{"id":2833,"date":"2026-03-07T16:14:13","date_gmt":"2026-03-07T08:14:13","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2833"},"modified":"2026-03-07T16:14:13","modified_gmt":"2026-03-07T08:14:13","slug":"togetherai%e5%86%8d%e8%9e%8d%e8%b5%84%e5%bc%95%e7%88%86nvda%e8%a1%8c%e6%83%85%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%a7%9f%e7%94%a8%e8%ae%a9%e5%88%9d%e5%88%9b","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2833","title":{"rendered":"TogetherAI\u518d\u878d\u8d44\u5f15\u7206NVDA\u884c\u60c5\uff0c\u661f\u5b87\u667a\u7b97GPU\u670d\u52a1\u5668\u79df\u7528\u8ba9\u521d\u521b\u516c\u53f8\u4e5f\u80fd\u4e0a\u8f66"},"content":{"rendered":"
\"TogetherAI\u518d\u878d\u8d44\u5f15\u7206NVDA\u884c\u60c5\uff0c\u661f\u5b87\u667a\u7b97GPU\u670d\u52a1\u5668\u79df\u7528\u8ba9\u521d\u521b\u516c\u53f8\u4e5f\u80fd\u4e0a\u8f66\"<\/figure>\n

TogetherAI\u518d\u878d\u8d44\u5f15\u7206NVDA\u884c\u60c5\uff0c\u661f\u5b87\u667a\u7b97GPU\u670d\u52a1\u5668\u79df\u7528\u8ba9\u521d\u521b\u516c\u53f8\u4e5f\u80fd\u4e0a\u8f66<\/strong><\/p>\n

\u201c\u6392\u961f 6 \u4e2a\u6708\u624d\u80fd\u62ff\u5230 H100\u201d\u2014\u2014\u8fd9\u6761\u533f\u540d\u5e16\u5b50\u5728\u4e0a\u5468\u5f15\u7206\u7845\u8c37\u5fae\u4fe1\u7fa4\u3002\u5c31\u5728\u540c\u4e00\u5929\uff0cTogetherAI \u5b98\u5ba3 3.05 \u4ebf\u7f8e\u5143 B \u8f6e\uff0c\u8001\u9ec4\u4eb2\u81ea\u7ad9\u53f0\uff0c\u82f1\u4f1f\u8fbe\u80a1\u4ef7\u5e94\u58f0\u4e0a\u6da8 7%\u3002\u8d44\u672c\u4e0e\u82af\u7247\u7684\u5171\u632f\uff0c\u628a GPU \u4f9b\u9700\u7f3a\u53e3\u63a8\u81f3\u805a\u5149\u706f\u4e0b\uff1a\u4e00\u9762\u662f\u4e91\u5382\u5546\u7684\u5e74\u5ea6\u9501\u4ed3\uff0c\u4e00\u9762\u662f\u751f\u6210\u5f0f AI \u521b\u4e1a\u8005\u7684\u201c\u7b97\u529b\u9965\u8352\u201d\u3002\u5f53\u62b5\u62bc\u878d\u8d44\u3001SPV \u901a\u9053\u3001\u957f\u671f\u5408\u540c\u6210\u4e3a\u5927\u516c\u53f8\u7684\u4e13\u5c5e\u6e38\u620f\uff0c50 \u4eba\u4e0d\u5230\u7684\u521d\u521b\u56e2\u961f\u5982\u4f55 3 \u5468\u5185\u8dd1\u5b8c 70B \u53c2\u6570\u7684\u9884\u8bad\u7ec3\uff1f\u7b54\u6848\u85cf\u5728\u53a6\u95e8\u5c9b\u5185\u4e00\u680b\u4e0d\u8d77\u773c\u7684\u6570\u636e\u4e2d\u5fc3\u2014\u2014\u661f\u5b87\u667a\u7b97<\/a>\u3002<\/p>\n

\n

\u2460 \u878d\u8d44\u70ed\u6d6a\u80cc\u540e\uff1aGPU \u79df\u8d41\u9700\u6c42 > \u4f9b\u7ed9\uff0c\u6392\u961f\u957f\u8fbe 6 \u4e2a\u6708<\/h3>\n

