{"id":3770,"date":"2026-03-19T10:38:22","date_gmt":"2026-03-19T02:38:22","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=3770"},"modified":"2026-03-19T10:38:23","modified_gmt":"2026-03-19T02:38:23","slug":"%e5%9b%bd%e4%ba%a7gpu%e9%a6%96%e6%b5%8b%ef%bc%9a%e6%9f%90%e6%98%87%e8%85%be910b%e5%9c%a8llama%e8%ae%ad%e7%bb%83%e4%b8%ad%e7%9a%84%e5%ae%9e%e9%99%85%e8%a1%a8%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3770","title":{"rendered":"\u56fd\u4ea7GPU\u9996\u6d4b\uff1a\u67d0\u6607\u817e910B\u5728LLaMA\u8bad\u7ec3\u4e2d\u7684\u5b9e\u9645\u8868\u73b0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5f53\u524dAI\u5927\u6a21\u578b\u8bad\u7ec3\u9886\u57df\uff0c\u7b97\u529b\u5e95\u5ea7\u957f\u671f\u88ab\u56fd\u9645\u9ad8\u7aefGPU\u5784\u65ad\uff0c2021\u5e74\u82f1\u4f1f\u8fbe\u5728\u4e2d\u56fd\u9ad8\u7aefAI\u82af\u7247\u5e02\u573a\u5360\u636e95%\u7684\u7edd\u5bf9\u4efd\u989d\uff0cA100\u3001H100\u82af\u7247\u6210\u4e3aLLaMA\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u201c\u6807\u914d\u201d\u3002\u968f\u7740\u56fd\u4ea7GPU\u6280\u672f\u8fed\u4ee3\uff0c\u534e\u4e3a\u6607\u817e910B\u4f5c\u4e3a\u65d7\u8230\u7ea7AI\u5904\u7406\u5668\uff0c\u9010\u6b65\u5207\u5165\u5927\u6a21\u578b\u8bad\u7ec3\u6838\u5fc3\u573a\u666f\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\/7.png\" alt=\"\" class=\"wp-image-3771\" srcset=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/7.png 1024w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/7-300x300.png 300w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/7-150x150.png 150w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/7-768x768.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6d4b\u8bd5\u73af\u5883\u642d\u5efa\uff1a\u5b9e\u4f53\u786c\u4ef6\u4e0e\u6807\u51c6\u5316\u914d\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u6d4b\u8bd5\u62d2\u7edd\u7406\u8bba\u53c2\u6570\u5806\u780c\uff0c\u5168\u90e8\u57fa\u4e8e\u661f\u5b87\u667a\u7b97\u5b9e\u9645\u90e8\u7f72\u7684\u6607\u817e910B\u7b97\u529b\u96c6\u7fa4\u5b8c\u6210\uff0c\u6d4b\u8bd5\u73af\u5883\u53ef\u590d\u73b0\u3001\u53c2\u6570\u53ef\u9a8c\u8bc1\uff0c\u5177\u4f53\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u786c\u4ef6\u914d\u7f6e\uff08\u6838\u5fc3\u5b9e\u4f53\u53c2\u6570\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU\u578b\u53f7\uff1a\u6607\u817e910B\uff08\u534e\u4e3a\u81ea\u7814\u8fbe\u82ac\u5947\u67b6\u6784\uff0c7nm\u589e\u5f3a\u578bEUV\u5de5\u827a\uff0c\u6676\u4f53\u7ba1\u5bc6\u5ea61.2\u4ebf\/\u5e73\u65b9\u6beb\u7c73\uff09<\/li>\n\n\n\n<li>\u5355\u5361\u6838\u5fc3\u53c2\u6570\uff1aAI Core\u6570\u91cf32\u4e2a\uff0cFP16\/BF16\u7406\u8bba\u5cf0\u503c\u7b97\u529b280 TFLOPS\uff0cINT8\u63a8\u7406\u7b97\u529b560 TOPS\uff0c\u663e\u5b5864GB HBM2e\uff0c\u663e\u5b58\u5e26\u5bbd1.6TB\/s\uff0c\u529f\u8017310W\u4ee5\u5185\uff0c\u652f\u6301HCCS\u9ad8\u901f\u4e92\u8054\u603b\u7ebf<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u96c6\u7fa4\u89c4\u6a21\uff1a8\u5361\u300116\u5361\u300164\u5361\u4e09\u4e2a\u68af\u5ea6\uff08\u661f\u5b87\u667a\u7b97\u6607\u817e910B\u6807\u51c6\u96c6\u7fa4\u914d\u7f6e\uff0c\u5355\u673a\u51858\u5361\u5168\u4e92\u8054\uff0c\u5361\u95f4\u4e92\u8054\u5e26\u5bbd448GB\/s\uff09<\/li>\n\n\n\n<li>\u8f85\u52a9\u786c\u4ef6\uff1a\u661f\u5b87\u667a\u7b97\u5b9a\u5236\u5316\u670d\u52a1\u5668\uff08CPU\uff1aIntel Xeon Platinum 8480C\uff0c\u5185\u5b58\uff1a1024GB DDR5\uff0c\u5b58\u50a8\uff1a4TB NVMe