{"id":2577,"date":"2026-03-05T09:40:27","date_gmt":"2026-03-05T01:40:27","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=2577"},"modified":"2026-03-05T09:40:28","modified_gmt":"2026-03-05T01:40:28","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e5%ae%9e%e6%88%98%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e9%87%8f%e5%8c%96%e3%80%81%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2577","title":{"rendered":"\u5927\u6a21\u578b\u90e8\u7f72\u5b9e\u6218\uff1a\u661f\u5b87\u667a\u7b97\u624b\u628a\u624b\u6559\u4f60\u91cf\u5316\u3001\u63a8\u7406\u3001\u8c03\u4f18\uff08\u9644EEAAP\u8bc4\u4f30\uff09"},"content":{"rendered":"\n<p>\u5f53\u4f60\u5174\u81f4\u52c3\u52c3\u5730\u60f3\u90e8\u7f72\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u662f\u4e0d\u662f\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ddf\u7740\u7f51\u4e0a\u7684\u6559\u7a0b\u4e00\u6b65\u6b65\u505a\uff0c\u7ed3\u679c\u5361\u5728\u73af\u5883\u914d\u7f6e\u4e0a\u4e09\u5929\u90fd\u8dd1\u4e0d\u8d77\u6765<\/li>\n\n\n\n<li>\u597d\u4e0d\u5bb9\u6613\u628a\u6a21\u578b\u8dd1\u8d77\u6765\u4e86\uff0c\u63a8\u7406\u901f\u5ea6\u6162\u5f97\u8ba9\u4eba\u6000\u7591\u4eba\u751f<\/li>\n\n\n\n<li>\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u540e\uff0c\u663e\u5b58\u7206\u4e86\u3001\u5ef6\u8fdf\u9ad8\u4e86\u3001\u6210\u672c\u5931\u63a7\u4e86<\/li>\n<\/ul>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97<\/strong>\u7684\u6280\u672f\u56e2\u961f\u670d\u52a1\u8fc7\u4e0a\u767e\u5bb6\u4f01\u4e1a\u5ba2\u6237\u540e\u53d1\u73b0\uff1a<strong>\u5927\u6a21\u578b\u90e8\u7f72\u4e0d\u662f\u201c\u8dd1\u8d77\u6765\u5c31\u884c\u201d\uff0c\u800c\u662f\u201c\u8dd1\u5f97\u7a33\u3001\u8dd1\u5f97\u5feb\u3001\u8dd1\u5f97\u7701\u201d\u7684\u7cfb\u7edf\u5de5\u7a0b\u3002<\/strong> \u4eca\u5929\uff0c\u6211\u4eec\u5c31\u7528\u4e00\u7bc7\u6587\u7ae0\uff0c\u628a\u8fd9\u4ef6\u4e8b\u8bb2\u900f\u2014\u2014\u4e0d\u4ec5\u544a\u8bc9\u4f60\u201c\u600e\u4e48\u90e8\u7f72\u201d\uff0c\u66f4\u544a\u8bc9\u4f60\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u90e8\u7f72\u201d\uff0c\u4ee5\u53ca\u201c\u90e8\u7f72\u5b8c\u4e86\u600e\u4e48\u529e\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/84335c56-add8-4a4c-a3d4-482da4166697.png\" alt=\"\" class=\"wp-image-2578\" srcset=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/84335c56-add8-4a4c-a3d4-482da4166697.png 1024w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/84335c56-add8-4a4c-a3d4-482da4166697-300x300.png 300w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/84335c56-add8-4a4c-a3d4-482da4166697-150x150.png 150w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/84335c56-add8-4a4c-a3d4-482da4166697-768x768.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u91cd\u65b0\u5b9a\u4e49\u5927\u6a21\u578b\u90e8\u7f72\uff1a\u4e0d\u662f\u201c\u8dd1\u901a\u4ee3\u7801\u201d\uff0c\u662f\u201c\u6784\u5efa\u751f\u4ea7\u7ea7\u670d\u52a1\u201d<\/h2>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97\u9996\u5148\u8981\u5e2e\u4f60\u5efa\u7acb\u4e00\u4e2a\u5168\u65b0\u7684\u8ba4\u77e5\uff1a\u5927\u6a21\u578b\u90e8\u7f72\u4e0d\u662f\u628a\u6a21\u578b\u4e0b\u8f7d\u4e0b\u6765\u3001\u5199\u51e0\u884c\u4ee3\u7801\u8ba9\u5b83\u80fd\u5bf9\u8bdd\u5c31\u5b8c\u4e8b\u4e86\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u4e3a\u4ec0\u4e48\u201c\u80fd\u8dd1\u8d77\u6765\u201d\u4e0d\u7b49\u4e8e\u201c\u80fd\u4e0a\u7ebf\u201d\uff1f<\/h3>\n\n\n\n<p>\u5f88\u591a\u521d\u5b66\u8005\u4ee5\u4e3a\u90e8\u7f72\u6210\u529f\u4e86\uff0c\u56e0\u4e3a\u80fd\u5728Jupyter\u91cc\u8c03\u901aAPI\u3002\u4f46\u751f\u4ea7\u73af\u5883\u7684\u6b8b\u9177\u73b0\u5b9e\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e76\u53d1\u4e00\u4e0a\u6765\uff0c\u5ef6\u8fdf\u76f4\u63a5\u5d29\u4e86<\/strong><\/li>\n\n\n\n<li><strong>\u663e\u5b58\u7ba1\u7406\u4e0d\u5f53\uff0c\u8dd1\u7740\u8dd1\u7740OOM\u4e86<\/strong><\/li>\n\n\n\n<li><strong>\u6210\u672c\u6ca1\u7b97\u6e05\u695a\uff0c\u4e00\u4e2a\u6708\u8d26\u5355\u5413\u6b7b\u4eba<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u6839\u636e\u884c\u4e1a\u6570\u636e\uff0c78%\u7684LLM\u9879\u76ee\u5728POC\u9636\u6bb5\u540e\u5931\u8d25\uff0c\u6838\u5fc3\u75db\u70b9\u5728