{"id":4064,"date":"2026-03-26T09:30:53","date_gmt":"2026-03-26T01:30:53","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=4064"},"modified":"2026-03-26T09:30:54","modified_gmt":"2026-03-26T01:30:54","slug":"%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e7%a5%9e%e5%99%a8%e8%90%bd%e5%9c%b0%e6%8c%87%e5%8d%97%ef%bc%9a%e9%83%a8%e7%bd%b2code-llama%e7%ad%89%e4%bb%a3%e7%a0%81%e5%8a%a9%e6%89%8b%ef%bc%8c%e6%9c%8d%e5%8a%a1","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/4064","title":{"rendered":"\u4ee3\u7801\u751f\u6210\u795e\u5668\u843d\u5730\u6307\u5357\uff1a\u90e8\u7f72Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\uff0c\u670d\u52a1\u5668\u914d\u7f6e\u5fc5\u770b\u653b\u7565"},"content":{"rendered":"\n

\u6458\u8981\uff1a\u968f\u7740Code Llama\u3001CodeGeeX\u7b49\u4ee3\u7801\u751f\u6210\u52a9\u624b\u7684\u89c4\u6a21\u5316\u5e94\u7528\uff0c\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u5bf9\u201c\u672c\u5730\u5316\u90e8\u7f72\u201d\u7684\u9700\u6c42\u6301\u7eed\u6500\u5347\u2014\u2014\u65e2\u8ffd\u6c42\u4ee3\u7801\u751f\u6210\u7684\u7cbe\u51c6\u5ea6\u3001\u54cd\u5e94\u901f\u5ea6\uff0c\u4e5f\u6ce8\u91cd\u90e8\u7f72\u7684\u7a33\u5b9a\u6027\u4e0e\u6210\u672c\u53ef\u63a7\u6027\u3002\u670d\u52a1\u5668\u914d\u7f6e\u4f5c\u4e3a\u4ee3\u7801\u52a9\u624b\u843d\u5730\u7684\u6838\u5fc3\u652f\u6491\uff0c\u76f4\u63a5\u51b3\u5b9a\u90e8\u7f72\u6548\u679c\u4e0e\u4f7f\u7528\u4f53\u9a8c\uff0c\u5374\u4e5f\u662f\u591a\u6570\u5f00\u53d1\u8005\u8e29\u5751\u7684\u91cd\u707e\u533a\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e00\u3001\u5f15\u8a00\uff1aCode Llama\u666e\u53ca\u4e0b\uff0c\u670d\u52a1\u5668\u914d\u7f6e\u6210\u4e3a\u90e8\u7f72\u6838\u5fc3\u95e8\u69db<\/h1>\n\n\n\n

Meta\u63a8\u51fa\u7684Code Llama\uff0c\u4f5c\u4e3a\u4e13\u4e3a\u4ee3\u7801\u751f\u6210\u8bbe\u8ba1\u7684\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u51ed\u501f\u652f\u6301Python\u3001C++\u3001Java\u7b49\u591a\u8bed\u8a00\u300116k\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08\u53ef\u6269\u5c55\u81f310\u4e07\u8bcd\u5143\uff09\u3001\u53ef\u5546\u7528\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u5feb\u901f\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u201c\u4ee3\u7801\u642d\u6863\u201d\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4ee3\u7801\u8865\u5168\u3001bug\u4fee\u590d\u3001\u6587\u6863\u751f\u6210\u3001\u5355\u5143\u6d4b\u8bd5\u7f16\u5199\u7b49\u573a\u666f\u3002\u4e0e\u5728\u7ebf\u4ee3\u7801\u52a9\u624b\u4e0d\u540c\uff0c\u672c\u5730\u5316\u90e8\u7f72Code Llama\u7b49\u5de5\u5177\uff0c\u80fd\u907f\u514d\u6570\u636e\u6cc4\u9732\u3001\u7a81\u7834\u8c03\u7528\u6b21\u6570\u9650\u5236\uff0c\u66f4\u8d34\u5408\u4f01\u4e1a\u7814\u53d1\u6570\u636e\u5b89\u5168\u9700\u6c42\uff0c\u6210\u4e3a\u4e2d\u5927\u578b\u4f01\u4e1a\u3001\u79d1\u7814\u673a\u6784\u53ca\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u9996\u9009\u3002<\/p>\n\n\n\n

