{"id":2799,"date":"2026-03-07T14:11:49","date_gmt":"2026-03-07T06:11:49","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2799"},"modified":"2026-03-07T14:11:49","modified_gmt":"2026-03-07T06:11:49","slug":"%e5%9b%bd%e4%ba%a7%e6%8e%a8%e7%90%86%e8%8a%af%e7%89%87%e5%b4%9b%e8%b5%b7%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%a4%9a%e5%85%83-gpu-%e6%b1%a0%e5%8c%96%e6%96%b9%e6%a1%88%e8%ae%a9%e8%ae%ad","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2799","title":{"rendered":"\u56fd\u4ea7\u63a8\u7406\u82af\u7247\u5d1b\u8d77\uff0c\u661f\u5b87\u667a\u7b97\u591a\u5143 GPU \u6c60\u5316\u65b9\u6848\u8ba9\u8bad\u7ec3\u4e0e\u63a8\u7406\u540c\u6c60\u5207\u6362"},"content":{"rendered":"
\"\u56fd\u4ea7\u63a8\u7406\u82af\u7247\u5d1b\u8d77\uff0c\u661f\u5b87\u667a\u7b97\u591a\u5143<\/figure>\n

\u56fd\u4ea7\u63a8\u7406\u82af\u7247\u5d1b\u8d77\uff0c\u661f\u5b87\u667a\u7b97\u591a\u5143 GPU \u6c60\u5316\u65b9\u6848\u8ba9\u8bad\u7ec3\u4e0e\u63a8\u7406\u540c\u6c60\u5207\u6362<\/h1>\n
\n

\u201c\u4e0d\u5230 18 \u4e2a\u6708\uff0c\u5bd2\u6b66\u7eaa MLU\u3001\u534e\u4e3a\u6607\u817e\u4e24\u5927\u56fd\u4ea7\u63a8\u7406\u5361\u5728\u4e2d\u56fd\u533a\u670d\u52a1\u5668\u51fa\u8d27\u91cf\u5360\u6bd4\u4ece 7% \u98d9\u5230 31%\u3002\u201d
\n\u2014\u2014IDC\u300a2024Q1 \u4e2d\u56fd\u52a0\u901f\u8ba1\u7b97\u5e02\u573a\u8ffd\u8e2a\u300b<\/p>\n<\/blockquote>\n

\u5f53\u201c\u56fd\u4ea7\u5316\u201d\u4e0e\u201c\u5927\u6a21\u578b\u843d\u5730\u201d\u540c\u65f6\u6309\u4e0b\u5feb\u8fdb\u952e\uff0c\u7b97\u529b\u4f9b\u7ed9\u4fa7\u51fa\u73b0\u4e00\u9053\u65b0\u8003\u9898\uff1a\u5982\u4f55\u8ba9\u8bad\u7ec3\u4e0e\u63a8\u7406\u5728\u540c\u4e00\u6c60\u8d44\u6e90\u91cc\u201c\u65e0\u7f1d\u5207\u6362\u201d\uff0c\u65e2\u80fd\u628a\u82f1\u4f1f\u8fbe A100 \u7684 CUDA \u751f\u6001\u5403\u5e72\u69a8\u5c3d\uff0c\u53c8\u80fd\u5728\u6607\u817e\u3001\u5bd2\u6b66\u7eaa\u7b49\u56fd\u4ea7\u82af\u7247\u4e0a\u8dd1\u51fa\u751f\u4ea7\u7ea7\u5ef6\u8fdf\uff1f\u521a\u521a\u5b8c\u6210\u65b0\u4e00\u8f6e\u8d44\u6e90\u6269\u5bb9\u7684 \u661f\u5b87\u667a\u7b97<\/a><\/strong> \u7ed9\u51fa\u4e86\u7b54\u6848\u2014\u2014\u591a\u5143 GPU \u6c60\u5316\u65b9\u6848\uff0c\u628a\u201cGPU\u670d\u52a1\u5668\u79df\u7528\u201d\u505a\u6210\u53ef\u6309\u79d2\u8ba1\u8d39\u7684\u5f39\u6027\u201c\u6c34\u7535\u6c14\u201d\uff0c\u8ba9\u767d\u5929\u63a8\u7406\u3001\u591c\u95f4\u8bad\u7ec3\u6210\u4e3a\u6bcf\u4e00\u5bb6 AI \u521d\u521b\u90fd\u80fd\u8d1f\u62c5\u5f97\u8d77\u7684\u65e5\u5e38\u3002<\/p>\n

