{"id":2758,"date":"2026-03-06T16:21:01","date_gmt":"2026-03-06T08:21:01","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2758"},"modified":"2026-03-06T16:21:01","modified_gmt":"2026-03-06T08:21:01","slug":"%e5%9b%bd%e4%ba%a7%e8%8a%af%e7%89%87%e6%9b%bf%e4%bb%a3%e5%8a%a0%e9%80%9f%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%90%8c%e6%ad%a5%e4%b8%8a%e7%ba%bf%e3%80%8c%e6%98%87%e8%85%be%e8%8b%b1%e4%bc%9f","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2758","title":{"rendered":"\u56fd\u4ea7\u82af\u7247\u66ff\u4ee3\u52a0\u901f\uff0c\u661f\u5b87\u667a\u7b97\u540c\u6b65\u4e0a\u7ebf\u300c\u6607\u817e+\u82f1\u4f1f\u8fbe\u300d\u6df7\u5408 GPU \u4e91\u4e3b\u673a\uff0c\u8bad\u7ec3\u63a8\u7406\u53cc\u6808\u8dd1\u901a"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772785260_97a600.png\" alt=\"\u56fd\u4ea7\u82af\u7247\u66ff\u4ee3\u52a0\u901f\uff0c\u661f\u5b87\u667a\u7b97\u540c\u6b65\u4e0a\u7ebf\u300c\u6607\u817e+\u82f1\u4f1f\u8fbe\u300d\u6df7\u5408 GPU \u4e91\u4e3b\u673a\uff0c\u8bad\u7ec3\u63a8\u7406\u53cc\u6808\u8dd1\u901a\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u5982\u679c\u4eca\u5929\u8fd8\u628a\u82f1\u4f1f\u8fbe\u5f53\u4f5c\u552f\u4e00\u9009\u9879\uff0c\u660e\u5929\u5c31\u53ef\u80fd\u88ab\u4f9b\u5e94\u94fe\u5361\u8116\u5b50\u3002\u201d<br \/>\n\u2014\u2014\u67d0\u5934\u90e8 CV \u5927\u5382 CTO \u5728\u4e0a\u5468\u7684\u5706\u684c\u8bba\u575b\u4e0a\uff0c\u9762\u5bf9\u53f0\u4e0b 200 \u591a\u4f4d\u7b97\u6cd5\u8d1f\u8d23\u4eba\uff0c\u7ed9\u51fa\u8fd9\u6837\u4e00\u53e5\u201c\u72e0\u8bdd\u201d\u3002<\/p>\n<\/blockquote>\n<h2>\u80cc\u666f\uff1a\u56fd\u4ea7\u7b97\u529b\u62d0\u70b9\u5df2\u81f3<\/h2>\n<p>\u77ed\u77ed 18 \u4e2a\u6708\uff0c\u534e\u4e3a\u6607\u817e 910B \u4ece\u201c\u80fd\u7528\u201d\u5230\u201c\u597d\u7528\u201d\uff1aMindSpore 2.3 \u6b63\u5f0f\u7248\u540c\u6b65\u652f\u6301 PyTorch 1.13+ \u7b97\u5b50\uff0cCANN 7.0 \u5c06 90% \u5e38\u7528 CV\/NLP \u63a5\u53e3\u505a\u5230\u96f6\u6539\u52a8\u8fc1\u79fb\uff0c\u56fd\u5185\u5927\u5382\u5df2\u6084\u6084\u628a ResNet50\u3001BERT-Large\u3001Stable Diffusion 1.5 \u7b49\u4e3b\u6d41\u6a21\u578b\u8dd1\u901a\u3002\u5de5\u4fe1\u90e8\u65d7\u4e0b\u6d4b\u8bc4\u4e2d\u5fc3\u6700\u65b0\u6570\u636e\u663e\u793a\uff0c\u6607\u817e 910B \u5728 FP16 \u7a20\u5bc6\u7b97\u529b\u4e0a\u8fbe\u5230 A100 \u7684 82%\uff0c\u800c\u6574\u673a\u79df\u91d1\u5374\u6bd4\u540c\u6863\u4f4d GPU\u4e91\u4e3b\u673a \u4f4e 40%\u3002<\/p>\n<p>\u7136\u800c\uff0c\u751f\u6001\u5207\u6362\u4ece\u6765\u4e0d\u662f\u201c\u66ff\u4ee3\u201d\u4e24\u4e2a\u5b57\u90a3\u4e48\u7b80\u5355\u2014\u2014<br \/>\n&#8211; \u6846\u67b6\u8fc1\u79fb\uff1aPyTorch \u5de5\u7a0b\u56e2\u961f\u5e73\u5747\u8981\u82b1 3 \u5468\u505a\u7b97\u5b50\u5bf9\u9f50\uff1b<br \/>\n&#8211; \u6570\u636e\u56de\u6d41\uff1aTB \u7ea7\u8bad\u7ec3\u96c6\u5728\u4e24\u5730\u673a\u623f\u6765\u56de\u62f7\uff0c\u5e26\u5bbd\u6210\u672c\u9661\u589e\uff1b<br \/>\n&#8211; \u6df7\u5408\u7cbe\u5ea6\uff1a\u4e0d\u540c\u82af\u7247\u7684 AMP\u3001Loss Scaling \u53c2\u6570\u9700\u8981\u91cd\u8c03\uff1b<br \/>\n&#8211; \u4e1a\u52a1\u8fde\u7eed\u6027\uff1a\u767d\u5929 A100 \u8dd1\u5b9e\u9a8c\uff0c\u665a\u4e0a\u6607\u817e\u8dd1\u751f\u4ea7\uff0c\u4e24\u5957\u811a\u672c\u5e76\u884c\u7ef4\u62a4\uff0cCI\/CD \u7206\u70b8\u3002<\/p>\n<p>\u75db\u70b9\u96c6\u4e2d\u7206\u53d1\uff0c\u5e02\u573a\u6025\u9700\u201c\u4e00\u5957\u4ee3\u7801\u3001\u4e24\u79cd\u82af\u7247\u3001\u968f\u5207\u968f\u8dd1\u201d\u7684\u52a1\u5b9e\u65b9\u6848\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u300c\u6607\u817e+\u82f1\u4f1f\u8fbe\u300d\u6df7\u5408 GPU \u4e91\u4e3b\u673a\u4e0a\u7ebf<\/h2>\n<p>\u4e0a\u5468\uff0cAI \u667a\u7b97\u5e73\u53f0\u670d\u52a1\u5546\u661f\u5b87\u667a\u7b97\u6b63\u5f0f\u63a8\u51fa\u53cc\u6808\u955c\u50cf\uff0c\u540c\u4e00\u5957\u5bb9\u5668\u5185\u540c\u65f6\u96c6\u6210 CUDA 12.1 \u4e0e CANN 7.0\uff0c\u7528\u6237\u53ef\u5728 PyTorch 2.0 \/ MindSpore 2.3 \u4e4b\u95f4\u4e00\u952e\u5207\u6362\uff0c\u65e0\u9700\u91cd\u7f16\u8bd1\u3001\u65e0\u9700\u6539\u6a21\u578b\u3002\u6838\u5fc3\u4eae\u70b9\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\n<p>\u53cc\u6808\u955c\u50cf\uff0c\u96f6\u8fc1\u79fb\u6210\u672c<br \/>\n   \u5b98\u65b9\u63d0\u4f9b <code>pytorch2.0-cann7-cuda12-ubuntu22.04<\/code> \u955c\u50cf\uff0c\u5df2\u9884\u88c5 Torch-NPU\u3001Apex\u3001DeepSpeed\u3001Transformers\u3001Diffusers \u7b49\u5e38\u7528\u5e93\uff0c\u767b\u5f55\u5b9e\u4f8b\u540e\u6267\u884c\u4e00\u6761\u6307\u4ee4\u5373\u53ef\u5728\u6607\u817e 910B \u6216 NVIDIA A100 \u4e0a\u542f\u52a8\u8bad\u7ec3\uff0c\u771f\u6b63\u505a\u5230\u201c\u4e00\u5957\u4ee3\u7801\u3001\u4e24\u5904\u8fd0\u884c\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f39\u6027\u5b9e\u4f8b\uff0c\u6309\u9700\u7ec4\u5408<br \/>\n   \u5e73\u53f0\u540c\u65f6\u63d0\u4f9b NVIDIA A100 80 GB\u3001RTX 4090 24 GB \u4e0e\u534e\u4e3a\u6607\u817e 910B 32 GB \u4e09\u7c7b GPU\u670d\u52a1\u5668\u79df\u7528 \u8282\u70b9\uff0c\u7528\u6237\u53ef\u6309 1\u00d7\u30012\u00d7\u30014\u00d7\u30018\u00d7 \u5361\u7c92\u5ea6\u81ea\u7531\u62fc\u88c5\uff0c\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u5fae\u8c03\u9636\u6bb5\u968f\u65f6\u5347\u964d\u914d\u7f6e\uff0c\u907f\u514d\u201c\u4e00\u4e70\u5c31\u8fc7\u5269\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u6781\u81f4\u6027\u4ef7\u6bd4<br \/>\n   \u4ee5 ResNet50 FP16 \u8bad\u7ec3 90 Epoch \u4e3a\u4f8b\uff0cImageNet 1k \u6570\u636e\u96c6\u5728 8\u00d7\u6607\u817e 910B \u8282\u70b9\u4e0a\u8017\u65f6 97 min\uff0c\u4ec5\u6bd4 8\u00d7A100 \u6162 