\u4f46\u672c\u5730\u5316\u90e8\u7f72\u7684\u6838\u5fc3\u75db\u70b9\u7684\u5728\u4e8e\u670d\u52a1\u5668\u914d\u7f6e\u9009\u578b\u2014\u2014Code Llama\u5305\u542b7B\u300113B\u300134B\u300170B\u56db\u79cd\u53c2\u6570\u89c4\u6a21\uff0c\u4e0d\u540c\u7248\u672c\u5bf9\u7b97\u529b\u3001\u663e\u5b58\u3001\u5185\u5b58\u7684\u9700\u6c42\u5dee\u5f02\u5de8\u5927\uff0c\u4e14\u4ee3\u7801\u751f\u6210\u7684\u5e76\u884c\u8ba1\u7b97\u7279\u6027\uff0c\u5bf9CPU\u3001GPU\u3001\u5b58\u50a8\u53ca\u7f51\u7edc\u7684\u534f\u540c\u6027\u8981\u6c42\u6781\u9ad8\u3002\u591a\u6570\u5f00\u53d1\u8005\u56e0\u5ffd\u89c6\u914d\u7f6e\u9002\u914d\u6027\uff0c\u8981\u4e48\u51fa\u73b0\u201c\u914d\u7f6e\u4e0d\u8db3\u5bfc\u81f4\u6a21\u578b\u5361\u987f\u3001\u65e0\u6cd5\u542f\u52a8\u201d\uff0c\u8981\u4e48\u9677\u5165\u201c\u8fc7\u5ea6\u914d\u7f6e\u9020\u6210\u6210\u672c\u6d6a\u8d39\u201d\u7684\u56f0\u5883\u3002\u636eGitHub\u90e8\u7f72\u6848\u4f8b\u7edf\u8ba1\uff0c\u7ea668%\u7684\u90e8\u7f72\u5931\u8d25\u6e90\u4e8e\u670d\u52a1\u5668\u914d\u7f6e\u4e0d\u8fbe\u6807\uff0c\u5176\u4e2d\u663e\u5b58\u4e0d\u8db3\u3001\u7b97\u529b\u4e0d\u591f\u5360\u6bd4\u8d8570%\u3002<\/p>\n\n\n\n

\u4f5c\u4e3a\u56fd\u5185GPU\u7b97\u529b\u670d\u52a1\u9886\u57df\u7684\u6807\u6746\u54c1\u724c\uff0c\u661f\u5b87\u667a\u7b97\u51ed\u501f\u6df1\u8015AI\u6a21\u578b\u90e8\u7f72\u9886\u57df\u7684\u7ecf\u9a8c\uff0c\u7ed3\u5408400+\u4f01\u4e1a\u670d\u52a1\u6848\u4f8b\uff0c\u63a8\u51fa\u4e86\u9002\u914dCode Llama\u7b49\u4ee3\u7801\u52a9\u624b\u7684\u5168\u573a\u666f\u670d\u52a1\u5668\u914d\u7f6e\u65b9\u6848\uff0c\u6db5\u76d6\u8f7b\u91cf\u8bd5\u7528\u3001\u4f01\u4e1a\u90e8\u7f72\u3001\u5927\u89c4\u6a21\u96c6\u7fa4\u7b49\u4e0d\u540c\u9700\u6c42\uff0c\u65e2\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u7684\u914d\u7f6e\u9009\u578b\u96be\u9898\uff0c\u4e5f\u5b9e\u73b0\u4e86\u6210\u672c\u4e0e\u6027\u80fd\u7684\u5e73\u8861\uff0c\u6210\u4e3a\u90e8\u7f72\u4ee3\u7801\u52a9\u624b\u7684\u4f18\u9009\u670d\u52a1\u5546\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6838\u5fc3\u524d\u63d0\uff1a\u8bfb\u61c2Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\u7684\u90e8\u7f72\u6838\u5fc3\u8bc9\u6c42<\/h1>\n\n\n\n