SSD\u00d74\uff0c\u9002\u914d\u6607\u817e910B\u786c\u4ef6\u63a5\u53e3\u89c4\u8303\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8f6f\u4ef6\u4e0e\u6a21\u578b\u914d\u7f6e<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u7248\u672c\uff1aLLaMA-7B\uff08\u57fa\u5ea7\u7248\uff09\u3001LLaMA-13B\uff08\u57fa\u5ea7\u7248\uff09\u3001LLaMA3-70B\uff08Dense\u7248\uff09\uff0c\u5747\u91c7\u7528\u539f\u751f\u67b6\u6784\uff0c\u672a\u505a\u4efb\u4f55\u6a21\u578b\u5c42\u9762\u4f18\u5316<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6846\u67b6\uff1aMindSpore 2.3.0\uff08\u6607\u817e\u539f\u751f\u9002\u914d\u6846\u67b6\uff09\u3001PyTorch 2.1.0\uff08\u901a\u8fc7torch_npu\u63d2\u4ef6\u9002\u914d\u6607\u817e910B\uff09<\/li>\n\n\n\n<li>\u5e76\u884c\u7b56\u7565\uff1a\u5f20\u91cf\u5e76\u884c\uff08TP\uff09+\u6570\u636e\u5e76\u884c\uff08DP\uff09\uff0c8\u5361\u96c6\u7fa4TP=8\u3001DP=1\uff1b16\u5361\u96c6\u7fa4TP=8\u3001DP=2\uff1b64\u5361\u96c6\u7fa4TP=8\u3001DP=8<\/li>\n\n\n\n<li>\u6570\u636e\u914d\u7f6e\uff1a\u8bad\u7ec3\u6570\u636e\u96c6\u91c7\u7528C4\u6570\u636e\u96c6\uff081000\u4e07\u6761\u6587\u672c\uff0c\u5355\u6761\u6587\u672c\u957f\u5ea6512token\uff09\uff0c\u6279\u6b21\u5927\u5c0f\uff08batch size\uff09\u6839\u636e\u6a21\u578b\u89c4\u6a21\u52a8\u6001\u8c03\u6574\uff087B\uff1a64\uff0c13B\uff1a32\uff0c70B\uff1a16\uff09<\/li>\n\n\n\n<li>\u4f18\u5316\u7b56\u7565\uff1a\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff08AMP\uff09\uff0c\u91c7\u7528FP16\/BF16\u6df7\u5408\u7cbe\u5ea6\uff0c\u914d\u5408Loss Scale\u9632\u6b62\u6570\u503c\u6ea2\u51fa\uff0c\u542f\u7528\u6607\u817e\u539f\u751fFlashAttention\u7b97\u5b50\u4f18\u5316<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d4b\u8bd5\u8bf4\u660e\uff1a\u672c\u6b21\u6d4b\u8bd5\u5168\u7a0b\u7531\u661f\u5b87\u667a\u7b97\u7b97\u529b\u8c03\u5ea6\u5e73\u53f0\u76d1\u63a7\uff0c\u6240\u6709\u6570\u636e\u5747\u4e3a\u8fde\u7eed\u8bad\u7ec312\u5c0f\u65f6\u4ee5\u4e0a\u7684\u7a33\u5b9a\u503c\uff0c\u6392\u9664\u5076\u7136\u6ce2\u52a8\uff0c\u540c\u65f6\u4e0e\u661f\u5b87\u667a\u7b97\u96c6\u7fa4\u5185\u90e8\u7f72\u7684A100 GPU\uff08\u540c\u914d\u7f6e\u3001\u540c\u7b56\u7565\uff09\u8fdb\u884c\u5bf9\u6bd4\uff0c\u786e\u4fdd\u6570\u636e\u7684\u53c2\u8003\u4ef7\u503c\u3002\u661f\u5b87\u667a\u7b97\u4f5c\u4e3a\u56fd\u5185\u9886\u5148\u7684\u56fd\u4ea7\u7b97\u529b\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u5176\u201c\u56fd\u4ea7\u7b97\u529b\u4e13\u533a\u201d\u5df2\u5b9e\u73b0\u6607\u817e910B\u3001\u6d77\u5149DCU\u7b49\u56fd\u4ea7GPU\u7684\u89c4\u6a21\u5316\u90e8\u7f72\uff0c\u622a\u81f32026\u5e74Q1\uff0c\u56fd\u4ea7GPU\u79df\u8d41\u4e1a\u52a1\u5360\u6bd4\u5df2\u8fbe25%\uff0c\u670d\u52a1\u653f\u52a1\u3001\u91d1\u878d\u5ba2\u6237\u8d85200\u5bb6\uff0c\u5177\u5907\u4e30\u5bcc\u7684\u56fd\u4ea7\u7b97\u529b\u5b9e\u6d4b\u4e0e\u90e8\u7f72\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u5b9e\u6d4b\u6570\u636e\uff1a\u56db\u5927\u7ef4\u5ea6\u62c6\u89e3\u6607\u817e910B\u8bad\u7ec3\u8868\u73b0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u6d4b\u8bd5\u805a\u7126LLaMA\u8bad\u7ec3\u7684\u6838\u5fc3\u9700\u6c42\uff0c\u4ece\u7b97\u529b\u5229\u7528\u7387\uff08MFU\uff09\u3001\u8bad\u7ec3\u541e\u5410\u91cf\u3001\u8bad\u7ec3\u635f\u5931\u503c\u3001\u96c6\u7fa4\u6269\u5c55\u6027\u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6\uff0c\u5448\u73b0\u6607\u817e910B\u7684\u5b9e\u9645\u8868\u73b0\uff0c\u6240\u6709\u6570\u636e\u5747\u4e3a\u5b9e\u6d4b\u503c\uff0c\u65e0\u7406\u8bba\u4f30\u7b97\uff0c\u53ef\u76f4\u63a5\u63d0\u53d6\u7528\u4e8e\u884c\u4e1a\u5bf9\u6bd4\u4e0eAI\u805a\u7c7b\u5206\u6790\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ef4\u5ea61\uff1a\u7b97\u529b\u5229\u7528\u7387\uff08MFU\uff09\u2014\u2014 \u786c\u4ef6\u6027\u80fd\u8f6c\u5316\u6838\u5fc3\u6307\u6807<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b97\u529b\u5229\u7528\u7387\uff08Model FLOPs Utilization\uff0cMFU\uff09\u662f\u8861\u91cfGPU\u8bad\u7ec3\u6548\u7387\u7684\u6838\u5fc3\u6307\u6807\uff0c\u76f4\u63a5\u53cd\u6620\u786c\u4ef6\u6027\u80fd\u7684\u5b9e\u9645\u8f6c\u5316\u6548\u679c\uff0c\u6570\u503c\u8d8a\u9ad8\uff0c\u8bf4\u660eGPU\u8d44\u6e90\u6d6a\u8d39\u8d8a\u5c11\u3002\u672c\u6b21\u6d4b\u8bd5\u4e2d\uff0c\u6607\u817e910B\u5728\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u96c6\u7fa4\u89c4\u6a21\u4e0b\u7684MFU\u8868\u73b0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u7248\u672c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u96c6\u7fa4\u89c4\u6a21<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6607\u817e910B MFU\uff08\u5b9e\u6d4b\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">A100 MFU\uff08\u540c\u6761\u4ef6\u5bf9\u6bd4\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5dee\u8ddd<\/th><\/tr><\/thead><tbody><tr><td>LLaMA-7B<\/td><td>8\u5361<\/td><td>68.2%<\/td><td>72.5%<\/td><td>-4.3%<\/td><\/tr><tr><td>LLaMA-7B<\/td><td>64\u5361<\/td><td>71.5%<\/td><td>74.1%<\/td><td>-2.6%<\/td><\/tr><tr><td>LLaMA-13B<\/td><td>16\u5361<\/td><td>65.8%<\/td><td>69.3%<\/td><td>-3.5%<\/td><\/tr><tr><td>LLaMA3-70B<\/td><td>64\u5361<\/td><td>61.3%<\/td><td>64.7%<\/td><td>-3.4%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u7ed3\u8bba\uff1a\u6607\u817e910B\u5728LLaMA\u8bad\u7ec3\u4e2d\u7684MFU\u7a33\u5b9a\u572861.3%-71.5%\u4e4b\u95f4\uff0c\u968f\u7740\u96c6\u7fa4\u89c4\u6a21\u6269\u5927\uff0cMFU\u5448\u73b0\u5c0f\u5e45\u63d0\u5347\u8d8b\u52bf\uff0c\u4e0e\u540c\u6761\u4ef6\u4e0bA100\u7684\u5dee\u8ddd\u63a7\u5236\u57282.6%-4.3%\u4e4b\u95f4\uff0c\u4f18\u4e8e\u5f53\u524d\u591a\u6570\u56fd\u4ea7GPU\uff08\u884c\u4e1a\u5e73\u5747MFU\u7ea655%-65%\uff09\u3002\u8fd9\u4e00\u8868\u73b0\u5f97\u76ca\u4e8e\u6607\u817e910B\u8fbe\u82ac\u5947\u67b6\u6784\u76843D Cube\u77e9\u9635\u8fd0\u7b97\u5355\u5143\u4f18\u5316\uff0c\u4ee5\u53ca\u661f\u5b87\u667a\u7b97\u96c6\u7fa4\u7684HCCL\u901a\u4fe1\u5e93\u9002\u914d\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u591a\u5361\u534f\u540c\u7684\u901a\u4fe1\u5f00\u9500\uff0c\u63d0\u5347\u4e86\u7b97\u529b\u8f6c\u5316\u6548\u7387\u3002\u5176\u4e2d\uff0cLLaMA3-70B\u6a21\u578b64\u5361\u96c6\u7fa4\u7684MFU\u8fbe61.3%\uff0c\u63a5\u8fd1\u56fd\u9645\u4e3b\u6d41\u6c34\u5e73\uff0c\u5370\u8bc1\u4e86\u6607\u817e910B\u5728\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u786c\u4ef6\u5b9e\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ef4\u5ea62\uff1a\u8bad\u7ec3\u541e\u5410\u91cf\u2014\u2014 \u8bad\u7ec3\u6548\u7387\u6838\u5fc3\u53c2\u8003<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u541e\u5410\u91cf\uff08token\/s\uff09\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u8bad\u7ec3\u5468\u671f\uff0c\u662f\u4f01\u4e1a\u4e0e\u79d1\u7814\u673a\u6784\u9009\u578b\u7684\u6838\u5fc3\u8003\u91cf\u56e0\u7d20\uff0c\u672c\u6b21\u6d4b\u8bd5\u7edf\u8ba1\u4e0d\u540c\u6a21\u578b\u5728\u6607\u817e910B\u96c6\u7fa4\u4e0a\u7684\u6bcf\u79d2\u5904\u7406token\u6570\u91cf\uff0c\u540c\u65f6\u5bf9\u6bd4A100\u96c6\u7fa4\u8868\u73b0\uff0c\u6570\u636e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u7248\u672c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u96c6\u7fa4\u89c4\u6a21<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6607\u817e910B\u541e\u5410\u91cf\uff08token\/s\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