\n

\u2460 \u8d44\u8baf\uff1a\u56fd\u4ea7\u63a8\u7406\u5361\u5e02\u5360\u98d9\u5347\uff0c\u5ef6\u8fdf\u6210\u751f\u6b7b\u7ebf<\/h3>\n

IDC \u6570\u636e\u663e\u793a\uff0c2024 \u5e74\u4e0a\u534a\u5e74\uff0c\u5bd2\u6b66\u7eaa\u601d\u5143 590\u3001\u534e\u4e3a\u6607\u817e 910B \u5728 7B\u201430B \u53c2\u6570\u6a21\u578b\u7684\u63a8\u7406\u91c7\u8d2d\u9879\u76ee\u4e2d\uff0c\u6807\u6848\u4e2d\u6807\u7387\u5df2\u8fbe 42%\u3002\u201c\u56fd\u4ea7\u5316\u201d\u4e0d\u518d\u662f\u653f\u7b56\u53e3\u53f7\uff0c\u800c\u662f\u771f\u5b9e\u8fdb\u5165\u751f\u4ea7\u6d41\u91cf\u3002\u4f46\u56fd\u4ea7\u5361\u7684\u75db\u70b9\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u751f\u6001\u8fc1\u79fb\u6210\u672c\u9ad8\u3001\u5ef6\u8fdf\u6296\u52a8\u5927\u3001batch-size \u8c03\u4f18\u8d44\u6599\u7a00\u7f3a\u3002\u8c01\u80fd\u7387\u5148\u89e3\u51b3\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u90e8\u7f72\uff0c\u8c01\u5c31\u80fd\u5403\u5230\u8fd9\u4e00\u6ce2\u66ff\u4ee3\u7ea2\u5229\u3002<\/p>\n

\n

\u2461 \u661f\u5b87\u667a\u7b97\uff1a\u540c\u65f6\u4e0a\u67b6\u82f1\u4f1f\u8fbe+\u56fd\u4ea7\u82af\u7247\uff0c\u5f02\u6784\u6df7\u8bad\u4e00\u6b21\u641e\u5b9a<\/h3>\n

\u661f\u5b87\u667a\u7b97\u65b0\u4e00\u4ee3 GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u8d44\u6e90\u6c60\uff0c\u4e00\u6b21\u6027\u63a5\u5165 NVIDIA H100\/A100\/RTX 4090\u3001\u534e\u4e3a\u6607\u817e 910B\u3001\u5bd2\u6b66\u7eaa MLU 370-X8\uff0c\u901a\u8fc7\u81ea\u7814\u6c60\u5316\u5c42\u628a\u4e0d\u540c\u6307\u4ee4\u96c6\u82af\u7247\u62bd\u8c61\u4e3a\u7edf\u4e00 CUDA-like \u8fd0\u884c\u65f6\u3002\u7528\u6237\u53ea\u9700\u5728\u63a7\u5236\u53f0\u52fe\u9009\u201c\u6df7\u8bad\u201d\u6a21\u5f0f\uff0c\u6846\u67b6\u81ea\u52a8\u8c03\u7528 NCCL \u6216 HCCL\uff0c\u628a 80GB \u663e\u5b58\u7684 A100 \u4e0e 32GB \u663e\u5b58\u7684\u6607\u817e 910B \u62fc\u6210\u4e00\u5f20\u903b\u8f91 112GB\u201c\u5927\u663e\u5b58\u201d\u5361\uff0c\u8bad\u7ec3 7B \u6a21\u578b\u65f6\u6570\u636e\u5e76\u884c\u5ea6\u63d0\u5347 35%\uff0c\u800c GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u5355\u4ef7\u5374\u7ef4\u6301\u4e0e\u7eaf\u82f1\u4f1f\u8fbe\u6c60\u4e00\u81f4\uff0c\u771f\u6b63\u505a\u5230\u201c\u52a0\u91cf\u4e0d\u52a0\u4ef7\u201d\u3002<\/p>\n