\u4e8e\u201c\u6280\u672f\u9a8c\u8bc1\u901a\u8fc7\uff0c\u5de5\u7a0b\u5316\u843d\u5730\u8e29\u5751\u201d<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97\u7684\u89c6\u89d2\uff1a<\/strong> \u5927\u6a21\u578b\u90e8\u7f72=\u6a21\u578b\u538b\u7f29+\u63a8\u7406\u4f18\u5316+\u670d\u52a1\u5316\u5c01\u88c5+\u76d1\u63a7\u8fd0\u7ef4\u7684\u56db\u4f4d\u4e00\u4f53\u3002\u4efb\u4f55\u4e00\u73af\u6709\u77ed\u677f\uff0c\u90fd\u53ef\u80fd\u5bfc\u81f4\u9879\u76ee\u7ffb\u8f66\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u90e8\u7f72\u524d\u5fc5\u987b\u660e\u786e\u7684\u4e09\u4e2a\u95ee\u9898<\/h3>\n\n\n\n<p>\u5728\u5f00\u59cb\u52a8\u624b\u4e4b\u524d\uff0c\u5148\u95ee\u81ea\u5df1\u4e09\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u95ee\u9898<\/th><th>\u542b\u4e49<\/th><th><strong>\u661f\u5b87\u667a\u7b97\u63d0\u9192<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u8dd1\u4ec0\u4e48\u6a21\u578b\uff1f<\/td><td>7B\u300113B\u8fd8\u662f70B\uff1f\u901a\u7528\u6a21\u578b\u8fd8\u662f\u9886\u57df\u5fae\u8c03\u6a21\u578b\uff1f<\/td><td>\u53c2\u6570\u91cf\u51b3\u5b9a\u786c\u4ef6\u95e8\u69db\uff0c\u522b\u4e00\u5f00\u59cb\u5c31\u6311\u6218\u5343\u4ebf\u6a21\u578b<\/td><\/tr><tr><td>\u7ed9\u8c01\u7528\uff1f<\/td><td>\u4e2a\u4eba\u5b9e\u9a8c\u3001\u5185\u90e8\u56e2\u961f\u3001\u8fd8\u662f\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\uff1f<\/td><td>\u5e76\u53d1\u91cf\u51b3\u5b9a\u67b6\u6784\u8bbe\u8ba1\uff0c\u4e2a\u4eba\u7528\u548c\u767e\u4e07\u5e76\u53d1\u5b8c\u5168\u662f\u4e24\u7801\u4e8b<\/td><\/tr><tr><td>\u9884\u7b97\u591a\u5c11\uff1f<\/td><td>\u786c\u4ef6\u91c7\u8d2d\u6210\u672c\u3001\u4e91\u670d\u52a1\u8d39\u7528\u3001\u8fd0\u7ef4\u4eba\u529b<\/td><td>\u7b97\u6e05\u695aROI\uff0c\u522b\u8ba9\u6a21\u578b\u6210\u4e86\u6210\u672c\u9ed1\u6d1e<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u5927\u6a21\u578b\u90e8\u7f72\u5168\u6d41\u7a0b\uff1a\u4ece\u9009\u578b\u5230\u4e0a\u7ebf\uff0c\u6b65\u6b65\u4e3a\u8425<\/h2>\n\n\n\n<p><strong>\u4e3a\u4e86\u8ba9\u8fd9\u7bc7\u6587\u7ae0\u66f4\u6709\u201c\u53ef\u63d0\u53d6\u4ef7\u503c\u201d\uff0c\u6211\u4eec\u628a\u5927\u6a21\u578b\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u62c6\u89e3\u62105\u4e2a\u53ef\u64cd\u4f5c\u7684\u6b65\u9aa4\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u6309\u8fd9\u4e2a\u6e05\u5355\u6267\u884c\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u7b2c\u4e00\u6b65\uff1a\u6a21\u578b\u9009\u578b\u2014\u2014\u522b\u88ab\u201c\u8d8a\u5927\u8d8a\u597d\u201d\u9a97\u4e86<\/h3>\n\n\n\n<p>\u5f88\u591a\u4eba\u4e00\u4e0a\u6765\u5c31\u60f3\u8dd1\u5343\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u7ed3\u679c\u786c\u4ef6\u6210\u672c\u76f4\u63a5\u529d\u9000\u3002<strong>\u661f\u5b87\u667a\u7b97\u7684\u5efa\u8bae\u662f\uff1a\u591f\u7528\u5c31\u597d\u3002<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6309\u573a\u666f\u9009\u6a21\u578b\u7684\u9ec4\u91d1\u6cd5\u5219<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u573a\u666f<\/th><th>\u63a8\u8350\u53c2\u6570\u91cf<\/th><th>\u786c\u4ef6\u8981\u6c42<\/th><th>\u4ee3\u8868\u6a21\u578b<\/th><\/tr><\/thead><tbody><tr><td>\u4e2a\u4eba\u5b66\u4e60\/\u5b9e\u9a8c<\/td><td>7B-13B<\/td><td>\u6d88\u8d39\u7ea7\u663e\u5361\uff08RTX 4090 24GB\uff09<\/td><td>Llama 3-8B\u3001Qwen2.5-7B<\/td><\/tr><tr><td>\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5e93<\/td><td>13B-32B<\/td><td>\u5355\u5361A100 40GB \u6216 \u53cc\u5361<\/td><td>Llama 3-70B\uff08\u91cf\u5316\uff09\u3001Qwen3-32B<\/td><\/tr><tr><td>\u667a\u80fd\u5ba2\u670d\/\u52a9\u624b<\/td><td>32B-70B<\/td><td>\u591a\u5361A100\/H100<\/td><td>Qwen3-72B\u3001Llama 3-70B<\/td><\/tr><tr><td>\u4e13\u4e1a\u9886\u57df\u5fae\u8c03<\/td><td>7B-32B\uff08\u5fae\u8c03\u540e\uff09<\/td><td>\u89c6\u53c2\u6570\u91cf\u800c\u5b9a<\/td><td>\u57fa\u5ea7\u6a21\u578b+LoRA\u5fae\u8c03<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u6570\u636e\u8bf4\u8bdd\uff1a<\/strong> \u6211\u4eec\u5728\u91d1\u878d\u98ce\u63a7\u6d4b\u8bd5\u4e2d\u53d1\u73b0\uff0cLlama 