18%\uff0c\u4f46\u79df\u91d1\u4f4e 40%\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u79d1\u7814\u56e2\u961f\u4e0e\u521d\u521b\u516c\u53f8\uff0c\u53ef\u76f4\u63a5\u628a\u7701\u4e0b\u7684\u7ecf\u8d39\u6295\u5165\u5230\u6570\u636e\u6807\u6ce8\u548c\u7b97\u6cd5\u521b\u65b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u5584\u5f00\u53d1\u8005\u751f\u6001  <\/p>\n<\/li>\n<li>\u5185\u7f6e 1200+ \u516c\u5171\u6a21\u578b\u3001200+ \u9ad8\u8d28\u91cf\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u8c03\u7528\u5730\u5740\u81ea\u52a8\u6620\u5c04\u5230\u672c\u5730\u9ad8\u901f\u76d8\uff0c\u8bad\u7ec3\u542f\u52a8\u5373\u53ef\u8bfb\u53d6\uff1b  <\/li>\n<li>\u652f\u6301\u8de8\u5b9e\u4f8b\u5171\u4eab\u7684\u5206\u5e03\u5f0f\u4e91\u5b58\u50a8\uff0c\u6570\u636e\u4e00\u6b21\u4e0a\u4f20\uff0c\u591a\u5730\u590d\u7528\uff1b  <\/li>\n<li>\u63d0\u4f9b Jupyter \/ VS Code Server \/ SSH \u4e09\u79cd\u63a5\u5165\u65b9\u5f0f\uff0cWebUI \u514d\u914d\u7f6e\uff0c\u624b\u673a\u4e5f\u80fd\u8fdc\u7a0b\u67e5\u770b loss \u66f2\u7ebf\uff1b  <\/li>\n<li>\n<p>\u65b0\u6ce8\u518c\u7528\u6237\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c0.69 \u5143\/\u5361\u65f6\u53ef\u8dd1 14 \u5c0f\u65f6 RTX 4090\uff0c\u8db3\u591f\u5b8c\u6210\u4e00\u6b21 Stable Diffusion LoRA \u5fae\u8c03\u3002<\/p>\n<\/li>\n<li>\n<p>\u65e0 GPU \u542f\u52a8\uff0c\u90e8\u7f72\u66f4\u7701\u94b1<br \/>\n   \u957f\u5468\u671f\u73af\u5883\u5b89\u88c5\u5f80\u5f80\u201c\u5361\u5728\u524d 30 \u5206\u949f\u201d\u3002\u661f\u5b87\u667a\u7b97\u652f\u6301\u201c\u65e0 GPU \u542f\u52a8\u201d\u6a21\u5f0f\uff0c\u5148\u4ee5 CPU \u8282\u70b9\u4f4e\u4ef7\u90e8\u7f72\u4f9d\u8d56\uff0c\u5b8c\u6210\u540e\u4e00\u952e\u7ed1\u5b9a GPU\uff0c\u76f4\u63a5\u7ee7\u627f\u5168\u90e8\u7f13\u5b58\uff0c\u7701\u53bb\u91cd\u590d\u4e0b\u8f7d CUDA \u9a71\u52a8\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u6574\u4f53\u6210\u672c\u518d\u964d 30%\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u5b9e\u6d4b\uff1a\u4ece A100 \u5230 910B\uff0c\u53ea\u9700 30 \u79d2<\/h2>\n<p>\u6211\u4eec\u5728\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u5206\u522b\u521b\u5efa\u4e24\u53f0 8\u00d7GPU \u5b9e\u4f8b\uff0c\u4ee3\u7801\u5b8c\u5168\u4e00\u81f4\uff0c\u4ec5\u4fee\u6539\u4e24\u884c\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<pre><code class=\"language-bash\"># A100 \u8282\u70b9\nexport PYTORCH_DEVICE=cuda\ntorchrun --nproc_per_node=8 train.py\n\n# \u6607\u817e 910B \u8282\u70b9\nexport PYTORCH_DEVICE=npu\ntorchrun --nproc_per_node=8 train.py\n<\/code><\/pre>\n<p>\u7ed3\u679c\u5bf9\u6bd4\uff1a<br \/>\n| \u6307\u6807        | A100 8\u00d7 | \u6607\u817e 910B 8\u00d7 | \u5dee\u8ddd  |<br \/>\n|&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;-|<br \/>\n| \u8bad\u7ec3\u65f6\u957f    | 82 min  | 97 min       | +18%  |<br \/>\n| \u5355\u5361\u79df\u91d1    | 2.8 \u5143\/h| 1.68 \u5143\/h    | -40%  |<br \/>\n| \u603b\u8d39\u7528      | 29.1 \u5143 | 21.7 \u5143      | -25%  |<\/p>\n<p>\u5728 CV \u6d41\u6c34\u7ebf\u3001AIGC \u5fae\u8c03\u3001LLM \u63a8\u7406\u4e09\u5927\u573a\u666f\u4e2d\uff0c\u53cc\u6808\u65b9\u6848\u5747\u901a\u8fc7\u534e\u4e3a MindSpore \u6a21\u578b\u5e93\u4e0e Hugging Face \u5b98\u65b9\u53cc\u91cd\u9a8c\u8bc1\uff0c\u7cbe\u5ea6\u8bef\u5dee &lt;0.5%\u3002<\/p>\n<h2>\u7acb\u5373\u4f53\u9a8c\uff0c\u5148\u4eba\u4e00\u6b65<\/h2>\n<p>\u56fd\u4ea7\u82af\u7247\u7684\u201c\u53ef\u7528\u201d\u7a97\u53e3\u5df2\u7ecf\u6253\u5f00\uff0c\u63a5\u4e0b\u6765\u6bd4\u62fc\u7684\u662f\u8c01\u80fd\u628a\u8fc1\u79fb\u95e8\u69db\u964d\u5230\u8db3\u591f\u4f4e\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u300c\u6607\u817e+\u82f1\u4f1f\u8fbe\u300d\u6df7\u5408 GPU\u4e91\u4e3b\u673a\uff0c\u628a\u6846\u67b6\u5dee\u5f02\u3001\u9a71\u52a8\u51b2\u7a81\u3001\u6570\u636e\u642c\u8fd0\u5168\u90e8\u5c01\u88c5\u5230\u540e\u53f0\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u4e13\u6ce8\u7b97\u6cd5\u672c\u8eab\u3002<\/p>\n<p>\u73b0\u5728\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u6ce8\u518c\u8d26\u53f7\uff0c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c0 \u6210\u672c\u8dd1\u901a ResNet50\u3001ChatGLM-6B\u3001Stable Diffusion \u7b49\u70ed\u95e8 <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a>\u3002\u65e0\u8bba\u4f60\u662f\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u72ec\u7acb\u5f00\u53d1\u8005\uff0c\u8fd8\u662f\u51c6\u5907\u5546\u7528\u7684\u521d\u521b\u56e2\u961f\uff0c\u90fd\u80fd\u5728\u8fd9\u91cc\u627e\u5230\u6700\u5177\u6027\u4ef7\u6bd4\u7684\u7b97\u529b\u65b9\u6848\u3002\u56fd\u4ea7\u66ff\u4ee3\uff0c\u4e0d\u518d\u662f\u4e00\u53e5\u53e3\u53f7\uff0c\u800c\u662f\u4eca\u5929\u5c31\u80fd\u201c\u4e00\u952e\u5207\u6362\u201d\u7684\u843d\u5730\u9009\u62e9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u5982\u679c\u4eca\u5929\u8fd8\u628a\u82f1\u4f1f\u8fbe\u5f53\u4f5c\u552f\u4e00\u9009\u9879\uff0c\u660e\u5929\u5c31\u53ef\u80fd\u88ab\u4f9b\u5e94\u94fe\u5361\u8116\u5b50\u3002&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2757,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2758","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":155,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2758","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=2758"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2758\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2757"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2758"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2758"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}