TogetherAI \u6b64\u8f6e\u878d\u8d44\u628a\u201cGPU \u79df\u8d41\u5373\u5165\u53e3\u201d\u5199\u8fdb\u4e86\u5546\u4e1a\u8ba1\u5212\u4e66\u3002\u5b83\u7528\u4e00\u7eb8\u957f\u671f\u5408\u7ea6\u9501\u5b9a\u4e0a\u4e07\u5f20 H100\uff0c\u8f6c\u624b\u5411\u6a21\u578b\u5382\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u6bdb\u5229\u7387\u9ad8\u8fbe 55%\u3002\u7136\u800c\u4f9b\u7ed9\u7aef\u7684\u7f3a\u53e3\u5e76\u672a\u56e0\u6b64\u7f29\u5c0f\uff0c\u53cd\u800c\u8ba9\u6392\u961f\u5468\u671f\u4ece 4 \u4e2a\u6708\u62c9\u957f\u5230 6 \u4e2a\u6708\u3002\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u6676\u5706\u4ea7\u80fd\u6709\u9650\u3001\u539f\u5382\u4f18\u5148\u76f4\u4f9b\u8d85\u5927\u89c4\u6a21\u5ba2\u6237\uff0c\u4e8c\u624b\u5361\u4ef7\u683c\u88ab\u7092\u5230 4 \u4e07\u7f8e\u5143\/\u5f20\uff0c\u94f6\u884c\u53c8\u628a AI \u521d\u521b\u89c6\u4e3a\u201c\u65e0\u56fa\u5b9a\u8d44\u4ea7\u3001\u65e0\u73b0\u91d1\u6d41\u201d\u7684\u9ad8\u98ce\u9669\u6807\u7684\u2014\u2014\u62ff\u4e0d\u5230\u62b5\u62bc\uff0c\u5c31\u5f00\u4e0d\u51fa\u4fe1\u7528\u8bc1\uff0c\u79df\u5361\u6bd4\u4e70\u623f\u8fd8\u96be\u3002<\/p>\n

\n

\u2461 \u521d\u521b\u75db\u70b9\uff1a\u6ca1\u6709\u62b5\u62bc\u7269\u3001\u62ff\u4e0d\u5230 SPV \u878d\u8d44\u3001\u53c8\u6025\u9700 H100<\/h3>\n

\u201c\u6211\u4eec\u5929\u4f7f\u8f6e\u53ea\u878d\u4e86 300 \u4e07\u7f8e\u5143\uff0c\u5374\u8981\u9a8c\u8bc1 70B \u57fa\u5ea7\u6a21\u578b\uff0c\u5149\u4e70\u5361\u5c31\u8981 200 \u4e07\uff0c\u201d\u67d0 AIGC \u521b\u59cb\u4eba\u5411\u8bb0\u8005\u5012\u82e6\u6c34\uff0c\u201c\u4e91\u5382\u5546\u8ba9\u6211\u4eec\u7b7e 3 \u5e74\u4fdd\u5e95\u5408\u540c\uff0c\u8fd8\u8981 30% \u9884\u4ed8\uff0c\u8d26\u4e0a\u73b0\u91d1\u77ac\u95f4\u89c1\u5e95\u3002\u201d\u66f4\u5927\u7684\u9690\u5f62\u95e8\u69db\u662f\u5408\u89c4\uff1aSPV \u878d\u8d44\u9700\u8981\u56fa\u5b9a\u8d44\u4ea7\u62b5\u62bc\uff0c\u800c GPU \u5728\u7f8e\u56fd\u51fa\u53e3\u7ba1\u5236\u6e05\u5355\uff0c\u94f6\u884c\u4e0d\u63a5\u53d7\u8de8\u5883\u62bc\u54c1\uff1b\u56fd\u5185\u878d\u8d44\u79df\u8d41\u516c\u53f8\u53c8\u628a AI \u521d\u521b\u5f52\u4e3a\u201c\u8f7b\u8d44\u4ea7\u201d\uff0c\u6388\u4fe1\u989d\u5ea6\u676f\u6c34\u8f66\u85aa\u3002\u4e8e\u662f\u201c\u5148\u79df\u540e\u4e70\u201d\u6210\u4e3a\u552f\u4e00\u53ef\u884c\u8def\u5f84\uff0c\u4f46\u53bb\u54ea\u513f\u627e\u65e2\u652f\u6301\u77ed\u79df\u3001\u53c8\u63a5\u53d7\u201c0 \u62bc\u91d1\u201d\u7684\u4f9b\u5e94\u5546\uff1f<\/p>\n

\n

\u2462 \u661f\u5b87\u667a\u7b97\u201c0 \u62bc\u91d1\u3001\u9884\u5145\u503c 500 \u7f8e\u5143\u5373\u5f00\u901a\u201d\uff1a\u6700\u9ad8\u53ef\u79df 256 \u5361 H100 \u88f8\u91d1\u5c5e<\/h3>\n

