461 \u4e0b\u5348 2 \u70b9 1 024 \u5361\u96c6\u7fa4\u4e0a\u7ebf\uff0cRDMA \u7f51\u7edc\u81ea\u52a8\u8c03\u4f18\uff1b
      \n\u2462 \u8bad\u7ec3\u8fc7\u7a0b\u4e2d 2 \u6b21\u8282\u70b9\u6545\u969c\uff0c\u5e73\u53f0 90 \u79d2\u70ed\u8fc1\u79fb\uff0c\u65e0\u4eba\u5de5\u5e72\u9884\uff1b
      \n\u2463 \u7b2c 21 \u5929\u65e9\u4e0a 6 \u70b9\u4fdd\u5b58\u6700\u7ec8 Checkpoint\uff0c\u5173\u673a\u91ca\u653e\uff1b
      \n\u2464 \u8d26\u5355 29.4 \u4e07\u5143\uff0c\u5bf9\u6bd4\u8be5\u6821\u53bb\u5e74\u81ea\u5efa 512 \u5361\u96c6\u7fa4\u82b1\u8d39 4 200 \u4e07\u5143\uff0c\u8282\u7701 99.3%<\/strong>\u3002<\/p>\n

      \u751f\u6001\uff1a\u4e0d\u6b62\u4e8e\u7b97\u529b\uff0cAI\u5e94\u7528\u4e00\u952e\u5373\u73a9<\/h2>\n

      \u661f\u5b87\u667a\u7b97\u5728 GPU\u4e91\u4e3b\u673a \u4e4b\u5916\uff0c\u8fd8\u9884\u7f6e\u4e86 200+ \u516c\u5171\u6a21\u578b\u30011 300+ \u6570\u636e\u96c6\uff0cLlama 3\u3001Stable Diffusion 3\u3001CodeGeeX4 \u7b49\u5168\u90e8\u5185\u7f6e\u3002
      \n– \u8fdb\u5165\u63a7\u5236\u53f0 \u2192 \u9009\u62e9\u201cAI\u5e94\u7528\u201d \u2192 \u70b9\u51fb\u201c\u90e8\u7f72\u201d\uff0c3 \u5206\u949f\u5373\u53ef\u83b7\u5f97\u5e26 WebUI \u7684\u63a8\u7406\u670d\u52a1\uff1b
      \n– \u4e91\u786c\u76d8\u3001\u4e91\u5b58\u50a8\u8de8\u5b9e\u4f8b\u5171\u4eab\uff0c\u8bad\u7ec3\u7ed3\u679c\u53ef\u76f4\u63a5\u6302\u8f7d\u81f3\u63a8\u7406\u8282\u70b9\uff0c\u65e0\u9700\u53cd\u590d\u4e0a\u4f20\uff1b
      \n– \u652f\u6301 TensorBoard\u3001Weights & Biases\u3001MLflow \u53ef\u89c6\u5316\uff0c\u81ea\u52a8\u540c\u6b65\u65e5\u5fd7\u5230\u5bf9\u8c61\u5b58\u50a8\uff0c\u79d1\u7814\u8bba\u6587\u590d\u73b0\u4e00\u952e\u641e\u5b9a<\/strong>\u3002<\/p>\n

      \u5982\u4f55\u5f00\u59cb<\/h2>\n
        \n
      1. \u6253\u5f00 https:\/\/www.starverse-ai.com<\/a> \uff0c\u6ce8\u518c\u5373\u9886 10 \u5143\u4f53\u9a8c\u91d1\uff1b <\/li>\n
      2. \u65b0\u5efa\u201c\u667a\u7b97\u5b9e\u4f8b\u201d\uff0c\u9009\u62e9 GPU \u578b\u53f7\u3001\u5361\u6570\u3001\u955c\u50cf\uff0c1 \u5206\u949f\u5f00\u673a\uff1b <\/li>\n
      3. \u5185\u7f6e JupyterLab\u3001VS Code\u3001SSH \u4e09\u79cd\u5165\u53e3\uff0c\u4e0a\u4f20\u4ee3\u7801\u5373\u53ef\u8bad\u7ec3\uff1b <\/li>\n
      4. \u8bad\u7ec3\u7ed3\u675f\u201c\u5173\u673a\u91ca\u653e\u201d\uff0c\u8d26\u5355\u6309\u79d2\u7ed3\u7b97\uff0c\u6210\u672c\u900f\u660e\u53ef\u67e5\u3002<\/li>\n<\/ol>\n

        \u5199\u5728\u6700\u540e<\/h2>\n

        \u5927\u6a21\u578b\u7ade\u4e89\u5df2\u8fdb\u5165\u201c\u4e07\u5361\u201d\u65f6\u4ee3\uff0c\u4f46\u201c\u62e5\u6709\u201d\u4e07\u5361\u4e0d\u518d\u7b49\u4e8e\u201c\u8d2d\u4e70\u201d\u4e07\u5361\u3002\u661f\u5b87\u667a\u7b97\u7528\u5f39\u6027 GPU\u670d\u52a1\u5668\u79df\u7528 \u628a\u91cd\u8d44\u4ea7\u53d8\u6210\u8f7b\u670d\u52a1\uff0c\u8ba9\u9ad8\u6821\u3001\u521d\u521b\u516c\u53f8\u4e43\u81f3\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u90fd\u80fd\u4ee5\u79d1\u7814\u9884\u7b97<\/strong>\u64ac\u52a8\u5de5\u4e1a\u7ea7\u7b97\u529b<\/strong>\u3002
        \n\u5f53 Together AI \u8fd8\u5728\u7528 10 \u4ebf\u7f8e\u5143\u878d\u8d44\u4e70\u201c\u95e8\u7968\u201d\u65f6\uff0c\u4f60\u53ef\u80fd\u53ea\u9700\u4e00\u676f\u5496\u5561\u7684\u65f6\u95f4\uff0c\u5c31\u80fd\u5728\u661f\u5b87\u667a\u7b97\u62c9\u8d77\u4e00\u5f20 1 024 \u5361\u7684\u201c\u865a\u62df\u4e07\u5361\u201d\u2014\u2014\u8bad\u7ec3\u5b8c\u5373\u91ca\u653e\uff0c\u6210\u672c\u780d\u5230 1\/10\uff0c\u521b\u65b0\u4e0d\u518d\u7b49\u5f85<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u201c\u8c01\u624b\u91cc\u6709\u4e07\u5361\uff0c\u8c01\u5c31\u80fd\u62ff\u5230\u4e0b\u4e00\u8f6e\u878d\u8d44\u3002\u201d \u2014\u2014\u7845\u8c37 VC \u4e0a…<\/p>\n","protected":false},"author":2,"featured_media":2703,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2704","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":45,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2704","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=2704"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2704\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2703"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2704"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2704"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2704"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}