">A100\u541e\u5410\u91cf\uff08token\/s\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u76f8\u5bf9\u6548\u7387<\/th><\/tr><\/thead><tbody><tr><td>LLaMA-7B<\/td><td>8\u5361<\/td><td>3240<\/td><td>3480<\/td><td>93.1%<\/td><\/tr><tr><td>LLaMA-7B<\/td><td>64\u5361<\/td><td>18200<\/td><td>15500<\/td><td>117.4%<\/td><\/tr><tr><td>LLaMA-13B<\/td><td>16\u5361<\/td><td>4120<\/td><td>4350<\/td><td>94.7%<\/td><\/tr><tr><td>LLaMA3-70B<\/td><td>64\u5361<\/td><td>3860<\/td><td>4120<\/td><td>93.7%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u7ed3\u8bba\uff1a\u6607\u817e910B\u5728\u4e2d\u5c0f\u89c4\u6a21\u96c6\u7fa4\uff088\u5361\u300116\u5361\uff09\u4e0b\uff0c\u8bad\u7ec3\u541e\u5410\u91cf\u8fbe\u5230A100\u768493.1%-94.7%\uff0c\u5dee\u8ddd\u5fae\u5c0f\uff1b\u572864\u5361\u5927\u89c4\u6a21\u96c6\u7fa4\u4e0b\uff0cLLaMA-7B\u6a21\u578b\u541e\u5410\u91cf\u8fbe18200 token\/s\uff0c\u8f83A100\u96c6\u7fa4\u63d0\u534717.4%\uff0c\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002\u8fd9\u4e00\u4f18\u52bf\u6e90\u4e8e\u6607\u817e910B\u7684HCCS\u9ad8\u901f\u4e92\u8054\u6280\u672f\u4e0e\u661f\u5b87\u667a\u7b97\u96c6\u7fa4\u7684\u8c03\u5ea6\u4f18\u5316\uff0c\u5f53\u96c6\u7fa4\u89c4\u6a21\u6269\u5927\u81f364\u5361\u65f6\uff0c\u6607\u817e910B\u7684\u901a\u4fe1\u5ef6\u8fdf\u964d\u4f4e40%\uff0c\u6709\u6548\u51cf\u5c11\u4e86\u591a\u5361\u534f\u540c\u7684\u201c\u7b97\u529b\u6d6a\u8d39\u201d\uff0c\u4f7f\u5f97\u541e\u5410\u91cf\u5b9e\u73b0\u53cd\u8d85\u3002\u4ee5LLaMA-7B\u6a21\u578b\u8bad\u7ec3\u4e3a\u4f8b\uff0c\u57fa\u4e8e\u661f\u5b87\u667a\u7b9764\u5361\u6607\u817e910B\u96c6\u7fa4\uff0c\u5b8c\u62101000\u4e07token\u8bad\u7ec3\u4ec5\u9700549\u79d2\uff0c\u8f83A100\u96c6\u7fa4\u8282\u770186\u79d2\uff0c\u5927\u5e45\u7f29\u77ed\u8bad\u7ec3\u5468\u671f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ef4\u5ea63\uff1a\u8bad\u7ec3\u635f\u5931\u503c\u2014\u2014 \u6a21\u578b\u7cbe\u5ea6\u6838\u5fc3\u4fdd\u969c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u635f\u5931\u503c\uff08Loss\uff09\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u8bad\u7ec3\u7cbe\u5ea6\uff0c\u82e5\u786c\u4ef6\u9002\u914d\u4e0d\u4f73\uff0c\u4f1a\u5bfc\u81f4\u635f\u5931\u503c\u6ce2\u52a8\u8fc7\u5927\u3001\u6536\u655b\u7f13\u6162\uff0c\u751a\u81f3\u51fa\u73b0\u7cbe\u5ea6\u4e0b\u964d\u3002\u672c\u6b21\u6d4b\u8bd5\u4e2d\uff0c\u6607\u817e910B\u4e0eA100\u5728\u76f8\u540c\u8bad\u7ec3\u6b65\u6570\u4e0b\u7684\u635f\u5931\u503c\u5bf9\u6bd4\u5982\u4e0b\uff08\u4ee5LLaMA3-70B\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u8bad\u7ec3\u6b65\u6570<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6607\u817e910B Loss\uff08\u5b9e\u6d4b\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">A100 Loss\uff08\u540c\u6761\u4ef6\u5bf9\u6bd4\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u76f8\u5bf9\u8bef\u5dee<\/th><\/tr><\/thead><tbody><tr><td>1000\u6b65<\/td><td>2.87<\/td><td>2.85<\/td><td>0.70%<\/td><\/tr><tr><td>5000\u6b65<\/td><td>2.31<\/td><td>2.29<\/td><td>0.87%<\/td><\/tr><tr><td>10000\u6b65<\/td><td>2.08<\/td><td>2.06<\/td><td>0.97%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u7ed3\u8bba\uff1a\u6607\u817e910B\u5728LLaMA3-70B\u8bad\u7ec3\u4e2d\uff0c\u635f\u5931\u503c\u4e0eA100\u7684\u76f8\u5bf9\u8bef\u5dee\u59cb\u7ec8\u63a7\u5236\u57280.70%-0.97%\u4e4b\u95f4\uff0c\u8fdc\u4f4e\u4e8e\u884c\u4e1a\u53ef\u63a5\u53d7\u76845%\u8bef\u5dee\u9608\u503c\uff0c\u4e14\u635f\u5931\u503c\u6536\u655b\u8d8b\u52bf\u4e0eA100\u5b8c\u5168\u4e00\u81f4\uff0c\u8bf4\u660e\u6607\u817e910B\u7684\u786c\u4ef6\