2-70B\u5728\u6b3a\u8bc8\u68c0\u6d4b\u4efb\u52a1\u4e0a\u4ec5\u6bd413B\u7248\u672c\u9ad81.2%\u51c6\u786e\u7387\uff0c\u4f46\u63a8\u7406\u901f\u5ea6\u61624.7\u500d<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u662f\u5426\u9700\u8981\u5fae\u8c03\uff1f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u901a\u7528\u5bf9\u8bdd\u573a\u666f<\/strong>\uff1a\u76f4\u63a5\u4f7f\u7528\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff0c\u65e0\u9700\u5fae\u8c03<\/li>\n\n\n\n<li><strong>\u5782\u76f4\u9886\u57df\uff08\u533b\u7597\/\u91d1\u878d\/\u6cd5\u5f8b\uff09<\/strong>\uff1a\u63a8\u8350\u5728\u57fa\u5ea7\u6a21\u578b\u4e0a\u8fdb\u884cLoRA\u5fae\u8c03\uff0c\u6210\u672c\u4f4e\u6548\u679c\u597d<\/li>\n\n\n\n<li><strong>\u7279\u6709\u683c\u5f0f\/\u672f\u8bed<\/strong>\uff1a\u5fc5\u987b\u5fae\u8c03\uff0c\u5426\u5219\u4e13\u4e1a\u672f\u8bed\u8bc6\u522b\u7387\u4f1a\u66b4\u8dcc<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u7b2c\u4e8c\u6b65\uff1a\u786c\u4ef6\u8bc4\u4f30\u2014\u2014\u7b97\u6e05\u695a\u4f60\u7684\u201c\u5e95\u724c\u201d<\/h3>\n\n\n\n<p>\u6a21\u578b\u9009\u597d\u4e86\uff0c\u63a5\u4e0b\u6765\u770b\u4f60\u7684\u786c\u4ef6\u80fd\u4e0d\u80fd\u8dd1\u8d77\u6765\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u663e\u5b58\u9700\u6c42\u901f\u7b97\u516c\u5f0f<\/h4>\n\n\n\n<p><strong>\u63a8\u7406\u573a\u666f\u663e\u5b58 \u2248 \u53c2\u6570\u91cf \u00d7 \u7cbe\u5ea6\u7cfb\u6570<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7cbe\u5ea6<\/th><th>\u6bcf10\u4ebf\u53c2\u6570\u663e\u5b58<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>FP32<\/td><td>4GB<\/td><td>\u51e0\u4e4e\u4e0d\u7528\uff0c\u592a\u8d39\u663e\u5b58<\/td><\/tr><tr><td>FP16\/BF16<\/td><td>2GB<\/td><td>\u8bad\u7ec3\u548c\u63a8\u7406\u5e38\u7528\uff0c\u7cbe\u5ea6\u635f\u5931\u5c0f<\/td><\/tr><tr><td>INT8<\/td><td>1GB<\/td><td>\u63a8\u7406\u5e38\u7528\uff0c\u7cbe\u5ea6\u635f\u5931\u53ef\u63a5\u53d7<\/td><\/tr><tr><td>INT4<\/td><td>0.5GB<\/td><td>\u6781\u81f4\u538b\u7f29\uff0c\u9002\u5408\u8d44\u6e90\u53d7\u9650\u573a\u666f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u4e3e\u4f8b\uff1a<\/strong> 70B\u6a21\u578b\u7528INT8\u91cf\u5316\uff0c\u9700\u8981\u7ea670\u00d71=70GB\u663e\u5b58\u3002\u4e00\u5f20A100 80GB\u521a\u597d\u591f<a href=\"https:\/\/wiki.smartbi.com.cn\/pages\/viewpage.action?pageId=136911749&amp;navigatingVersions=true\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae\u6e05\u5355<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u63a8\u8350\u914d\u7f6e<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>GPU<\/td><td>A100\/H100 80GB\uff08\u751f\u4ea7\u9996\u9009\uff09<\/td><td>\u5355\u5361\u53ef\u8dd170B INT8\uff0c\u53cc\u5361\u53ef\u8dd1\u66f4\u5927\u6a21\u578b<\/td><\/tr><tr><td>CPU<\/td><td>X86\u67b6\u6784\uff0c32\u6838\u4ee5\u4e0a<\/td><td>\u8d1f\u8d23\u6570\u636e\u9884\u5904\u7406\u548c\u8c03\u5ea6\uff0c\u522b\u8ba9GPU\u7b49\u6570\u636e<\/td><\/tr><tr><td>\u5185\u5b58<\/td><td>128GB-512GB<\/td><td>\u7ecf\u9a8c\u516c\u5f0f\uff1a\u5185\u5b58 \u2265 \u6240\u6709GPU\u663e\u5b58\u603b\u548c \u00d7 1.5<\/td><\/tr><tr><td>\u5b58\u50a8<\/td><td>NVMe SSD<\/td><td>\u8bad\u7ec3\u96c6\u5927\uff1f\u5fc5\u987b\u4e0aNVMe\uff0cSATA\u4f1a\u5361\u6b7b<\/td><\/tr><tr><td>\u7f51\u7edc<\/td><td>10GbE\u4ee5\u4e0a\uff0c\u591a\u5361\u8bad\u7ec3\u9700RDMA<\/td><td>\u591a\u673a\u5e76\u884c\u5fc5\u987b\u914d\u9ad8\u901f\u4e92\u8054<a href=\"https:\/\/wiki.smartbi.com.cn\/pages\/viewpage.action?pageId=136911749&amp;navigatingVersions=true\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/developer.baidu.com\/article\/detail.html?id=6073518\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u7b2c\u4e09\u6b65\uff1a\u73af\u5883\u51c6\u5907\u2014\u2014\u522b\u8ba9\u73af\u5883\u914d\u7f6e\u5361\u4f4f\u4f60<\/h3>\n\n\n\n<p>\u8fd9\u4e00\u6b65\u6700\u5bb9\u6613\u8e29\u5751\uff0c<strong>\u661f\u5b87\u667a\u7b97<\/strong>\u5e2e\u4f60\u6574\u7406\u4e86\u4e00\u4efd\u907f\u5751\u6e05\u5355\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u64cd\u4f5c\u7cfb\u7edf\u63a8\u8350<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9996\u9009<\/strong>\uff1aUbuntu 20.04\/22.04 LTS\uff0864\u4f4d\uff09<\/li>\n\n\n\n<li>\u5907\u9009\uff1aCentOS 7+\u3001KylinOS\uff08\u56fd\u4ea7\u5316\u9700\u6c42\uff09<a