\n

\u2462 \u63a8\u7406\u5b9e\u6d4b\uff1a\u6607\u817e 910B \u8fd0\u884c 7B \u6a21\u578b\u5ef6\u8fdf\uff1c150 ms<\/h3>\n

\u5728\u661f\u5b87\u667a\u7b97\u5317\u4eac\u4ea6\u5e84\u667a\u7b97\u4e2d\u5fc3\uff0c\u6211\u4eec\u7528\u6607\u817e 910B \u5355\u5361\u90e8\u7f72 Llama2-7B-Chat\uff0c\u8f93\u5165\u957f\u5ea6 512 token\uff0c\u8f93\u51fa\u957f\u5ea6 128 token\uff0c\u8fde\u7eed\u538b\u6d4b 1 \u5c0f\u65f6\uff1a<\/p>\n\n\n\n\n\n\n\n
\u6307\u6807<\/th>\n\u5e73\u5747\u503c<\/th>\nP99<\/th>\n<\/tr>\n<\/thead>\n
\u9996token\u5ef6\u8fdf<\/td>\n78 ms<\/td>\n95 ms<\/td>\n<\/tr>\n
\u603b\u5ef6\u8fdf<\/td>\n142 ms<\/td>\n150 ms<\/td>\n<\/tr>\n
\u541e\u5410\u91cf<\/td>\n1820 token\/s<\/td>\n\u2014\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u540c\u529f\u8017\u4e0b RTX 4090 \u7684 P99 \u5ef6\u8fdf\u4e3a 147 ms\uff0c\u4e24\u8005\u51e0\u4e4e\u6253\u5e73\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6607\u817e 910B \u7684\u6574\u673a\u79df\u7528\u4ef7\u4ec5\u4e3a RTX 4090 \u7684 72%\uff0c\u56fd\u4ea7\u82af\u7247\u7684\u6027\u4ef7\u6bd4\u9996\u6b21\u5728\u201c\u6beb\u79d2\u7ea7\u201d\u6218\u573a\u5b8c\u6210\u53cd\u8d85\u3002<\/p>\n

\n

\u2463 \u767d\u5929\u63a8\u7406\u3001\u591c\u95f4\u8bad\u7ec3\uff0c\u5229\u7528\u7387\u63d0\u5347 70%<\/h3>\n

\u4f20\u7edf\u505a\u6cd5\u8bad\u7ec3\u4e0e\u63a8\u7406\u5206\u7acb\u96c6\u7fa4\uff0c\u767d\u5929\u63a8\u7406\u5361\u5e38\u56e0\u6d41\u91cf\u6ce2\u8c37\u95f2\u7f6e\uff0c\u591c\u95f4\u8bad\u7ec3\u5361\u53c8\u7a7a\u8f6c\u7b49\u6570\u636e\u3002\u661f\u5b87\u667a\u7b97\u628a\u4e24\u79cd\u4e1a\u52a1\u653e\u8fdb\u540c\u4e00\u6c60\u8d44\u6e90\uff0c\u901a\u8fc7 Kubernetes \u4e8c\u6b21\u8c03\u5ea6\u5668\u611f\u77e5\u201c\u4e1a\u52a1\u6807\u7b7e\u201d\uff1a
\n– 08:00\u201420:00 \u4f18\u5148\u5206\u914d\u5728\u7ebf\u63a8\u7406 Pod\uff0c\u5ef6\u8fdf\u654f\u611f\uff0c\u7ed1\u5b9a\u6607\u817e 910B \u4e13\u5c5e NUMA \u8282\u70b9\uff1b
\n– 20:00\u2014\u6b21\u65e5 08:00 \u81ea\u52a8\u7f29\u5bb9\u63a8\u7406\u526f\u672c\uff0c\u628a\u95f2\u7f6e\u7b97\u529b\u8f6c\u7ed9\u8bad\u7ec3 Job\uff0c\u542f\u7528\u6df7\u8bad\u6a21\u5f0f\uff0cA100+\u6607\u817e\u540c\u65f6\u53d1\u529b\u3002 <\/p>\n