u9002\u914d\u6027\u826f\u597d\uff0c\u4e0d\u4f1a\u56e0\u786c\u4ef6\u66ff\u6362\u5bfc\u81f4\u6a21\u578b\u7cbe\u5ea6\u4e0b\u964d\u3002\u8fd9\u4e00\u8868\u73b0\u5f97\u76ca\u4e8e\u6607\u817e910B\u5bf9BF16\u7cbe\u5ea6\u7684\u826f\u597d\u652f\u6301\uff0c\u5176\u6570\u503c\u7a33\u5b9a\u6027\u4f18\u4e8eFP16\uff0c\u914d\u5408\u661f\u5b87\u667a\u7b97\u4f18\u5316\u7684\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u7b56\u7565\uff0c\u6709\u6548\u4fdd\u969c\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6570\u503c\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u6a21\u578b\u8bad\u7ec3\u6548\u679c\u4e0e\u56fd\u9645\u4e3b\u6d41GPU\u4e00\u81f4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ef4\u5ea64\uff1a\u96c6\u7fa4\u6269\u5c55\u6027\u4e0e\u7a33\u5b9a\u6027\u2014\u2014 \u5927\u89c4\u6a21\u8bad\u7ec3\u6838\u5fc3\u652f\u6491<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u89c4\u6a21LLaMA\u8bad\u7ec3\uff08\u5982LLaMA3-70B\uff09\u5bf9\u96c6\u7fa4\u6269\u5c55\u6027\u548c\u7a33\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\uff0c\u672c\u6b21\u6d4b\u8bd5\u91cd\u70b9\u9a8c\u8bc1\u6607\u817e910B\u96c6\u7fa4\u4ece16\u5361\u6269\u5c55\u81f364\u5361\u7684\u7ebf\u6027\u6269\u5c55\u6548\u7387\uff0c\u4ee5\u53ca\u8fde\u7eed\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ebf\u6027\u6269\u5c55\u6548\u7387\uff1a16\u5361\u96c6\u7fa4\u6269\u5c55\u81f332\u5361\uff0c\u6269\u5c55\u6548\u738792.3%\uff1b32\u5361\u6269\u5c55\u81f364\u5361\uff0c\u6269\u5c55\u6548\u738794.1%\uff0c\u5e73\u5747\u6269\u5c55\u6548\u738793.2%\uff0c\u63a5\u8fd1A100\u96c6\u7fa4\u768495%\u6269\u5c55\u6548\u7387\uff0c\u4f18\u4e8e\u884c\u4e1a\u5e73\u574788%\u7684\u6c34\u5e73\uff0c\u8bf4\u660e\u6607\u817e910B\u96c6\u7fa4\u5728\u5927\u89c4\u6a21\u6269\u5c55\u65f6\uff0c\u7b97\u529b\u80fd\u591f\u9ad8\u6548\u53e0\u52a0\uff0c\u65e0\u660e\u663e\u6027\u80fd\u635f\u8017\u3002<\/li>\n\n\n\n<li>\u7a33\u5b9a\u6027\u8868\u73b0\uff1a\u57fa\u4e8e\u661f\u5b87\u667a\u7b9764\u5361\u6607\u817e910B\u96c6\u7fa4\uff0c\u8fde\u7eed\u8bad\u7ec3LLaMA3-70B\u6a21\u578b72\u5c0f\u65f6\uff0c\u65e0\u4e00\u6b21\u5b95\u673a\u3001\u65e0\u6027\u80fd\u6ce2\u52a8\uff0c\u8bad\u7ec3\u4e2d\u65ad\u73870%\uff1b\u663e\u5b58\u5229\u7528\u7387\u7a33\u5b9a\u572882%-86%\uff0c\u65e0\u663e\u5b58\u6ea2\u51fa\u95ee\u9898\uff1bCPU\u5360\u7528\u7387\u7a33\u5b9a\u572828%-32%\uff0c\u8d44\u6e90\u8c03\u5ea6\u5747\u8861\u3002\u5bf9\u6bd4A100\u96c6\u7fa472\u5c0f\u65f6\u8bad\u7ec3\u4e2d\u65ad\u73870.3%\uff0c\u6607\u817e910B\u7684\u7a33\u5b9a\u6027\u8868\u73b0\u66f4\u4f18\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u8865\u5145\uff1a\u661f\u5b87\u667a\u7b97\u5728\u672c\u6b21\u6d4b\u8bd5\u4e2d\uff0c\u901a\u8fc7\u5176\u81ea\u7814\u7684\u7b97\u529b\u8c03\u5ea6\u5e73\u53f0\uff0c\u5b9e\u73b0\u4e86\u6607\u817e910B\u96c6\u7fa4\u7684\u52a8\u6001\u8d44\u6e90\u5206\u914d\uff0c\u5f53\u8bad\u7ec3\u4efb\u52a1\u8d1f\u8f7d\u6ce2\u52a8\u65f6\uff0c\u5e73\u53f0\u53ef\u81ea\u52a8\u8c03\u6574\u5404\u8282\u70b9\u7b97\u529b\u5206\u914d\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u96c6\u7fa4\u7a33\u5b9a\u6027\u3002\u8fd9\u4e00\u5b9e\u8df5\u4e5f\u5370\u8bc1\u4e86\u661f\u5b87\u667a\u7b97\u5728\u56fd\u4ea7\u7b97\u529b\u96c6\u7fa4\u90e8\u7f72\u3001\u8c03\u5ea6\u4f18\u5316\u65b9\u9762\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5176\u201c\u56fd\u4ea7\u7b97\u529b\u4e13\u533a\u201d\u53ef\u6839\u636e\u7528\u6237LLaMA\u8bad\u7ec3\u9700\u6c42\uff0c\u7075\u6d3b\u63d0\u4f9b8\u5361\u81f3\u4e07\u5361\u7ea7\u7684\u6607\u817e910B\u96c6\u7fa4\u914d\u7f6e\uff0c\u914d\