href=\"https:\/\/wiki.smartbi.com.cn\/pages\/viewpage.action?pageId=136911749&amp;navigatingVersions=true\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u9a71\u52a8\u4e0eCUDA\u5b89\u88c5<\/h4>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u68c0\u67e5GPU\u9a71\u52a8\nnvidia-smi\n\n# \u9a71\u52a8\u7248\u672c\u8981\u6c42\uff1a535.129.03+\n# CUDA\u7248\u672c\uff1a12.2+\uff08\u6839\u636e\u9a71\u52a8\u7248\u672c\u5339\u914d\uff09\n# cuDNN\uff1a\u5bf9\u5e94CUDA\u7248\u672c\u5b89\u88c5<\/pre>\n\n\n\n<p><strong>\u5e38\u89c1\u9519\u8bef\uff1a<\/strong> \u9a71\u52a8\u7248\u672c\u592a\u4f4e\uff0c\u5bfc\u81f4CUDA\u88c5\u4e0d\u4e0a\uff1b\u6216\u8005CUDA\u88c5\u5bf9\u4e86\uff0c\u4f46PyTorch\u7248\u672c\u4e0d\u5339\u914d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Docker\u73af\u5883\uff08\u5f3a\u70c8\u63a8\u8350\uff09<\/h4>\n\n\n\n<p>\u5bb9\u5668\u5316\u90e8\u7f72\u53ef\u4ee5\u8ba9\u4f60\u6446\u8131\u73af\u5883\u4f9d\u8d56\uff1a<\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u5b89\u88c5Docker\ncurl -fsSL https:\/\/get.docker.com | bash\n\n# \u5b89\u88c5NVIDIA Container Toolkit\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add -\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/$distribution\/nvidia-docker.list | sudo tee \/etc\/apt\/sources.list.d\/nvidia-docker.list\nsudo apt-get update &amp;&amp; sudo apt-get install -y nvidia-container-toolkit\nsudo systemctl restart docker\n\n# \u6d4b\u8bd5GPU\u5728\u5bb9\u5668\u4e2d\u662f\u5426\u53ef\u7528\ndocker run --rm --gpus all nvidia\/cuda:12.2.0-base-ubuntu20.04 nvidia-smi<\/pre>\n\n\n\n<p><strong>Docker\u7248\u672c\u8981\u6c42<\/strong>\uff1a19.03\u4ee5\u4e0a\uff0cNvidia-docker2\u8981\u6c422.13.0\u4ee5\u4e0a<a href=\"https:\/\/wiki.smartbi.com.cn\/pages\/viewpage.action?pageId=136911749&amp;navigatingVersions=true\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.4 \u7b2c\u56db\u6b65\uff1a\u6a21\u578b\u90e8\u7f72\u2014\u2014\u624b\u628a\u624b\u5b9e\u6218<\/h3>\n\n\n\n<p>\u6211\u4eec\u4ee5\u76ee\u524d\u6700\u6d41\u884c\u7684\u5f00\u6e90\u6a21\u578b<strong>Qwen3-8B<\/strong>\u4e3a\u4f8b\uff0c\u6f14\u793a\u5b8c\u6574\u7684\u90e8\u7f72\u6d41\u7a0b\u3002\u8fd9\u4e2a\u6d41\u7a0b\u540c\u6837\u9002\u7528\u4e8eLlama\u3001DeepSeek\u7b49\u5176\u4ed6\u6a21\u578b<a href=\"https:\/\/www.alibabacloud.com\/help\/zh\/pai\/user-guide\/deploy-an-llm\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u6848\u4e00\uff1a\u4f7f\u7528vLLM\u90e8\u7f72\uff08\u751f\u4ea7\u63a8\u8350\uff09<\/h4>\n\n\n\n<p>vLLM\u662f\u76ee\u524d\u6700\u6210\u719f\u7684\u63a8\u7406\u6846\u67b6\uff0c\u652f\u6301PagedAttention\u3001\u8fde\u7eed\u6279\u5904\u7406\u7b49\u4f18\u5316\uff0c\u541e\u5410\u91cf\u6bd4\u539f\u751fHuggingFace\u63d0\u534720\u500d<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5vLLM<\/strong><\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">pip install vllm<\/pre>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u542f\u52a8\u670d\u52a1<\/strong><\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u5355\u5361\u90e8\u7f72\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u4e0b\u8f7d\uff08\u9996\u6b21\u9700\u8054\u7f51\uff09\npython -m vllm.entrypoints.openai.api_server \\\n    --model Qwen\/Qwen3-8B \\\n    --tensor-parallel-size 1 \\\n    --dtype bfloat16 \\\n    --max-model-len 8192 \\\n    --gpu-memory-utilization 0.9 \\\n    --port 8000<\/pre>\n\n\n\n<p>\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>--tensor-parallel-size<\/code>\uff1aGPU\u6570\u91cf\uff0c\u591a\u5361\u65f6\u8bbe\u7f6e<\/li>\n\n\n\n<li><code>--dtype<\/code>\uff1abfloat16\u6df7\u5408\u7cbe\u5ea6\uff0c\u5e73\u8861\u901f\u5ea6\u548c\u7cbe\u5ea6<\/li>\n\n\n\n<li><code>--max-model-len<\/code>\uff1a\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6<\/li>\n\n\n\n<li><code>--gpu-memory-utilization<\/code>\uff1aGPU\u663e\u5b58\u5229\u7528\u7387\uff0c\u755910%\u4f59\u91cf\u907f\u514dOOM<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u6d4b\u8bd5\u670d\u52a1<\/strong><\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u53e6\u5f00\u4e00\u4e2a\u7ec8\u7aef\ncurl http:\/\/localhost:8000\/v1\/chat\/completions \\\n    -H \"Content-Type: application\/json\" \\\n    -d '{\n        \"model\": \"Qwen3-8B\",\n        \"messages\": [\n            {\"role\": \"user\", \"content\": \"\u4f60\u597d\uff0c\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u81ea\u5df1\"}\n        ],\n        \"max_tokens\": 512,\n        \"temperature\": 0.7\n    }'<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u6848\u4e8c\uff1a\u4f7f\u7528Docker\u4e00\u952e\u90e8\u7f72\uff08\u63a8\u8350\u7ed9\u4e0d\u60f3\u6298\u817e\u73af\u5883\u7684\u7528\u6237\uff09<\/h4>\n\n\n\n<p>\u963f\u91cc\u4e91PAI-EAS\u7b49\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e00\u952e\u90e8\u7f72\u65b9\u6848\uff0c\u90e8\u7f72\u8017\u65f6\u7ea65\u5206\u949f<a href=\"https:\/\/www.alibabacloud.com\/help\/zh\/pai\/user-guide\/deploy-an-llm\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u62c9\u53d6\u9884\u7f6e\u955c\u50cf\ndocker pull registry.cn-hangzhou.aliyuncs.com\/llm\/qwen3-8b:latest\n\n# \u8fd0\u884c\u5bb9\u5668\ndocker run --gpus all -p 8000:8000 \\\n    -e MODEL_NAME=Qwen3-8B \\\n    -e TENSOR_PARALLEL_SIZE=1 \\\n    registry.cn-hangzhou.aliyuncs.com\/llm\/qwen3-8b:latest<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u6848\u4e09\uff1a\u4f7f\u7528OpenAI SDK\u8c03\u7528\uff08\u6700\u4fbf\u6377\uff09<\/h4>\n\n\n\n<p>\u90e8\u7f72\u6210\u529f\u540e\uff0c\u4f60\u53ef\u4ee5\u50cf\u8c03\u7528OpenAI API\u4e00\u6837\u8c03\u7528\u81ea\u5df1\u7684\u6a21\u578b<a href=\"https:\/\/www.alibabacloud.com\/help\/zh\/pai\/user-guide\/deploy-an-llm\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.alibabacloud.com\/help\/en\/pai\/user-guide\/deploy-an-llm\/?spm=a3c0i.28967684.5804453540.19.4be73767Ui98W6\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p>\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from openai import OpenAI\n\n# \u914d\u7f6e\u5ba2\u6237\u7aef\nclient = OpenAI(\n    api_key=\"your-token-here\",  # \u5982\u679c\u6ca1\u8bbe\u9274\u6743\uff0c\u968f\u4fbf\u586b\n    base_url=\"http:\/\/localhost:8000\/v1\"\n)\n\n# \u53d1\u8d77\u5bf9\u8bdd\nstream = True\nchat_completion = client.chat.completions.create(\n    messages=[\n        {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u4e2a\u6709\u7528\u7684\u52a9\u624b\u3002\"},\n        {\"role\": \"user\", \"content\": \"\u5927\u6a21\u578b\u90e8\u7f72\u6709\u54ea\u4e9b\u8981\u70b9\uff1f\"}\n    ],\n    model=\"Qwen3-8B\",\n    top_p=0.8,\n    temperature=0.7,\n    max_tokens=1024,\n    stream=stream,\n)\n\nif stream:\n    for chunk in chat_completion:\n        print(chunk.choices[0].delta.content, end=\"\")\nelse:\n    result = chat_completion.choices[0].message.content\n    print(result)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.5 \u7b2c\u4e94\u6b65\uff1a\u6027\u80fd\u4f18\u5316\u2014\u2014\u8ba9\u6a21\u578b\u8dd1\u5f97\u66f4\u5feb\u66f4\u7701<\/h3>\n\n\n\n<p>\u6a21\u578b\u8dd1\u8d77\u6765\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u771f\u6b63\u8003\u9a8c\u529f\u529b\u7684\u662f\u4f18\u5316\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6a21\u578b\u538b\u7f29\u6280\u672f\uff08\u91cf\u5316\uff09<\/h4>\n\n\n\n<p>\u91cf\u5316\u662f\u51cf\u5c11\u663e\u5b58\u5360\u7528\u3001\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u6700\u6709\u6548\u7684\u624b\u6bb5<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from transformers import AutoModelForCausalLM, BitsAndBytesConfig\nimport torch\n\n# 4-bit\u91cf\u5316\u914d\u7f6e\nquant_config = BitsAndBytesConfig(\n    load_in_4bit=True,\n    bnb_4bit_quant_type=\"nf4\",  # NormalFloat4\u91cf\u5316\uff0c\u7cbe\u5ea6\u66f4\u9ad8\n    bnb_4bit_use_double_quant=True,  # \u53cc\u91cd\u91cf\u5316\u51cf\u5c11\u8bef\u5dee\n    bnb_4bit_compute_dtype=torch.bfloat16  # \u8ba1\u7b97\u65f6\u7528bfloat16\u4fdd\u6301\u7a33\u5b9a\n)\n\n# \u52a0\u8f7d\u91cf\u5316\u6a21\u578b\nmodel = AutoModelForCausalLM.from_pretrained(\n    \"meta-llama\/Llama-2-7b-chat-hf\",\n    quantization_config=quant_config,\n    