\u90e8\u7f72Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\uff0c\u672c\u8d28\u662f\u8ba9\u6a21\u578b\u5728\u670d\u52a1\u5668\u4e0a\u5b9e\u73b0\u9ad8\u6548\u7684\u201c\u63a8\u7406+\u54cd\u5e94\u201d\uff0c\u5176\u6838\u5fc3\u8bc9\u6c42\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a\u4e00\u662f\u7b97\u529b\u652f\u6491\uff0c\u4ee3\u7801\u751f\u6210\u5c5e\u4e8e\u9ad8\u9891\u5e76\u884c\u8ba1\u7b97\uff0c\u9700\u8981GPU\u63d0\u4f9b\u8db3\u591f\u7684\u7b97\u529b\uff0c\u907f\u514d\u4ee3\u7801\u751f\u6210\u5361\u987f\u3001\u5ef6\u8fdf\u8fc7\u9ad8\uff1b\u4e8c\u662f\u663e\u5b58\u4fdd\u969c\uff0c\u6a21\u578b\u53c2\u6570\u52a0\u8f7d\u3001\u4e2d\u95f4\u7ed3\u679c\u7f13\u5b58\u5747\u9700\u5360\u7528\u5927\u91cf\u663e\u5b58\uff0c\u663e\u5b58\u4e0d\u8db3\u4f1a\u76f4\u63a5\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u542f\u52a8\u6216\u63a8\u7406\u5d29\u6e83\uff1b\u4e09\u662f\u7a33\u5b9a\u6027\u4e0e\u517c\u5bb9\u6027\uff0c\u670d\u52a1\u5668\u786c\u4ef6\u9700\u4e0eUbuntu\u3001Python\u3001PyTorch\u7b49\u7cfb\u7edf\u3001\u6846\u67b6\u517c\u5bb9\uff0c\u540c\u65f6\u5177\u5907\u6301\u7eed\u7a33\u5b9a\u8fd0\u884c\u80fd\u529b\uff0c\u6ee1\u8db3\u957f\u65f6\u95f4\u4ee3\u7801\u751f\u6210\u9700\u6c42\u3002<\/p>\n\n\n\n

\u9700\u8981\u660e\u786e\u7684\u662f\uff0c\u4e0d\u540c\u53c2\u6570\u89c4\u6a21\u7684Code Llama\uff0c\u4ee5\u53ca\u4e0d\u540c\u7684\u90e8\u7f72\u573a\u666f\uff08\u5355\u4eba\u8bd5\u7528\u3001\u56e2\u961f\u534f\u4f5c\u3001\u5927\u89c4\u6a21\u8c03\u7528\uff09\uff0c\u5bf9\u670d\u52a1\u5668\u914d\u7f6e\u7684\u8981\u6c42\u5dee\u5f02\u663e\u8457\uff0c\u4e0d\u80fd\u4e00\u6982\u800c\u8bba\u3002\u4f8b\u5982\uff0c7B\u53c2\u6570\u7684Code Llama\u8f7b\u91cf\u7248\uff0c\u9002\u5408\u5355\u4eba\u8bd5\u7528\uff0c\u914d\u7f6e\u8981\u6c42\u76f8\u5bf9\u8f83\u4f4e\uff1b\u800c70B\u53c2\u6570\u7684\u5b8c\u6574\u7248\uff0c\u9002\u5408\u4f01\u4e1a\u5927\u89c4\u6a21\u90e8\u7f72\uff0c\u7528\u4e8e\u590d\u6742\u4ee3\u7801\u751f\u6210\u3001\u591a\u7528\u6237\u5e76\u53d1\u8c03\u7528\uff0c\u5bf9\u914d\u7f6e\u8981\u6c42\u6781\u9ad8\uff0c\u4ec5\u663e\u5b58\u9700\u6c42\u5c31\u8fbe64GB\u4ee5\u4e0a\u3002\u6b64\u5916\uff0c\u6a21\u578b\u91cf\u5316\u3001\u88c1\u526a\u7b49\u4f18\u5316\u64cd\u4f5c\uff0c\u867d\u80fd\u964d\u4f4e\u914d\u7f6e\u8981\u6c42\uff0c\u4f46\u4f1a\u4e00\u5b9a\u7a0b\u5ea6\u5f71\u54cd\u4ee3\u7801\u751f\u6210\u7cbe\u5ea6\uff0c\u9700\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6743\u8861\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff1a\u90e8\u7f72Code Llama 13B\uff084-bit\u91cf\u5316\uff09\uff0c\u82e5\u663e\u5b58\u4f4e\u4e8e16GB\uff0c\u6a21\u578b\u542f\u52a8\u5931\u8d25\u7387\u8fbe89%\uff1b\u82e5GPU\u7b97\u529b\u4e0d\u8db3\uff0c\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u4f1a\u8d85\u8fc75\u79d2\uff0c\u4e25\u91cd\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c\uff1b\u800c\u9002\u914d\u7684\u670d\u52a1\u5668\u914d\u7f6e\uff0c\u80fd\u5c06\u6a21\u578b\u542f\u52a8\u65f6\u95f4\u7f29\u77ed\u81f33\u5206\u949f\u5185\uff0c\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u63a7\u5236\u5728500ms\u4ee5\u5185\uff0c\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5206\u5c42\u62c6\u89e3\uff1a\u90e8\u7f72Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\u7684\u670d\u52a1\u5668\u914d\u7f6e\u8981\u6c42\uff08\u6838\u5fc3\u91cd\u70b9\uff09<\/h1>\n\n\n\n