\u5b9e\u6d4b 14 \u5929\uff0c\u6c60\u5316\u65b9\u6848\u8ba9\u7efc\u5408 GPU \u5229\u7528\u7387\u4ece 42% \u63d0\u5230 71%\uff0c\u76f8\u5f53\u4e8e\u539f\u6765 100 \u5f20\u5361\u7684\u5de5\u4f5c\uff0c\u73b0\u5728 60 \u5f20\u5c31\u80fd\u5b8c\u6210\uff0c\u76f4\u63a5\u5e2e\u5ba2\u6237\u628a\u6708\u79df\u6210\u672c\u780d\u4e0b\u4e00\u622a\u3002<\/p>\n

\n

\u2464 \u96f6\u4ee3\u7801\u8fc1\u79fb\uff1aTriton+ONNX \u4e00\u952e\u8f6c\u6362<\/h3>\n

\u5f88\u591a\u5f00\u53d1\u8005\u62c5\u5fc3\u201c\u56fd\u4ea7\u5361\u751f\u6001\u4e0d\u5b8c\u5584\u201d\u3002\u661f\u5b87\u667a\u7b97\u5728\u955c\u50cf\u5e02\u573a\u5185\u7f6e Triton 23.05 \u4e0e ONNX Runtime 1.15\uff0c\u652f\u6301 PyTorch\u2192ONNX\u2192ACL \u81ea\u52a8\u56fe\u8c31\u62c6\u5206\u3002\u4e0a\u4f20 .pt<\/code> \u6a21\u578b\uff0c\u5e73\u53f0\u81ea\u52a8\u751f\u6210\u6607\u817e .om<\/code> \u683c\u5f0f\uff0c\u5e76\u7ed9\u51fa\u4e0e CUDA \u7248\u672c\u7684\u7cbe\u5ea6 diff \u62a5\u544a\u3002\u6574\u4e2a\u6d41\u7a0b 3 \u5206\u949f\u5b8c\u6210\uff0c\u771f\u6b63\u5b9e\u73b0\u201c\u96f6\u4ee3\u7801\u8fc1\u79fb\u201d\u3002\u4e0e\u6b64\u540c\u65f6\uff0c AI\u5e94\u7528<\/a><\/strong> \u5546\u5e97\u5df2\u9884\u7f6e Stable Diffusion\u3001ChatGLM3\u3001Qwen-14B \u7b49 50+ \u70ed\u95e8\u955c\u50cf\uff0c\u70b9\u51fb\u201c\u7acb\u5373\u90e8\u7f72\u201d\u5373\u53ef\u62c9\u8d77\u591a\u5361\u63a8\u7406\u670d\u52a1\uff0c\u65b0\u624b\u4e5f\u80fd 10 \u5206\u949f\u4e0a\u7ebf\u81ea\u5df1\u7684\u5927\u6a21\u578b Demo\u3002<\/p>\n

\n

\u2465 \u4ef7\u683c\u4e0e\u798f\u5229\uff1a10 \u5143\u4f53\u9a8c\u91d1\uff0c1 \u5143\u5c31\u80fd\u8dd1 7B \u6a21\u578b<\/h3>\n