\u661f\u5b87\u667a\u7b97<\/a> \u628a\u201cGPU\u670d\u52a1\u5668\u79df\u7528\u201d\u505a\u6210\u6807\u51c6\u5316 SKU\uff1aH100 8 \u5361\u88f8\u91d1\u5c5e \u6309\u5c0f\u65f6\/\u6309\u5468\/\u6309\u6708\u4e09\u6863\u8ba1\u8d39\uff0c\u65e0\u9700\u62b5\u62bc\u3001\u65e0\u9700\u4fdd\u51fd\uff0c\u5b98\u7f51\u6ce8\u518c\u5c31\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u9884\u5145\u503c 500 \u7f8e\u5143\u5373\u53ef\u5f00\u673a\u3002\u5e73\u53f0\u91c7\u7528\u201c\u52a8\u6001\u5e93\u5b58\u6c60\u201d\u6a21\u5f0f\uff0c\u53a6\u95e8\u3001\u82cf\u5dde\u3001\u9999\u6e2f\u4e09\u5730\u6570\u636e\u4e2d\u5fc3\u4e92\u4e3a\u5197\u4f59\uff0c\u5355\u5ba2\u6237\u6700\u5927\u53ef\u6a2a\u5411\u6269\u5bb9\u81f3 256 \u5361\uff0cIB \u9ad8\u901f\u7f51\u7edc\u4fdd\u8bc1 3.2 Tb\/s \u805a\u5408\u5e26\u5bbd\uff0c\u5b9e\u6d4b GPT-3 175B \u6a21\u578b MP=8\/PP=16 \u573a\u666f\u4e0b\uff0cMFU \u7a33\u5b9a\u5728 52% \u4ee5\u4e0a\uff0c\u4e0e\u81ea\u5efa\u96c6\u7fa4\u6301\u5e73\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60\u53ea\u9700\u4e00\u53f0\u7b14\u8bb0\u672c\uff0c\u5c31\u80fd\u5728 30 \u5206\u949f\u5185\u62c9\u8d77\u4e00\u5f20\u201c\u79c1\u6709\u8d85\u7b97\u201d\u3002<\/p>\n

\n

\u2463 \u8d60\u9001 MLOps \u6a21\u677f\uff1aDeepSpeed + Megatron + Weights&Biases\uff0c\u8bad\u7ec3 loss \u53ef\u89c6\u5316<\/h3>\n

\u201cGPU\u4e91\u4e3b\u673a\u201d\u4e0d\u53ea\u662f\u88f8\u91d1\u5c5e\u3002\u661f\u5b87\u667a\u7b97<\/a> \u5728\u955c\u50cf\u5e02\u573a\u5185\u7f6e\u4e86 PyTorch 2.1\u3001CUDA 12.1\u3001DeepSpeed 0.12\u3001Megatron-Core \u4e24\u5957\u7ec4\u5408\u955c\u50cf\uff0c\u52fe\u9009\u5373\u53ef\u9884\u88c5\u3002\u7528\u6237\u542f\u52a8\u5b9e\u4f8b\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u6302\u8f7d Weights&Biases \u7684 SaaS \u8ba2\u9605\uff0c\u8bad\u7ec3 loss\u3001\u5b66\u4e60\u7387\u3001\u68af\u5ea6\u8303\u6570\u5b9e\u65f6\u540c\u6b65\u5230\u4eea\u8868\u76d8\uff0c\u624b\u673a\u4e5f\u80fd\u968f\u65f6\u67e5\u770b\u3002\u66f4\u8d34\u5fc3\u7684\u662f\u201c\u62a5\u9519\u56de\u6eaf\u201d\u529f\u80fd\uff1a\u5f53 loss spike \u89e6\u53d1\u9608\u503c\uff0c\u5e73\u53f0\u81ea\u52a8 dump \u5f53\u65f6\u6743\u91cd\u3001\u65e5\u5fd7\u4e0e GPU \u6e29\u5ea6\uff0c\u5e2e\u52a9\u7b97\u6cd5\u56e2\u961f\u5206\u949f\u7ea7\u5b9a\u4f4d\u95ee\u9898\u3002\u5bf9\u4e8e\u6ca1\u6709\u4e13\u804c\u8fd0\u7ef4\u7684\u521d\u521b\u516c\u53f8\uff0c\u8fd9\u76f8\u5f53\u4e8e\u81ea\u5e26\u4e00\u540d 7\u00d724 \u7684 MLOps \u5de5\u7a0b\u5e08\u3002<\/p>\n

\n

\u2464 \u771f\u5b9e\u7528\u6237\u6545\u4e8b\uff1a50 \u4eba\u521d\u521b 3 \u5468\u5185\u5b8c\u6210 70B \u5927\u6a21\u578b\u9884\u8bad\u7ec3\uff0c\u8282\u7701\u524d\u671f\u6295\u5165 90 \u4e07\u7f8e\u5143<\/h3>\n