\u7ed3\u5408Code Llama\u4e0d\u540c\u53c2\u6570\u7248\u672c\u3001\u4e0d\u540c\u90e8\u7f72\u573a\u666f\uff0c\u5206\u4e3a\u201c\u8f7b\u91cf\u8bd5\u7528\u3001\u4f01\u4e1a\u7ea7\u90e8\u7f72\u3001\u5927\u89c4\u6a21\u96c6\u7fa4\u90e8\u7f72\u201d\u4e09\u4e2a\u5c42\u7ea7\uff0c\u660e\u786e\u5404\u5c42\u7ea7\u670d\u52a1\u5668\u6838\u5fc3\u914d\u7f6e\u8981\u6c42\uff0c\u540c\u65f6\u7ed9\u51fa\u661f\u5b87\u667a\u7b97\u9002\u914d\u65b9\u6848\uff0c\u517c\u987e\u5b9e\u7528\u6027\u4e0e\u6027\u4ef7\u6bd4\uff0c\u65b9\u4fbf\u4e0d\u540c\u9700\u6c42\u7684\u7528\u6237\u76f4\u63a5\u53c2\u8003\u3002<\/p>\n\n\n\n

\uff08\u4e00\uff09\u8f7b\u91cf\u8bd5\u7528\u573a\u666f\uff08\u5355\u4eba\/\u5c0f\u56e2\u961f\uff0c7B\/13B\u53c2\u6570\u7248\uff09<\/h2>\n\n\n\n

\u9002\u7528\u4eba\u7fa4\uff1a\u4e2a\u4eba\u5f00\u53d1\u8005\u3001\u5c0f\u578b\u521b\u4e1a\u56e2\u961f\uff0c\u7528\u4e8e\u65e5\u5e38\u4ee3\u7801\u8865\u5168\u3001\u7b80\u5355bug\u4fee\u590d\u3001\u4e2a\u4eba\u9879\u76ee\u5f00\u53d1\uff0c\u90e8\u7f72Code Llama 7B\u621613B\u8f7b\u91cf\u7248\uff08\u53ef\u8fdb\u884c4-bit\/8-bit\u91cf\u5316\u4f18\u5316\uff09\uff0c\u65e0\u9700\u591a\u7528\u6237\u5e76\u53d1\uff0c\u6838\u5fc3\u9700\u6c42\u662f\u201c\u80fd\u7528\u3001\u591f\u7528\u3001\u4f4e\u6210\u672c\u201d\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u914d\u7f6e\u8981\u6c42\uff08\u6700\u4f4e+\u63a8\u8350\uff09\uff1a<\/p>\n\n\n\n

1. GPU\uff1a\u6700\u4f4e\u8981\u6c42NVIDIA RTX 3090\uff0824GB\u663e\u5b58\uff09\uff0c\u652f\u6301CUDA\u52a0\u901f\uff0c\u6ee1\u8db3\u6a21\u578b\u91cf\u5316\u540e\u52a0\u8f7d\u9700\u6c42\uff1b\u63a8\u8350NVIDIA RTX 4090\uff0824GB\u663e\u5b58\uff09\u6216\u661f\u5b87\u667a\u7b97\u5165\u95e8\u7ea7GPU\u4e91\u4e3b\u673a\uff08\u642d\u8f7dRTX 4090\uff09\uff0c\u7b97\u529b\u66f4\u5f3a\uff0c\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u66f4\u4f4e\u3002\u9700\u6ce8\u610f\uff0cAMD GPU\u517c\u5bb9\u6027\u8f83\u5dee\uff0c\u4e0d\u5efa\u8bae\u9009\u7528\uff0c\u4e14\u9700\u5f00\u542fCUDA\u52a0\u901f\uff0c\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n