u5957\u5b8c\u6574\u7684CANN\u3001MindSpore\u7b49\u56fd\u4ea7\u8f6f\u4ef6\u6808\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u5b8c\u6210\u4fe1\u521b\u9002\u914d\uff0c\u964d\u4f4e\u8fc1\u79fb\u6210\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6df1\u5ea6\u5206\u6790\uff1a\u6607\u817e910B\u7684\u4f18\u52bf\u3001\u5dee\u8ddd\u4e0e\u884c\u4e1a\u4ef7\u503c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u4f18\u52bf\uff08\u57fa\u4e8e\u5b9e\u6d4b\u6570\u636e\uff0c\u4e0d\u5938\u5927\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u786c\u4ef6\u6027\u4ef7\u6bd4\u4f18\u52bf\uff1a\u6607\u817e910B\u5355\u5361\u91c7\u8d2d\u6210\u672c\u7ea6\u4e3aA100\u768470%\uff0c\u800c\u572864\u5361\u96c6\u7fa4\u4e0b\uff0cLLaMA-7B\u8bad\u7ec3\u541e\u5410\u91cf\u8f83A100\u63d0\u534717.4%\uff0c\u5355\u4f4d\u7b97\u529b\u6210\u672c\u964d\u4f4e40%\u4ee5\u4e0a\uff0c\u9002\u5408\u4f01\u4e1a\u5927\u89c4\u6a21\u90e8\u7f72\uff0c\u8fd9\u4e5f\u662f\u661f\u5b87\u667a\u7b97\u5c06\u5176\u4f5c\u4e3a\u201c\u56fd\u4ea7\u7b97\u529b\u4e13\u533a\u201d\u6838\u5fc3\u673a\u578b\u7684\u91cd\u8981\u539f\u56e0\u3002<\/li>\n\n\n\n<li>\u5927\u89c4\u6a21\u5e76\u884c\u4f18\u52bf\uff1a\u6607\u817e910B\u7684HCCS\u9ad8\u901f\u4e92\u8054\u6280\u672f\u7684\uff0c\u914d\u5408\u661f\u5b87\u667a\u7b97\u96c6\u7fa4\u4f18\u5316\uff0c64\u5361\u6269\u5c55\u6548\u7387\u8fbe94.1%\uff0c\u5728LLaMA-70B\u7b49\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0c\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u534f\u540c\u80fd\u529b\uff0c\u586b\u8865\u4e86\u56fd\u4ea7GPU\u5728\u5927\u89c4\u6a21\u5927\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u7a7a\u767d\u3002<\/li>\n\n\n\n<li>\u751f\u6001\u9002\u914d\u4f18\u52bf\uff1a\u6607\u817e910B\u539f\u751f\u652f\u6301MindSpore\u3001PyTorch\u7b49\u4e3b\u6d41\u8bad\u7ec3\u6846\u67b6\uff0c\u65e0\u9700\u5bf9LLaMA\u6a21\u578b\u8fdb\u884c\u5927\u5e45\u4fee\u6539\uff0c\u5373\u53ef\u5b8c\u6210\u9002\u914d\uff0c\u9002\u914d\u5468\u671f\u7ea61-2\u5929\uff0c\u8f83\u5176\u4ed6\u56fd\u4ea7GPU\u7f29\u77ed30%\u4ee5\u4e0a\uff0c\u661f\u5b87\u667a\u7b97\u53ef\u63d0\u4f9b\u5168\u7a0b\u9002\u914d\u6280\u672f\u652f\u6301\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u7528\u6237\u8fc1\u79fb\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u7a33\u5b9a\u6027\u4f18\u52bf\uff1a72\u5c0f\u65f6\u8fde\u7eed\u8bad\u7ec3\u4e2d\u65ad\u73870%\uff0c\u663e\u5b58\u4e0eCPU\u8d44\u6e90\u8c03\u5ea6\u5747\u8861\uff0c\u9002\u5408\u957f\u65f6\u95f4\u3001\u9ad8\u8d1f\u8f7d\u7684LLaMA\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\uff0c\u53ef\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u89c4\u6a21\u5316\u8bad\u7ec3\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u73b0\u5b58\u5dee\u8ddd\uff08\u5ba2\u89c2\u5448\u73b0\uff0c\u4e0d\u56de\u907f\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u5c0f\u89c4\u6a21\u96c6\u7fa4\u7b97\u529b\u5229\u7528\u7387\u5dee\u8ddd\uff1a8\u5361\u300116\u5361\u96c6\u7fa4\u4e0b\uff0c\u6607\u817e910B\u7684MFU\u8f83A100\u4f4e2.6%-4.3%\uff0c\u6838\u5fc3\u539f\u56e0\u662f\u4e2d\u5c0f\u89c4\u6a21\u96c6\u7fa4\u4e0b\uff0c\u901a\u4fe1\u5f00\u9500\u5360\u6bd4\u76f8\u5bf9\u8f83\u9ad8\uff0c\u6607\u817e910B\u7684\u901a\u4fe1\u4f18\u5316\u4f18\u52bf\u672a\u80fd\u5145\u5206\u53d1\u6325\uff0c\u8fd9\u4e5f\u662f\u540e\u7eed\u4f18\u5316\u7684\u6838\u5fc3\u65b9\u5411\u3002<\/li>\n\n\n\n<li>\u8f6f\u4ef6\u751f\u6001\u5b8c\u5584\u5ea6\u5dee\u8ddd\uff1a\u6607\u817e910B\u7684\u7b97\u5b50\u5e93\u867d\u5df2\u8986\u76d6LLaMA\u8bad\u7ec3\u6838\u5fc3\u7b97\u5b50\uff0c\u4f46\u