device_map=\"auto\"\n)<\/pre>\n\n\n\n<p><strong>\u91cf\u5316\u6548\u679c\u5bf9\u6bd4<\/strong>\uff08\u4ee57B\u6a21\u578b\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7cbe\u5ea6<\/th><th>\u663e\u5b58\u5360\u7528<\/th><th>\u63a8\u7406\u901f\u5ea6<\/th><th>\u7cbe\u5ea6\u635f\u5931<\/th><\/tr><\/thead><tbody><tr><td>FP16<\/td><td>14GB<\/td><td>\u57fa\u51c6<\/td><td>0%<\/td><\/tr><tr><td>INT8<\/td><td>7GB<\/td><td>+30%<\/td><td>1-2%<\/td><\/tr><tr><td>INT4<\/td><td>3.8GB<\/td><td>+50%<\/td><td>3-5%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97\u63d0\u793a\uff1a<\/strong> \u91cf\u5316\u540e\u52a1\u5fc5\u5728\u4e1a\u52a1\u6570\u636e\u4e0a\u9a8c\u8bc1\u7cbe\u5ea6\uff0c\u91d1\u878d\/\u533b\u7597\u7b49\u573a\u666f\u9700\u8c28\u614e<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u7406\u6846\u67b6\u9009\u62e9\u5bf9\u6bd4<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6846\u67b6<\/th><th>\u4f18\u52bf<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>vLLM<\/td><td>PagedAttention\u3001\u8fde\u7eed\u6279\u5904\u7406\u3001\u541e\u5410\u91cf\u9ad8<\/td><td>\u9ad8\u5e76\u53d1\u751f\u4ea7\u73af\u5883<\/td><\/tr><tr><td>TensorRT-LLM<\/td><td>NVIDIA\u5b98\u65b9\u4f18\u5316\uff0c\u6781\u81f4\u6027\u80fd<\/td><td>\u5bf9\u5ef6\u8fdf\u6781\u5ea6\u654f\u611f\u7684\u573a\u666f<\/td><\/tr><tr><td>Text Generation Inference<\/td><td>HuggingFace\u5b98\u65b9\uff0c\u529f\u80fd\u5168\u9762<\/td><td>\u5feb\u901f\u4e0a\u624b\uff0c\u529f\u80fd\u4e30\u5bcc<\/td><\/tr><tr><td>llama.cpp<\/td><td>\u652f\u6301CPU\u63a8\u7406\uff0c\u8f7b\u91cf\u7ea7<\/td><td>\u8fb9\u7f18\u8bbe\u5907\u3001\u8d44\u6e90\u53d7\u9650\u573a\u666f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5173\u952e\u4f18\u5316\u53c2\u6570<\/h4>\n\n\n\n<p><strong>vLLM\u4f18\u5316\u914d\u7f6e\u793a\u4f8b\uff1a<\/strong><\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python -m vllm.entrypoints.openai.api_server \\\n    --model Qwen\/Qwen3-8B \\\n    --tensor-parallel-size 1 \\\n    --dtype bfloat16 \\\n    --max-model-len 8192 \\\n    --gpu-memory-utilization 0.9 \\\n    --max-num-seqs 256  # \u6700\u5927\u5e76\u53d1\u6570\uff0c\u6839\u636e\u663e\u5b58\u8c03\u6574\n    --enable-prefix-caching  # \u542f\u7528\u524d\u7f00\u7f13\u5b58\uff0c\u91cd\u590d\u8bf7\u6c42\u52a0\u901f\n    --block-size 16  # \u5757\u5927\u5c0f\uff0c\u5f71\u54cd\u5185\u5b58\u5229\u7528\u7387<\/pre>\n\n\n\n<p><strong>\u5b9e\u6d4b\u6570\u636e\uff1a<\/strong> \u4f18\u5316\u540e\u76847B\u6a21\u578b\uff0c\u5728A100\u4e0a\u53ef\u8fbe\u5230\u6bcf\u79d2\u5904\u7406100+ tokens\uff0c\u652f\u630150+\u5e76\u53d1<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u751f\u4ea7\u73af\u5883\u90e8\u7f72\uff1aEEAAP\u539f\u5219\u8bc4\u4f30\u4f60\u7684\u7cfb\u7edf<\/h2>\n\n\n\n<p>\u5f53\u4f60\u8981\u628a\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6\uff0c<strong>\u661f\u5b87\u667a\u7b97<\/strong>\u5efa\u8bae\u7528<strong>EEAAP\u539f\u5219<\/strong>\u4ece\u4e94\u4e2a\u7ef4\u5ea6\u5168\u9762\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>\u8bc4\u4f30\u95ee\u9898<\/th><th>\u8fbe\u6807\u6807\u51c6<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6709\u6548\u6027\uff08Effectiveness\uff09<\/strong><\/td><td>\u6a21\u578b\u80fd\u5426\u51c6\u786e\u5b8c\u6210\u4efb\u52a1\uff1f<\/td><td>\u5728\u4e1a\u52a1\u6d4b\u8bd5\u96c6\u4e0a\u8fbe\u5230\u9884\u8bbe\u51c6\u786e\u7387<\/td><\/tr><tr><td><strong>\u6548\u7387\uff08Efficiency\uff09<\/strong><\/td><td>\u63a8\u7406\u901f\u5ea6\u591f\u5feb\u5417\uff1f\u8d44\u6e90\u5229\u7528\u7387\u9ad8\u5417\uff1f<\/td><td>\u9996token\u5ef6\u8fdf&lt;500ms\uff0c\u541e\u5410\u91cf\u6ee1\u8db3\u4e1a\u52a1\u5cf0\u503c<\/td><\/tr><tr><td><strong>\u51c6\u786e\u6027\uff08Accuracy\uff09<\/strong><\/td><td>\u91cf\u5316\/\u4f18\u5316\u540e\u7cbe\u5ea6\u635f\u5931\u662f\u5426\u53ef\u63a7\uff1f<\/td><td>\u4e1a\u52a1\u5173\u952e\u6307\u6807\u4e0b\u964d&lt;3%<\/td><\/tr><tr><td><strong>\u53ef\u7528\u6027\uff08Availability\uff09<\/strong><\/td><td>\u670d\u52a1\u662f\u5426\u7a33\u5b9a\uff1f\u5bb9\u707e\u80fd\u529b\u5982\u4f55\uff1f<\/td><td>99.9%\u53ef\u7528\u6027\uff0c\u652f\u6301\u81ea\u52a8\u6062\u590d<\/td><\/tr><tr><td><strong>\u53ef\u6269\u5c55\u6027\uff08Accessibility\uff09<\/strong><\/td><td>\u80fd\u5426\u5e73\u6ed1\u6269\u5bb9\uff1f\u652f\u6301\u591a\u5361\/\u591a\u673a\u5417\uff1f<\/td><td>\u589e\u52a0GPU\u53ef\u7ebf\u6027\u63d0\u5347\u541e\u5410<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u751f\u4ea7\u73af\u5883\u90e8\u7f72checklist<\/h3>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97<\/strong>\u6839\u636e\u4e0a\u767e\u4e2a\u751f\u4ea7\u9879\u76ee\u603b\u7ed3\u7684checklist\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u670d\u52a1\u5316\u5c01\u88c5\uff1a\u4f7f\u7528FastAPI\u6216Triton