{"id":2130,"date":"2026-02-27T14:20:09","date_gmt":"2026-02-27T06:20:09","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2130"},"modified":"2026-02-27T14:20:09","modified_gmt":"2026-02-27T06:20:09","slug":"%e5%ad%a6%e7%94%9f%e5%85%9a-%e7%a7%91%e7%a0%94%e7%8b%97%e4%b9%9f%e8%83%bd%e7%8e%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%95%99%e8%82%b2%e8%b5%9e%e5%8a%a9%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2130","title":{"rendered":"\u5b66\u751f\u515a\/\u79d1\u7814\u72d7\u4e5f\u80fd\u73a9\u5927\u6a21\u578b\uff1f\u661f\u5b87\u667a\u7b97\u6559\u80b2\u8d5e\u52a9\u8ba1\u5212\u9001500\u5143GPU\u5238"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772173208_db8e86.png\" alt=\"\u5b66\u751f\u515a\/\u79d1\u7814\u72d7\u4e5f\u80fd\u73a9\u5927\u6a21\u578b\uff1f\u661f\u5b87\u667a\u7b97\u6559\u80b2\u8d5e\u52a9\u8ba1\u5212\u9001500\u5143GPU\u5238\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cMeta \u521a\u5f00\u6e90 Llama-3\uff0c\u5b9e\u9a8c\u5ba4\u7684 8 \u5f20 V100 \u5c31\u88ab\u9884\u7ea6\u5230\u4e09\u5468\u4ee5\u540e\uff1bCVPR \u622a\u7a3f\u5012\u8ba1\u65f6 7 \u5929\uff0c\u5b66\u5f1f\u8fd8\u5728\u8e72 Slack \u7b49 GPU \u7a7a\u95f2\u901a\u77e5\u3002\u201d<br \/>\n\u2014\u2014 \u8fd9\u662f 2024 \u5e74\u6625\u5b63\u5b66\u671f\uff0c\u56fd\u5185\u67d0 985 \u9ad8\u6821 AI \u5b9e\u9a8c\u5ba4\u7684\u65e5\u5e38\u7fa4\u804a\u7f29\u5f71\u3002\u9ad8\u6821\u7b97\u529b\u7f3a\u53e3\u5e76\u975e\u65b0\u95fb\uff0c\u53ef\u5f53\u201c\u6392\u961f &gt;14 \u5929\u201d\u6210\u4e3a\u5e38\u6001\uff0c\u518d\u786c\u6838\u7684\u79d1\u7814 idea \u4e5f\u4f1a\u88ab DDL \u649e\u5f97\u7c89\u788e\u3002<\/p>\n<\/blockquote>\n<p>\u5982\u679c\u4f60\u6b63\u88ab\u300c\u8bba\u6587 deadline + \u5f00\u6e90\u5927\u6a21\u578b\u300d\u53cc\u91cd\u5939\u51fb\uff0c\u4e0b\u9762\u8fd9\u6761\u4fe1\u606f\u6216\u8bb8\u80fd\u6551\u6025\uff1a<br \/>\n<strong>\u661f\u5b87\u667a\u7b97\u6559\u80b2\u8d5e\u52a9\u8ba1\u5212<\/strong> \u4eca\u65e5\u4e0a\u7ebf\uff0c\u51e1\u6301\u6709 <code>.edu.cn<\/code> \u6559\u80b2\u90ae\u7bb1\u7684\u5e08\u751f\uff0c\u6ce8\u518c\u5373\u9886 500 \u5143 GPU \u4ee3\u91d1\u5238\uff0c\u53ef\u5151\u6362 <strong>RTX 4090 GPU\u4e91\u4e3b\u673a 300+ \u5c0f\u65f6<\/strong> \u6216 <strong>A100 40G 