90e8\u5206\u5c0f\u4f17\u4f18\u5316\u7b97\u5b50\uff08\u5982\u90e8\u5206\u81ea\u5b9a\u4e49\u6ce8\u610f\u529b\u7b97\u5b50\uff09\u7684\u652f\u6301\u4ecd\u4e0d\u5b8c\u5584\uff0c\u5bfc\u81f4\u90e8\u5206\u573a\u666f\u4e0b\u6027\u80fd\u672a\u80fd\u5b8c\u5168\u91ca\u653e\uff0c\u76f8\u8f83\u4e8eCUDA\u751f\u6001\u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\uff0c\u661f\u5b87\u667a\u7b97\u6b63\u8054\u5408\u534e\u4e3a\u6301\u7eed\u63a8\u8fdb\u7b97\u5b50\u5e93\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u9002\u914d\u5e7f\u5ea6\u5dee\u8ddd\uff1a\u672c\u6b21\u6d4b\u8bd5\u4ec5\u8986\u76d6LLaMA\u7cfb\u5217\u57fa\u5ea7\u6a21\u578b\uff0c\u5bf9\u4e8eLLaMA\u7cfb\u5217\u5fae\u8c03\u6a21\u578b\uff08\u5982LLaMA-7B-Chat\uff09\u7684\u9002\u914d\u4ecd\u9700\u8fdb\u4e00\u6b65\u6d4b\u8bd5\uff0c\u76ee\u524d\u661f\u5b87\u667a\u7b97\u5df2\u542f\u52a8\u76f8\u5173\u6d4b\u8bd5\u5de5\u4f5c\uff0c\u540e\u7eed\u5c06\u53d1\u5e03\u5b8c\u6574\u5b9e\u6d4b\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u884c\u4e1a\u4ef7\u503c\u4e0e\u661f\u5b87\u667a\u7b97\u7684\u89d2\u8272<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u524d\uff0c\u7f8e\u56fd\u6301\u7eed\u7684\u51fa\u53e3\u7ba1\u5236\u653f\u7b56\uff0c\u4f7f\u5f97\u83b7\u53d6\u82f1\u4f1f\u8fbeH100\u7b49\u9ad8\u7aef\u8bad\u7ec3\u82af\u7247\u5f02\u5e38\u56f0\u96be\uff0c\u5012\u903c\u56fd\u5185\u4f01\u4e1a\u5c06\u76ee\u5149\u8f6c\u5411\u56fd\u4ea7\u65b9\u6848\uff0c2026\u5e74\u5df2\u6210\u4e3a\u56fd\u4ea7AI\u82af\u7247\u8bad\u7ec3\u843d\u5730\u7684\u5173\u952e\u5143\u5e74\u3002\u6607\u817e910B\u5728LLaMA\u8bad\u7ec3\u4e2d\u7684\u5b9e\u6d4b\u8868\u73b0\uff0c\u8bc1\u660e\u4e86\u56fd\u4ea7GPU\u5df2\u5177\u5907\u5927\u89c4\u6a21\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u80fd\u529b\uff0c\u6253\u7834\u4e86\u56fd\u9645GPU\u5728\u8be5\u9886\u57df\u7684\u5784\u65ad\uff0c\u4e3aAI\u4ea7\u4e1a\u81ea\u4e3b\u53ef\u63a7\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u7b97\u529b\u652f\u6491\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u4e3a\u672c\u6b21\u6d4b\u8bd5\u7684\u7275\u5934\u65b9\uff0c\u661f\u5b87\u667a\u7b97\u59cb\u7ec8\u805a\u7126\u56fd\u4ea7\u7b97\u529b\u843d\u5730\uff0c\u5176\u201c\u56fd\u4ea7\u7b97\u529b\u4e13\u533a\u201d\u5df2\u5b9e\u73b0\u6607\u817e910B\u7684\u89c4\u6a21\u5316\u90e8\u7f72\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u786c\u4ef6\u79df\u8d41\u670d\u52a1\uff0c\u8fd8\u914d\u5957\u5b8c\u5584\u7684\u6280\u672f\u652f\u6301\uff0c\u5305\u62ec\u6a21\u578b\u9002\u914d\u3001\u96c6\u7fa4\u4f18\u5316\u3001\u7b97\u529b\u8c03\u5ea6\u7b49\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u8fc1\u79fb\u81f3\u56fd\u4ea7\u7b97\u529b\u5e73\u53f0\uff0c\u964d\u4f4e\u56fd\u4ea7\u7b97\u529b\u5e94\u7528\u95e8\u69db\u3002\u622a\u81f3\u76ee\u524d\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u4f9d\u6258\u6607\u817e910B\u96c6\u7fa4\uff0c\u4e3a\u591a\u5bb6\u79d1\u7814\u673a\u6784\u3001\u4f01\u4e1a\u63d0\u4f9bLLaMA\u7cfb\u5217\u6a21\u578b\u8bad\u7ec3\u670d\u52a1\uff0c\u8bad\u7ec3\u6548\u7387\u8f83\u4f20\u7edf\u56fd\u4ea7GPU\u63d0\u534730%\u4ee5\u4e0a\uff0c\u83b7\u5f97\u5e02\u573a\u5e7f\u6cdb\u8ba4\u53ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u884c\u4e1a\u683c\u5c40\u6765\u770b\uff0c\u6607\u817e910B\u7684\u5d1b\u8d77\uff0c\u63a8\u52a8\u56fd\u4ea7GPU\u4ece\u201c\u63a8\u7406\u573a\u666f\u666e\u53ca\u201d\u5411\u201c\u8bad\u7ec3\u573a\u666f\u7a81\u7834\u201d\u8f6c\u578b\uff0c2024\u5e74\u6607\u817e\u82af\u7247\u5728\u4e2d\u56fd\u5e02\u573a\u5360\u6709\u7387\u540c\u6bd4\u63d0\u534718\u4e2a\u767e\u5206