Inference Server\u5c01\u88c5\u6a21\u578b<\/li>\n\n\n\n<li>\u8d1f\u8f7d\u5747\u8861\uff1a\u591a\u526f\u672c\u90e8\u7f72\uff0cNginx\u6216K8s Ingress\u5206\u53d1\u6d41\u91cf<\/li>\n\n\n\n<li>\u76d1\u63a7\u544a\u8b66\uff1aPrometheus + Grafana\u76d1\u63a7GPU\u5229\u7528\u7387\u3001\u5ef6\u8fdf\u3001QPS<\/li>\n\n\n\n<li>\u5f39\u6027\u4f38\u7f29\uff1a\u6839\u636eQPS\u81ea\u52a8\u6269\u7f29\u5bb9\u526f\u672c\u6570<\/li>\n\n\n\n<li>\u9274\u6743\u9632\u62a4\uff1aAPI Key\u9274\u6743\uff0c\u9632\u6b62\u88ab\u76d7\u7528<\/li>\n\n\n\n<li>\u6210\u672c\u63a7\u5236\uff1a\u8bbe\u7f6e\u4e0a\u9650\uff0c\u907f\u514d\u5931\u63a7\u8c03\u7528<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5927\u6a21\u578b\u90e8\u7f72\u7684\u4e09\u4e2a\u81f4\u547d\u8bef\u533a\uff08\u9644\u907f\u5751\u6307\u5357\uff09<\/h2>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97<\/strong>\u89c1\u8fc7\u592a\u591a\u5ba2\u6237\u8e29\u5751\uff0c\u603b\u7ed3\u51fa\u4ee5\u4e0b\u9ad8\u9891\u8bef\u533a\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bef\u533a1\uff1a\u53ea\u770b\u6a21\u578b\uff0c\u4e0d\u770b\u6574\u4f53\u7cfb\u7edf<\/h3>\n\n\n\n<p><strong>\u75c7\u72b6\uff1a<\/strong> \u4e70\u4e86\u9876\u7ea7A100\uff0c\u5374\u914d\u4e86\u6162\u901f\u786c\u76d8\u3002\u8bad\u7ec3\u65f6GPU\u5229\u7528\u7387\u7ecf\u5e38\u6389\u52300%\uff0c\u4e00\u770b\u76d1\u63a7\uff0c\u6570\u636e\u52a0\u8f7d\u5361\u4f4f\u4e86\u3002<\/p>\n\n\n\n<p><strong>\u907f\u5751\u6307\u5357\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u96c6\u662fTB\u7ea7\uff1f\u5fc5\u987b\u4e0aNVMe SSD\uff0cSATA\u4f1a\u5361\u6b7b<\/li>\n\n\n\n<li>\u5c0f\u6587\u4ef6\u591a\uff1f\u9700\u8981\u9ad8IOPS\u7684\u5b58\u50a8<\/li>\n\n\n\n<li>\u7ecf\u9a8c\u6cd5\u5219\uff1a\u5b58\u50a8\u5e26\u5bbd\u8981\u80fd\u5582\u9971GPU<a href=\"https:\/\/developer.baidu.com\/article\/detail.html?id=6073518\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bef\u533a2\uff1a\u5355\u5361\u8dd1\u4e0d\u987a\u5c31\u4e0a\u591a\u5361<\/h3>\n\n\n\n<p><strong>\u75c7\u72b6\uff1a<\/strong> \u5355\u5361\u5229\u7528\u7387\u4e0d\u523030%\uff0c\u60f3\u7740\u52a0\u51e0\u5f20\u5361\u5c31\u80fd\u89e3\u51b3\u95ee\u9898\u3002\u7ed3\u679c\u591a\u5361\u6548\u7387\u66f4\u5dee\uff0c\u901a\u4fe1\u5f00\u9500\u6bd4\u8ba1\u7b97\u8fd8\u5927\u3002<\/p>\n\n\n\n<p><strong>\u907f\u5751\u6307\u5357\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u7528\u5355\u5361\u8dd1\u901a\u3001\u4f18\u5316\uff0c\u627e\u51fa\u74f6\u9888<\/li>\n\n\n\n<li>\u5355\u5361\u5229\u7528\u7387\u4e0a\u4e0d\u53bb\uff0c\u5148\u770b\u6570\u636e\u52a0\u8f7d\u3001\u6279\u5904\u7406\u5927\u5c0f<\/li>\n\n\n\n<li>\u591a\u5361\u8bad\u7ec3\u5fc5\u987b\u914dNVLink\u6216\u9ad8\u901f\u4e92\u8054\uff0c\u5426\u5219\u6548\u7387\u5927\u6253\u6298\u6263<a href=\"https:\/\/wiki.smartbi.com.cn\/pages\/viewpage.action?pageId=136911749&amp;navigatingVersions=true\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bef\u533a3\uff1a\u4f4e\u4f30\u663e\u5b58\u9700\u6c42<\/h3>\n\n\n\n<p><strong>\u75c7\u72b6\uff1a<\/strong> 10\u4ebf\u53c2\u6570\u6a21\u578b\u752820GB\u663e\u5b58\u8bad\u7ec3\uff0c\u9891\u7e41OOM\u3002<\/p>\n\n\n\n<p><strong>\u907f\u5751\u6307\u5357\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>10\u4ebf\u53c2\u6570FP32\u970040GB\uff0cFP16\u970020GB\uff0c\u9884\u755930%\u4f59\u91cf<\/li>\n\n\n\n<li>\u7528<code>torch.cuda.memory_summary()<\/code>\u67e5\u770b\u663e\u5b58\u5206\u914d<\/li>\n\n\n\n<li>\u8003\u8651\u68af\u5ea6\u68c0\u67e5\u70b9\u3001\u6df7\u5408\u7cbe\u5ea6\u7b49\u6280\u672f\u51cf\u5c11\u663e\u5b58\u5360\u7528<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u4e3a\u4ec0\u4e48\u9009\u62e9\u661f\u5b87\u667a\u7b97\uff1f\u2014\u2014\u6211\u4eec\u5e2e\u4f60\u56de\u7b54\u201c\u7136\u540e\u5462\uff1f\u201d<\/h2>\n\n\n\n<p>\u770b\u5b8c\u8fd9\u7bc7\u6559\u7a0b\uff0c\u4f60\u53ef\u80fd\u5df2\u7ecf\u77e5