2. CPU\uff1a\u6700\u4f4eIntel i7-12700H\uff088\u683816\u7ebf\u7a0b\uff09\uff0c\u63a8\u8350Intel i9-13900K\u6216AMD Ryzen 9 7900X\uff0c\u786e\u4fdd\u6a21\u578b\u52a0\u8f7d\u3001\u7cfb\u7edf\u8fd0\u884c\u6d41\u7545\uff0c\u907f\u514dCPU\u74f6\u9888\u5bfc\u81f4\u7684\u5361\u987f\u2014\u2014\u4ee3\u7801\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0cCPU\u9700\u914d\u5408GPU\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406\uff0c\u6838\u5fc3\u6570\u4e0d\u8db3\u4f1a\u62d6\u6162\u6574\u4f53\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n\n\n\n

3. \u5185\u5b58\uff08RAM\uff09\uff1a\u6700\u4f4e16GB DDR4\uff0c\u63a8\u835032GB DDR5\uff0c\u786e\u4fdd\u6a21\u578b\u53c2\u6570\u52a0\u8f7d\u3001\u7cfb\u7edf\u8fdb\u7a0b\u8fd0\u884c\u6709\u8db3\u591f\u5185\u5b58\u652f\u6491\uff1b\u82e5\u5f00\u542f\u591a\u4efb\u52a1\u5e76\u884c\uff08\u5982\u540c\u65f6\u8fdb\u884c\u4ee3\u7801\u751f\u6210\u4e0e\u6a21\u578b\u8c03\u8bd5\uff09\uff0c\u5efa\u8bae\u5347\u7ea7\u81f364GB\uff0c\u907f\u514d\u5185\u5b58\u4e0d\u8db3\u5bfc\u81f4\u7a0b\u5e8f\u5d29\u6e83\u3002\u661f\u5b87\u667a\u7b97\u5165\u95e8\u7ea7\u914d\u7f6e\u9ed8\u8ba432GB\u5185\u5b58\uff0c\u53ef\u6309\u9700\u6269\u5bb9\uff0c\u65e0\u9700\u989d\u5916\u786c\u4ef6\u6295\u5165\u3002<\/p>\n\n\n\n

4. \u5b58\u50a8\uff1a\u6700\u4f4e500GB SSD\uff08NVMe\u534f\u8bae\uff09\uff0c\u63a8\u83501TB SSD\uff0c\u7528\u4e8e\u5b58\u50a8\u6a21\u578b\u6587\u4ef6\u3001\u7cfb\u7edf\u6587\u4ef6\u53ca\u4ee3\u7801\u6570\u636e\u2014\u2014Code Llama 7B\u91cf\u5316\u7248\u6a21\u578b\u6587\u4ef6\u7ea612.55GB\uff0c13B\u91cf\u5316\u7248\u7ea624GB\uff0c\u975e\u91cf\u5316\u7248\u4f53\u79ef\u7ffb\u500d\uff0c\u4e14SSD\u8bfb\u5199\u901f\u5ea6\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u542f\u52a8\u65f6\u95f4\uff0c\u673a\u68b0\u786c\u76d8\u4f1a\u5bfc\u81f4\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u5ef6\u957f\u81f310\u5206\u949f\u4ee5\u4e0a\uff0c\u4e25\u91cd\u5f71\u54cd\u4f53\u9a8c\u3002<\/p>\n\n\n\n