\u4e0a\u6d77\u67d0\u591a\u6a21\u6001\u521d\u521b\u516c\u53f8\u201cStarPix\u201d\u662f\u661f\u5b87\u667a\u7b97\u9996\u6279\u79cd\u5b50\u5ba2\u6237\u3002CEO Leo \u544a\u8bc9\u8bb0\u8005\uff0c\u4ed6\u4eec\u5728 2023 \u5e74 12 \u6708\u62ff\u5230\u5929\u4f7f\u8f6e\u540e\uff0c\u9700\u8981 3 \u5468\u5185\u4ea4\u4ed8 Demo \u7ed9\u6295\u8d44\u65b9\uff0c\u201c\u81ea\u5df1\u4e70\u5361\u6839\u672c\u6765\u4e0d\u53ca\u201d\u3002\u901a\u8fc7\u661f\u5b87\u667a\u7b97<\/a>\u7684 GPU\u670d\u52a1\u5668\u79df\u7528\u901a\u9053\uff0cStarPix \u5148\u7528 32 \u5f20 H100 \u505a\u5c0f\u89c4\u6a21 warmup\uff0c\u9a8c\u8bc1\u6536\u655b\u66f2\u7ebf\u540e 48 \u5c0f\u65f6\u5185\u6269\u5bb9\u5230 128 \u5361\uff0c\u7d2f\u8ba1\u8bad\u7ec3 2.1T tokens\uff0c\u6700\u7ec8 loss \u964d\u5230 1.82\uff0c\u8fbe\u5230\u6295\u8d44\u534f\u8bae\u8981\u6c42\u3002\u6574\u4e2a\u9879\u76ee\u5468\u671f 21 \u5929\uff0c\u603b\u79df\u91d1 4.7 \u4e07\u7f8e\u5143\uff0c\u5bf9\u6bd4\u81ea\u5efa\u96c6\u7fa4\uff08\u670d\u52a1\u5668 90 \u4e07\u7f8e\u5143 + \u673a\u623f 15 \u4e07\u7f8e\u5143 + \u8fd0\u7ef4 5 \u4e07\u7f8e\u5143\uff09\u8282\u7701\u8fd1 90% \u524d\u671f\u6295\u5165\u3002\u201c\u5982\u679c\u6ca1\u6709 0 \u62bc\u91d1\u653f\u7b56\uff0c\u6211\u4eec\u8d26\u4e0a\u73b0\u91d1\u6839\u672c\u6491\u4e0d\u5230 Demo \u65e5\uff0c\u201dLeo \u8bf4\u3002\u73b0\u5728 StarPix \u5df2\u542f\u52a8 A \u8f6e\u878d\u8d44\uff0c\u4f30\u503c\u7ffb 6 \u500d\u3002<\/p>\n

\n

\u8ba9\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u89e6\u624b\u53ef\u53ca<\/h3>\n

TogetherAI \u7684\u878d\u8d44\u65b0\u95fb\u63d0\u9192\u6211\u4eec\uff1aGPU \u5373\u662f AI \u65f6\u4ee3\u7684\u77f3\u6cb9\uff0c\u4e5f\u662f\u521b\u4e1a\u8005\u7684\u95e8\u7968\u3002\u661f\u5b87\u667a\u7b97\u6b63\u5728\u628a\u8fd9\u5f20\u95e8\u7968\u62c6\u5206\u6210\u201c\u6309\u5c0f\u65f6\u8ba1\u8d39\u201d\u7684\u6570\u5b57\u5546\u54c1\uff1a\u65e0\u9700\u62b5\u62bc\u3001\u65e0\u9700\u7b49\u5f85\u3001\u65e0\u9700\u8fd0\u7ef4\uff0c\u6ce8\u518c\u5373\u53ef\u4e0a\u624b\u3002\u5982\u679c\u4f60\u4e5f\u5728\u4e3a\u201c\u4e70\u4e0d\u5230\u5361\u3001\u79df\u4e0d\u5230\u8d27\u3001\u878d\u4e0d\u5230\u94b1\u201d\u800c\u53d1\u6101\uff0c\u4e0d\u59a8\u767b\u9646 \u661f\u5b87\u667a\u7b97<\/a> \u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u628a 500 \u7f8e\u5143\u53d8\u6210 70B \u6a21\u578b\u8bad\u7ec3\u7684\u7b2c\u4e00\u5757 GPU\u3002AI \u521b\u65b0\u7684\u7a97\u53e3\u671f\u5f88\u77ed\uff0c\u522b\u628a\u65f6\u95f4\u6d6a\u8d39\u5728\u6392\u961f\u4e0a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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