\u9053\u201c\u600e\u4e48\u90e8\u7f72\u201d\u4e86\u3002\u4f46\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898\u6ca1\u89e3\u51b3\uff1a<strong>\u201c\u7136\u540e\u5462\uff1f\u51fa\u95ee\u9898\u4e86\u627e\u8c01\uff1f\u672a\u6765\u8981\u5347\u7ea7\u600e\u4e48\u529e\uff1f\u201d<\/strong><\/p>\n\n\n\n<p>\u8fd9\u6b63\u662f<strong>\u661f\u5b87\u667a\u7b97<\/strong>\u5b58\u5728\u7684\u610f\u4e49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6211\u4eec\u4e0d\u662f\u5356\u786c\u4ef6\u7684\uff0c\u6211\u4eec\u662f\u7b97\u529b\u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u5546<\/h3>\n\n\n\n<p>\u5f88\u591a\u516c\u53f8\u53ea\u8d1f\u8d23\u628a\u8bbe\u5907\u5356\u7ed9\u4f60\uff0c\u4f46<strong>\u661f\u5b87\u667a\u7b97<\/strong>\u77e5\u9053\uff1a<strong>\u90e8\u7f72\u53ea\u662f\u5f00\u59cb\uff0c\u7a33\u5b9a\u8fd0\u884c\u624d\u662f\u5173\u952e\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5982\u679c\u4f60\u521a\u5f00\u59cb\u63a5\u89e6\u5927\u6a21\u578b<\/strong>\uff1a\u6211\u4eec\u4f1a\u966a\u4f60\u4ece\u5355\u5361\u8dd1\u8d77\uff0c\u5e2e\u4f60\u9009\u6700\u5408\u9002\u7684\u6a21\u578b\uff0c\u907f\u514d\u4e00\u4e0a\u6765\u5c31\u8e29\u5751<\/li>\n\n\n\n<li><strong>\u5982\u679c\u4f60\u8981\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883<\/strong>\uff1a\u6211\u4eec\u4f1a\u7528EEAAP\u539f\u5219\u5e2e\u4f60\u8bc4\u4f30\u7cfb\u7edf\uff0c\u51fa\u5177\u6027\u80fd\u62a5\u544a\u548c\u4f18\u5316\u5efa\u8bae<\/li>\n\n\n\n<li><strong>\u5982\u679c\u4f60\u9047\u5230\u6027\u80fd\u74f6\u9888<\/strong>\uff1a\u6211\u4eec\u6709\u5b9e\u6218\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\uff0c\u5e2e\u4f60\u4ece\u91cf\u5316\u3001\u63a8\u7406\u3001\u8c03\u5ea6\u5168\u65b9\u4f4d\u4f18\u5316<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u6211\u4eec\u7684\u5dee\u5f02\u5316\u4f18\u52bf<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u4f60\u7684\u9700\u6c42<\/th><th>\u666e\u901a\u4f9b\u5e94\u5546<\/th><th><strong>\u661f\u5b87\u667a\u7b97<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u9009\u578b\u54a8\u8be2<\/td><td>\u7ed9\u4f60\u53d1\u62a5\u4ef7\u5355<\/td><td>\u5148\u804a\u4e1a\u52a1\uff0c\u518d\u5b9a\u914d\u7f6e\uff0c\u9644\u8be6\u7ec6\u9009\u578b\u62a5\u544a<\/td><\/tr><tr><td>\u90e8\u7f72\u652f\u6301<\/td><td>\u53ea\u8d1f\u8d23\u786c\u4ef6<\/td><td>\u4ece\u73af\u5883\u914d\u7f6e\u5230\u6846\u67b6\u8c03\u4f18\uff0c\u5168\u7a0b\u966a\u8dd1<\/td><\/tr><tr><td>\u6027\u80fd\u4f18\u5316<\/td><td>\u8ba9\u4f60\u81ea\u5df1\u8c03<\/td><td>\u7528\u91cf\u5316\u3001vLLM\u7b49\u5de5\u5177\u5e2e\u4f60\u69a8\u5e72\u786c\u4ef6\u6027\u80fd<\/td><\/tr><tr><td>\u6269\u5c55\u89c4\u5212<\/td><td>\u4e0d\u8003\u8651\u672a\u6765<\/td><td>\u9884\u7559\u6269\u5c55\u63a5\u53e3\uff0c\u652f\u6301\u5e73\u6ed1\u5347\u7ea7<\/td><\/tr><tr><td>\u6210\u672c\u63a7\u5236<\/td><td>\u8ba9\u4f60\u4e70\u6700\u8d35\u7684<\/td><td>\u5e2e\u4f60\u627e\u5230\u201c\u591f\u7528\u4e14\u6700\u4f18\u201d\u7684\u65b9\u6848<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u7528\u4e8b\u5b9e\u8bf4\u8bdd\uff1a\u661f\u5b87\u667a\u7b97\u5ba2\u6237\u6848\u4f8b<\/h3>\n\n\n\n<p><strong>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8<\/strong>\uff1a\u9700\u8981\u90e8\u7f7270B\u6a21\u578b\u505a\u667a\u80fd\u6295\u987e\u3002\u6211\u4eec\u63a8\u8350\u4e86<strong>4\u5361A100+NVLink\u4e92\u8054+INT8\u91cf\u5316<\/strong>\u65b9\u6848\uff0c\u63a8\u7406\u901f\u5ea6\u8fbe\u523035 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class=\"wp-block-heading\">\u516d\u3001\u672a\u6765\u5df2\u6765\uff1a2026\u5e74\u5927\u6a21\u578b\u90e8\u7f72\u8d8b\u52bf<\/h2>\n\n\n\n<p>\u5f53\u4f60\u8bfb\u5230\u8fd9\u91cc\u65f6\uff0c\u884c\u4e1a\u6b63\u5728\u53d1\u751f\u8fd9\u4e9b\u53d8\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c0f\u6a21\u578b+\u7cbe\u51c6\u4f18\u5316\u53d6\u4ee3\u76f2\u76ee\u5806\u53c2\u6570<\/strong>\uff1a7B-32B\u6a21\u578b\u7ecf\u8fc7\u5fae\u8c03\u548c\u4f18\u5316\uff0c\u5728\u591a\u6570\u5782\u76f4\u4efb\u52a1\u4e0a\u5df2\u5ab2\u7f8e\u5343\u4ebf\u6a21\u578b<a href=\"https:\/\/bbs.huaweicloud.com\/blogs\/473799\" target=\"_blank\" rel=\"noreferrer 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