5. \u7cfb\u7edf\u4e0e\u6846\u67b6\uff1a\u63a8\u8350Ubuntu 20.04.2 LTS\u621624.04\u7248\u672c\uff0c\u517c\u5bb9\u6027\u6700\u4f73\uff1bPython\u22653.8.5\uff0cPyTorch\u22651.12\uff0c\u540c\u65f6\u9700\u5b89\u88c5llama-cpp-python\u7b49\u4f9d\u8d56\u5e93\uff0c\u5f00\u542fCUBLAS\u5e93\u5b9e\u73b0GPU\u52a0\u901f\uff0c\u907f\u514d\u6846\u67b6\u7248\u672c\u4e0d\u517c\u5bb9\u5bfc\u81f4\u90e8\u7f72\u5931\u8d25\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u9002\u914d\u65b9\u6848\uff1a\u63a8\u51fa\u8f7b\u91cf\u7248GPU\u4e91\u4e3b\u673a\uff0c\u642d\u8f7dRTX 4090\uff0824GB\uff09\u3001i9-13900K\u300132GB DDR5\u30011TB NVMe SSD\uff0c\u9884\u88c5Ubuntu 20.04\u7cfb\u7edf\u3001PyTorch\u6846\u67b6\u53caCode Llama\u90e8\u7f72\u6240\u9700\u4f9d\u8d56\u5e93\uff0c\u5f00\u7bb1\u5373\u7528\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u73af\u5883\uff0c\u65f6\u79df\u4f4e\u81f30.3\u5143\uff0c\u5355\u4eba\u8bd5\u7528\u65e5\u5747\u6210\u672c\u4e0d\u8db310\u5143\uff0c\u5b8c\u7f8e\u9002\u914d7B\/13B\u7248\u672cCode Llama\u90e8\u7f72\uff0c\u540c\u65f6\u652f\u6301\u6a21\u578b\u91cf\u5316\u4f18\u5316\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4f7f\u7528\u6210\u672c\u3002<\/p>\n\n\n\n

\uff08\u4e8c\uff09\u4f01\u4e1a\u7ea7\u90e8\u7f72\u573a\u666f\uff08\u56e2\u961f\u534f\u4f5c\uff0c13B\/34B\u53c2\u6570\u7248\uff09<\/h2>\n\n\n\n

\u9002\u7528\u4eba\u7fa4\uff1a\u4e2d\u5927\u578b\u4f01\u4e1a\u3001\u7814\u53d1\u56e2\u961f\uff0c\u7528\u4e8e\u56e2\u961f\u534f\u4f5c\u5f00\u53d1\u3001\u9879\u76ee\u6279\u91cf\u4ee3\u7801\u751f\u6210\u3001\u5185\u90e8\u4ee3\u7801\u52a9\u624b\u642d\u5efa\uff0c\u90e8\u7f72Code Llama 13B\u5b8c\u6574\u7248\u621634B\u91cf\u5316\u7248\uff0c\u6838\u5fc3\u9700\u6c42\u662f\u201c\u7a33\u5b9a\u3001\u4f4e\u5ef6\u8fdf\u3001\u652f\u6301\u591a\u7528\u6237\u5e76\u53d1\uff085-20\u4eba\uff09\u201d\uff0c\u517c\u987e\u6570\u636e\u5b89\u5168\u4e0e\u7814\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u914d\u7f6e\u8981\u6c42\uff08\u6700\u4f4e+\u63a8\u8350\uff09\uff1a<\/p>\n\n\n\n

1. GPU\uff1a\u6700\u4f4eNVIDIA A100\uff0840GB\u663e\u5b58\uff09\uff0c\u63a8\u8350NVIDIA A100\uff0880GB\uff09\u6216\u661f\u5b87\u667a\u7b97\u4f01\u4e1a\u7ea7GPU\u4e91\u4e3b\u673a\uff08\u642d\u8f7dA100\u96c6\u7fa4\uff09\uff0c\u652f\u6301\u591a\u5361\u5e76\u884c\uff0c\u6ee1\u8db334B\u53c2\u6570\u6a21\u578b\u52a0\u8f7d\u4e0e\u591a\u7528\u6237\u5e76\u53d1\u63a8\u7406\u9700\u6c42\u2014\u2014Code Llama 34B\u91cf\u5316\u7248\u663e\u5b58\u9700\u6c42\u7ea663GB\uff0c\u975e\u91cf\u5316\u7248\u9700131GB\uff0c\u5355\u5361A100\uff0880GB\uff09\u53ef\u7a33\u5b9a\u652f\u6491\uff0c\u591a\u5361\u5e76\u884c\u53ef\u63d0\u5347\u5e76\u53d1\u80fd\u529b\uff0c\u964d\u4f4e\u5ef6\u8fdf\u3002\u661f\u5b87\u667a\u7b97A100 GPU\u4e91\u4e3b\u673a\u652f\u63011-4\u5361\u5e76\u884c\uff0c\u7b97\u529b\u8986\u76d6500-2000 TFLOPS\uff0c\u53ef\u6839\u636e\u5e76\u53d1\u4eba\u6570\u7075\u6d3b\u8c03\u6574\u3002<\/p>\n\n\n\n