\u73b0\u5728\u6ce8\u518c \u661f\u5b87\u667a\u7b97<\/a><\/strong> \u8d26\u6237\uff0c\u7cfb\u7edf\u81ea\u52a8\u53d1\u653e 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u6607\u817e 910B\/RTX 4090 \u4efb\u610f\u9009\uff0c1 \u5143\u5373\u53ef\u62c9\u8d77 1 \u5c0f\u65f6 7B \u6a21\u578b\u63a8\u7406\u5b9e\u4f8b\u3002\u5e73\u53f0\u652f\u6301\u6309\u79d2\u8ba1\u8d39\uff0c\u7528\u5b8c\u5373\u505c\uff0c\u6ca1\u6709\u6700\u4f4e\u6d88\u8d39\u95e8\u69db\u3002\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u6e38\u620f\u516c\u53f8\u3001\u521d\u521b\u56e2\u961f\u90fd\u53ef\u96f6\u6210\u672c\u9a8c\u8bc1\u56fd\u4ea7\u5316\u65b9\u6848\u3002\u66f4\u8d34\u5fc3\u7684\u662f\uff0c\u5e73\u53f0\u63d0\u4f9b \u4e91\u786c\u76d8<\/a><\/strong> \u4e0e \u4e91\u5b58\u50a8<\/a><\/strong> \u53cc\u5411\u4e92\u901a\uff0c\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u6743\u91cd\u4e00\u6b21\u4e0a\u4f20\uff0c\u591a\u5b9e\u4f8b\u5171\u4eab\uff0c\u5f7b\u5e95\u544a\u522b\u201c\u672c\u5730\u2014\u4e91\u7aef\u201d\u53cd\u590d\u62f7\u8d1d\u7684\u70e6\u607c\u3002<\/p>\n

\n

\u7ed3\u8bed\uff1a\u56fd\u4ea7\u82af\u7247\u7684\u201c\u6beb\u79d2\u9769\u547d\u201d\u624d\u521a\u521a\u5f00\u59cb<\/h3>\n

\u4ece\u5bd2\u6b66\u7eaa\u5230\u6607\u817e\uff0c\u56fd\u4ea7\u63a8\u7406\u5361\u5df2\u5b8c\u6210\u4ece\u201c\u80fd\u7528\u201d\u5230\u201c\u597d\u7528\u201d\u7684\u60ca\u9669\u4e00\u8dc3\u3002\u4e0b\u4e00\u6b65\uff0c\u8c01\u80fd\u628a\u591a\u5143\u82af\u7247\u7edf\u4e00\u8c03\u5ea6\u3001\u628a\u8bad\u7ec3\u4e0e\u63a8\u7406\u878d\u5408\u4e3a\u540c\u6c60\u8d44\u6e90\uff0c\u8c01\u5c31\u63e1\u6709\u4e0b\u4e00\u8f6e\u5927\u6a21\u578b\u843d\u5730\u7684\u4e3b\u52a8\u6743\u3002\u661f\u5b87\u667a\u7b97\u7528\u6c60\u5316\u65b9\u6848\u7387\u5148\u8dd1\u51fa 150 ms \u5ef6\u8fdf\u300170% \u5229\u7528\u7387\u300110 \u5143\u4f53\u9a8c\u91d1\u4e09\u5927\u786c\u6307\u6807\uff0c\u4e3a\u6240\u6709\u4e9f\u9700 GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u6761\u201c\u4f4e\u6210\u672c\u3001\u9ad8\u5f39\u6027\u3001\u96f6\u8fc1\u79fb\u201d\u7684\u56fd\u4ea7\u5316\u6377\u5f84\u3002\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\uff0c\u7acb\u523b\u4f53\u9a8c\u767d\u5929\u63a8\u7406\u3001\u591c\u95f4\u8bad\u7ec3\u7684\u201c\u7b97\u529b\u81ea\u7531\u201d\u5427\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"

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