80 \u5c0f\u65f6<\/strong>\uff0c\u652f\u6301 PyTorch\u3001Transformers\u3001DeepSpeed \u7b49\u4e3b\u6d41\u6846\u67b6\u4e00\u952e\u8c03\u7528\u3002\u6362\u8a00\u4e4b\uff0c\u4f60\u4e0d\u518d\u9700\u8981\u534a\u591c\u5237\u811a\u672c\u62a2\u7b97\u529b\uff0c\u4e5f\u4e0d\u5fc5\u628a\u751f\u6d3b\u8d39\u6295\u8fdb\u5929\u4ef7\u663e\u5361\u2014\u2014<a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u50cf\u70b9\u5916\u5356\u4e00\u6837\u7b80\u5355\u3002<\/p>\n<hr \/>\n<h3>\u75db\u70b9\uff1a\u9ad8\u6821 GPU \u6392\u961f &gt;2 \u5468\uff0c\u8bba\u6587 DDL \u903c\u8fd1<\/h3>\n<p>\u6839\u636e\u300a\u4e2d\u56fd\u9ad8\u6821 AI \u7b97\u529b\u767d\u76ae\u4e66\uff082023\uff09\u300b\uff0c\u8d85\u8fc7 72% \u7684\u7814\u7a76\u751f\u8868\u793a\u201c\u6821\u5185 GPU \u8d44\u6e90\u7d27\u5f20\u201d\u662f\u963b\u788d\u5b9e\u9a8c\u8fdb\u5ea6\u7684\u9996\u8981\u539f\u56e0\u3002\u4ee5\u67d0\u5934\u90e8\u9ad8\u6821\u4e3a\u4f8b\uff0c8 \u5361 A100 \u96c6\u7fa4\u5171 64 \u5f20\u5361\uff0c\u5374\u9700\u670d\u52a1 31 \u4e2a\u8bfe\u9898\u7ec4\u3001900+ \u540d\u5b66\u751f\uff0c\u5e73\u5747\u6392\u961f\u65f6\u957f 16.4 \u5929\u3002\u7b49\u5230\u6392\u4e0a\u961f\uff0c\u5f80\u5f80\u79bb\u4f1a\u8bae\u622a\u7a3f\u53ea\u5269 48 \u5c0f\u65f6\uff0c\u80fd\u505a\u7684\u53ea\u5269\u201c\u7384\u5b66\u8c03\u53c2\u201d\u3002<br \/>\n\u66f4\u5c34\u5c2c\u7684\u662f\uff0c\u4e3b\u6d41\u4e91\u5382\u5546\u867d\u63d0\u4f9b\u6309\u91cf\u8ba1\u8d39\uff0c\u4f46\u5b66\u751f\u8d26\u53f7\u5f80\u5f80\u56e0\u201c\u4f59\u989d\u4e0d\u8db3 100 \u5143\u201d\u88ab\u5f3a\u5236\u5173\u673a\uff0c\u5b9e\u9a8c\u65ad\u70b9\u96be\u4ee5\u6062\u590d\uff1b\u800c\u957f\u79df\u7269\u7406\u670d\u52a1\u5668\u53c8\u9700\u4e00\u6b21\u6027\u652f\u4ed8\u4e07\u5143\u62bc\u91d1\uff0c\u5bf9\u201c\u79d1\u7814\u72d7\u201d\u6765\u8bf4\u65e0\u5f02\u4e8e\u5929\u6587\u6570\u5b57\u3002<\/p>\n<hr \/>\n<h3>\u661f\u5b87\u667a\u7b97\u6559\u80b2\u8ba1\u5212\uff1aedu \u90ae\u7bb1\u6ce8\u518c\u7acb\u9886 500 \u5143\u5238<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u56e2\u961f\u7531\u524d\u963f\u91cc\u4e91 P9 \u67b6\u6784\u5e08\u3001NVIDIA DLI \u8ba4\u8bc1\u8bb2\u5e08\u8054\u5408\u521b\u7acb\uff0c\u5e73\u53f0\u5df2\u805a\u5408 3000+ \u5f20 RTX 4090 \/ A100 \/ H100 \u663e\u5361\uff0c\u8282\u70b9\u95f4 200Gbps InfiniBand \u4e92\u8054\uff0c\u5355\u673a\u5185 NVLink \u63d0\u901f 600 GB\/s\u3002\u9762\u5411\u6559\u80b2\u7528\u6237\uff0c\u5e73\u53f0\u63a8\u51fa\u300c0 \u95e8\u69db\u8d5e\u52a9\u300d\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6743\u76ca<\/th>\n<th>\u6570\u91cf<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GPU \u4ee3\u91d1\u5238<\/td>\n<td>500 \u5143<\/td>\n<td>\u6ce8\u518c\u5b8c\u5238\u76f4\u5145\u8d26\u6237\uff0c\u65e0\u6d88\u8d39\u95e8\u69db<\/td>\n<\/tr>\n<tr>\n<td>\u4f53\u9a8c\u91d1<\/td>\n<td>10 \u5143<\/td>\n<td>\u65b0\u7528\u6237\u989d\u5916\u9001\uff0c\u53ef\u8dd1 4090 6 \u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u96c6\u6d41\u91cf<\/td>\n<td>\u514d\u8d39<\/td>\n<td>\u5e73\u53f0\u5185 COCO\u3001ImageNet\u3001Common Voice \u5df2\u6302\u8f7d\uff0c\u4e0b\u8f7d\u6d41\u91cf 0 \u5143<\/td>\n<\/tr>\n<tr>\n<td>\u955c\u50cf\u5e02\u573a<\/td>\n<td>120+<\/td>\n<td>LLaMA-Factory\u3001ChatGLM-6B\u3001Stable Diffusion WebUI \u4e00\u952e\u542f\u52a8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6362\u7b97\u4e0b\u6765\uff0c<strong>500 \u5143\u5238 \u2248 RTX 4090 \u8dd1 300 \u5c0f\u65f6 \u2248 \u628a 7B \u6a21\u578b\u5168\u91cf\u5fae\u8c03 5 \u6b21<\/strong>\uff1b\u82e5\u6539\u7528 A100 40G\uff0c\u4e5f\u80fd\u4e00\u53e3\u6c14\u8dd1 80 \u5c0f\u65f6\uff0c\u8db3\u4ee5\u5b8c\u6210 ACL \u5b9e\u9a8c\u8981\u6c42\u7684 4 \u7ec4\u5bf9\u6bd4\u6a21\u578b\u3002<br \/>\n\u66f4\u5173\u952e\u7684\u662f\uff0c\u661f\u5b87\u667a\u7b97\u91c7\u7528\u300c\u6309\u5206\u949f\u8ba1\u8d39\u3001\u5173\u673a\u5373\u505c\u8d39\u300d\u6a21\u5f0f\uff0c\u5b9e\u9a8c\u4e2d\u65ad\u4e0d\u518d\u201c\u70e7\u94b1\u201d\uff1b\u914d\u5408 20G \u514d\u8d39\u6301\u4e45\u5316\u4e91\u76d8\uff0ccheckpoint \u81ea\u52a8\u4fdd\u5b58\uff0c\u4e0b\u6b21\u5f00\u673a\u79d2\u7ea7\u6062\u590d\uff0c\u5f7b\u5e95\u544a\u522b\u201c\u4ece\u5934\u518d\u6765\u201d\u3002<\/p>\n<hr \/>\n<h3>\u6559\u7a0b\uff1a3 \u6b65\u5b8c\u6210 LLaMA-Factory \u5fae\u8c03<\/h3>\n<p>\u4e0b\u9762\u7528 5 \u5206\u949f\u6f14\u793a\u5982\u4f55\u501f\u52a9 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u590d\u73b0\u5f00\u6e90\u9879\u76ee LLaMA-Factory\uff0c\u8ba9 7B \u6a21\u578b\u5728\u4e2d\u6587\u6307\u4ee4\u96c6\u4e0a\u201c\u542c\u61c2\u201d\u4f60\u7684\u9700\u6c42\u3002<\/p>\n<p><strong>Step 0 \u6ce8\u518c &amp; \u9886\u5238<\/strong><br \/>\n\u8bbf\u95ee\u5b98\u7f51 \u2192 \u9009\u62e9\u300c\u6559\u80b2\u7528\u6237\u300d\u2192 \u586b\u5165 <code>.edu.cn<\/code> \u90ae\u7bb1 \u2192 \u9a8c\u8bc1\u7801\u901a\u8fc7\u540e 500 \u5143\u4ee3\u91d1\u5238\u5373\u65f6\u5230\u8d26\u3002<\/p>\n<p><strong>Step 1 \u4e00\u952e\u955c\u50cf\uff0c30 \u79d2\u542f\u52a8<\/strong><br \/>\n\u63a7\u5236\u53f0\u70b9\u51fb\u300cAI \u5e94\u7528\u300d\u2192 \u9009\u4e2d\u300cLLaMA-Factory PyTorch 2.1\u300d\u955c\u50cf \u2192 \u5b9e\u4f8b\u89c4\u683c\u9009 RTX 409 24G \u2192 \u7cfb\u7edf\u81ea\u52a8\u6302\u8f7d\u516c\u5171\u6570\u636e\u96c6 <code>\/datasets\/zh_instruction_520k<\/code> \u2192 \u70b9\u51fb\u300c\u7acb\u5373\u521b\u5efa\u300d\u3002<br \/>\n30 \u79d2\u540e SSH \u81ea\u52a8\u5206\u914d\uff0c\u7ec8\u7aef\u663e\u793a <code>root@instance-lla:~#<\/code>\uff0c\u610f\u5473\u7740 4090 \u5df2\u5c31\u7eea\u3002<\/p>\n<p><strong>Step 2 \u5355\u5361\u5fae\u8c03\uff0c\u547d\u4ee4\u4ec5 3 \u884c<\/strong>  <\/p>\n<pre><code class=\"language-bash\">cd \/app\/LLaMA-Factory\npip install -e .\nllamafactory-cli train examples\/lora-7b-sft.yaml\n<\/code><\/pre>\n<p>\u5176\u4e2d yaml \u5df2\u9884\u7f6e LoRA \u53c2\u6570\uff1arank=64\u3001alpha=128\u3001batch=4\u3001lr=2e-4\u3002\u5e73\u53f0\u5b9e\u6d4b 1.2 \u4e07\u6761\u4e2d\u6587\u6307\u4ee4\uff0c<strong>1.8 \u5c0f\u65f6<\/strong> \u5b8c\u6210 3 \u4e2a epoch\uff0c\u663e\u5b58\u5360\u7528 20.1G\uff0c\u5355\u5361 4090 \u5229\u7528\u7387\u7a33\u5b9a\u5728 97%\u3002<\/p>\n<p><strong>Step 3 \u5bfc\u51fa &amp; \u63a8\u7406<\/strong><br \/>\n\u8bad\u7ec3\u7ed3\u675f\u81ea\u52a8\u4fdd\u5b58 <code>adapter_model.bin<\/code> \u81f3 <code>\/workspace\/<\/code>\uff1b\u6267\u884c  <\/p>\n<pre><code class=\"language-bash\">llamafactory-cli export .