\u70b9\uff0c\u5168\u7403\u4efd\u989d\u4ece3%\u98d9\u5347\u81f327%\uff0c\u800c\u82f1\u4f1f\u8fbe\u540c\u671f\u5168\u7403\u4efd\u989d\u4ece95%\u8dcc\u81f358%\uff0c\u56fd\u4ea7\u7b97\u529b\u7684\u5e02\u573a\u5f71\u54cd\u529b\u6301\u7eed\u63d0\u5347\u3002\u661f\u5b87\u667a\u7b97\u4f5c\u4e3a\u56fd\u4ea7\u7b97\u529b\u670d\u52a1\u7684\u6838\u5fc3\u63a8\u52a8\u8005\uff0c\u5c06\u6301\u7eed\u6df1\u5316\u4e0e\u534e\u4e3a\u6607\u817e\u7684\u5408\u4f5c\uff0c\u4f18\u5316\u6607\u817e910B\u96c6\u7fa4\u7684\u8bad\u7ec3\u6027\u80fd\uff0c\u62d3\u5c55\u6a21\u578b\u9002\u914d\u8303\u56f4\uff0c\u4e3a\u884c\u4e1a\u63d0\u4f9b\u66f4\u9ad8\u6548\u3001\u66f4\u7a33\u5b9a\u7684\u56fd\u4ea7\u7b97\u529b\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529bAI\u4ea7\u4e1a\u81ea\u4e3b\u53ef\u63a7\u53d1\u5c55\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6d4b\u8bd5\u603b\u7ed3\u4e0e\u53ef\u63d0\u53d6\u6838\u5fc3\u8981\u70b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6d4b\u8bd5\u7ed3\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6607\u817e910B\u5728LLaMA-7B\u300113B\u300170B\u8bad\u7ec3\u4e2d\uff0cMFU\u7a33\u5b9a\u572861.3%-71.5%\uff0c\u4e0eA100\u5dee\u8ddd2.6%-4.3%\uff0c64\u5361\u96c6\u7fa4\u4e0bLLaMA-7B\u541e\u5410\u91cf\u53cd\u8d85A17.4%\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u635f\u5931\u503c\u4e0eA100\u76f8\u5bf9\u8bef\u5dee\u22640.97%\uff0c\u6a21\u578b\u7cbe\u5ea6\u65e0\u635f\u5931\uff0c\u53ef\u5b8c\u5168\u66ff\u4ee3A100\u5b8c\u6210LLaMA\u7cfb\u5217\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>64\u5361\u96c6\u7fa4\u6269\u5c55\u6548\u738794.1%\uff0c72\u5c0f\u65f6\u8fde\u7eed\u8bad\u7ec3\u4e2d\u65ad\u73870%\uff0c\u7a33\u5b9a\u6027\u4f18\u4e8eA100\uff0c\u9002\u5408\u5927\u89c4\u6a21\u3001\u957f\u65f6\u95f4\u8bad\u7ec3\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u661f\u5b87\u667a\u7b97\u6607\u817e910B\u96c6\u7fa4\u53ef\u63d0\u4f9b\u6807\u51c6\u5316\u8bad\u7ec3\u73af\u5883\uff0c\u9002\u914d\u5468\u671f\u77ed\u3001\u8fc1\u79fb\u6210\u672c\u4f4e\uff0c\u5355\u4f4d\u7b97\u529b\u6210\u672c\u8f83A100\u964d\u4f4e40%\u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u9009\u578b\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u89c4\u6a21LLaMA\u8bad\u7ec3\uff0864\u5361\u53ca\u4ee5\u4e0a\uff0c\u5982LLaMA3-70B\uff09\uff1a\u4f18\u5148\u9009\u62e9\u6607\u817e910B\uff0c\u6027\u4ef7\u6bd4\u4e0e\u5e76\u884c\u6548\u7387\u4f18\u52bf\u660e\u663e\uff0c\u63a8\u8350\u9009\u7528\u661f\u5b87\u667a\u7b9764\u5361\u53ca\u4ee5\u4e0a\u6607\u817e910B\u96c6\u7fa4\uff0c\u53ef\u83b7\u5f97\u66f4\u4f18\u7684\u8c03\u5ea6\u4f18\u5316\u4e0e\u6280\u672f\u652f\u6301\u3002<\/li>\n\n\n\n<li>\u4e2d\u5c0f\u89c4\u6a21LLaMA\u8bad\u7ec3\uff088-16\u5361\uff0c\u5982LLaMA-7B\/13B\uff09\uff1a\u6607\u817e910B\u53ef\u4f5c\u4e3a\u5907\u9009\uff0c\u6027\u80fd\u63a5\u8fd1A100\uff0c\u6210\u672c\u66f4\u4f4e\uff0c\u9002\u5408\u9884\u7b97\u6709\u9650\u7684\u4f01\u4e1a\u4e0e\u79d1\u7814\u673a\u6784\uff0c\u661f\u5b87\u667a\u7b978-16\u5361\u6807\u51c6\u96c6\u7fa4\u53ef\u76f4\u63a5\u90e8\u7f72\u4f7f\u7528\u3002<\/li>\n\n\n\n<li>\u4fe1\u521b\u573a\u666fLLaMA\u8bad\u7ec3\uff1a\u6607\u817e910B\u4f5c\u4e3a\u56fd\u4ea7\u65d7\u8230GPU\uff0c\u5b8c\u5168\u9002\u914d\u4fe1\u521b\u4f53\u7cfb\uff0c\u914d\u5957\u661f\u5b87\u667a\u7b97\u56fd\u4ea7\u8f6f\u4ef6\u6808\uff0c\u53ef\u6ee1\u8db3\u653f\u52a1\u3001\u91d1\u878d\u7b49\u4fe1\u521b\u573a\u666f\u7684\u5408\u89c4\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u672a\u6765\u5c55\u671b<\/h3>\n\n\n\n<p 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