\/merged --checkpoint_dir \/workspace\/llama7b-lora\n<\/code><\/pre>\n<p>\u5373\u53ef\u5408\u5e76\u6743\u91cd\uff0c\u968f\u540e\u7528 Gradio \u542f\u52a8\u7f51\u9875 Demo\uff0c\u628a\u94fe\u63a5\u4e22\u7ed9\u5bfc\u5e08\u5c31\u80fd\u8fdc\u7a0b\u4f53\u9a8c\u6548\u679c\u3002<br \/>\n\u6574\u5957\u6d41\u7a0b\u4ece\u5f00\u673a\u5230\u4ea7\u51fa\u53ef\u6f14\u793a\u6a21\u578b\uff0c<strong>\u5168\u7a0b &lt; 3 \u5c0f\u65f6<\/strong>\uff0c\u82b1\u8d39\u4ec5 4.5 \u5143\uff08\u6309 4090 0.015 \u5143\/\u5206\u949f\u8ba1\uff09\u3002<\/p>\n<hr \/>\n<h3>\u6570\u636e\u96c6\uff1aCOCO\u3001GLUE\u3001Common Voice \u514d\u4e0b\u8f7d\u76f4\u6302<\/h3>\n<p>\u9664\u4e86\u7b97\u529b\uff0c\u661f\u5b87\u667a\u7b97\u628a\u201c\u6570\u636e\u4e0b\u8f7d\u201d\u8fd9\u4e00\u8017\u65f6\u9ed1\u6d1e\u4e5f\u6253\u5305\u89e3\u51b3\u3002\u5e73\u53f0\u516c\u5171\u6570\u636e\u96c6\u6c60\u5df2\u9884\u7f6e\uff1a<\/p>\n<ul>\n<li>CV\uff1aCOCO 2017\u3001Object 365\u3001Open Images V6  <\/li>\n<li>NLP\uff1aGLUE\u3001SuperGLUE\u3001CLUE\u3001zh-wiki-2023  <\/li>\n<li>Audio\uff1aCommon Voice 11.0\u3001LibriSpeech  <\/li>\n<\/ul>\n<p>\u521b\u5efa\u5b9e\u4f8b\u65f6\u52fe\u9009\u201c\u6302\u8f7d\u516c\u5171\u6570\u636e\u96c6\u201d\uff0c\u7cfb\u7edf\u4ee5\u53ea\u8bfb\u65b9\u5f0f\u6620\u5c04\u81f3 <code>\/datasets\/<\/code>\uff0c\u8bfb\u53d6\u901f\u5ea6 2 GB\/s\uff0c\u76f8\u5f53\u4e8e\u672c\u5730 NVMe\uff0c\u65e0\u9700\u5360\u7528\u4e2a\u4eba\u4e91\u76d8\u5bb9\u91cf\uff0c\u4e5f\u7701\u6389\u6570\u5341 GB \u6d41\u91cf\u8d39\u3002<br \/>\n\u5bf9\u4e8e\u9700\u8981\u79c1\u6709\u6570\u636e\u7684\u540c\u5b66\uff0c\u5e73\u53f0\u63d0\u4f9b 20 GB \u514d\u8d39\u4e91\u76d8\uff0c\u53ef\u4e0a\u4f20 zip \u540e\u4f7f\u7528 <code>azcopy<\/code> \u5de5\u5177\u79d2\u7ea7\u89e3\u538b\uff0c\u5b8c\u5168\u517c\u5bb9 HDFS \u534f\u8bae\uff0c\u652f\u6301\u591a\u5b9e\u4f8b\u5171\u4eab\uff0c\u5408\u4f5c\u8005\u4e4b\u95f4\u65e0\u9700\u91cd\u590d\u4f20\u6570\u636e\u3002<\/p>\n<hr \/>\n<h3>\u6210\u679c\uff1a50+ \u9ad8\u6821\u56e2\u961f\u5df2\u7528\u661f\u5b87\u667a\u7b97\u593a\u724c<\/h3>\n<p>\u81ea 2023 \u5e74 10 \u6708\u6559\u80b2\u8d5e\u52a9\u8ba1\u5212\u5185\u6d4b\u4ee5\u6765\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u652f\u6301 50 \u4f59\u6240\u9ad8\u6821\u3001200+ \u5b66\u751f\u56e2\u961f\uff0c\u5728\u591a\u9879\u8d5b\u4e8b\u4e0e\u9876\u4f1a\u4e2d\u53d6\u5f97\u7a81\u7834\uff1a<\/p>\n<ul>\n<li>Kaggle LLM Science Exam\uff1a\u5317\u5927\u201cPKU-LOL\u201d\u961f\u4f7f\u7528 8\u00d7A100 40G\uff0c\u4e09\u5929\u8bad\u7ec3 13B 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