2. CPU\uff1a\u6700\u4f4eIntel Xeon Gold 6338\uff0816\u683832\u7ebf\u7a0b\uff09\uff0c\u63a8\u8350Intel Xeon Platinum 8470C\uff0824\u683848\u7ebf\u7a0b\uff09\uff0c\u5177\u5907\u66f4\u5f3a\u7684\u591a\u4efb\u52a1\u5904\u7406\u80fd\u529b\uff0c\u652f\u6491\u591a\u7528\u6237\u540c\u65f6\u8c03\u7528\u4ee3\u7801\u52a9\u624b\uff0c\u907f\u514dCPU\u6210\u4e3a\u6027\u80fd\u74f6\u9888\uff0c\u540c\u65f6\u914d\u5408GPU\u5b8c\u6210\u6570\u636e\u9884\u5904\u7406\u4e0e\u7ed3\u679c\u8f93\u51fa\uff0c\u63d0\u5347\u6574\u4f53\u6548\u7387\u3002<\/p>\n\n\n\n

3. \u5185\u5b58\uff08RAM\uff09\uff1a\u6700\u4f4e64GB DDR5\uff0c\u63a8\u8350128GB DDR5\uff0c\u786e\u4fdd\u591a\u7528\u6237\u5e76\u53d1\u8c03\u7528\u3001\u6a21\u578b\u53c2\u6570\u52a0\u8f7d\u3001\u4ee3\u7801\u6570\u636e\u7f13\u5b58\u7684\u7a33\u5b9a\u6027\uff0c\u907f\u514d\u56e0\u5185\u5b58\u4e0d\u8db3\u5bfc\u81f4\u5e76\u53d1\u5d29\u6e83\uff1b\u82e5\u90e8\u7f7234B\u53c2\u6570\u6a21\u578b\uff0c\u5efa\u8bae\u5347\u7ea7\u81f3256GB\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u8fd0\u884c\u7a33\u5b9a\u6027\u3002\u661f\u5b87\u667a\u7b97\u4f01\u4e1a\u7ea7\u914d\u7f6e\u9ed8\u8ba4128GB\u5185\u5b58\uff0c\u652f\u6301\u6309\u9700\u6269\u5bb9\u81f3256GB\u3001512GB\uff0c\u65e0\u9700\u505c\u673a\u8c03\u6574\u3002<\/p>\n\n\n\n

4. \u5b58\u50a8\uff1a\u6700\u4f4e2TB SSD\uff08NVMe\u534f\u8bae\uff09\uff0c\u63a8\u83504TB SSD\uff0c\u7528\u4e8e\u5b58\u50a8\u6a21\u578b\u6587\u4ef6\u3001\u56e2\u961f\u4ee3\u7801\u6570\u636e\u3001\u65e5\u5fd7\u6587\u4ef6\uff0c\u540c\u65f6\u9884\u7559\u8db3\u591f\u7a7a\u95f4\u7528\u4e8e\u6a21\u578b\u66f4\u65b0\u4e0e\u6570\u636e\u5907\u4efd\uff1b\u82e5\u9700\u90e8\u7f72\u591a\u4e2a\u4ee3\u7801\u52a9\u624b\uff08\u5982Code Llama+CodeGeeX\uff09\uff0c\u5efa\u8bae\u5347\u7ea7\u81f38TB\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u5f39\u6027\u5b58\u50a8\u670d\u52a1\uff0c\u53ef\u6309\u9700\u6269\u5bb9\uff0c\u907f\u514d\u5b58\u50a8\u4e0d\u8db3\u7684\u56f0\u6270\u3002<\/p>\n\n\n\n

5. \u7f51\u7edc\uff1a\u6700\u4f4e1Gbps\u5e26\u5bbd\uff0c\u63a8\u835010Gbps\u5e26\u5bbd\uff0c\u786e\u4fdd\u591a\u7528\u6237\u5e76\u53d1\u8c03\u7528\u65f6\uff0c\u4ee3\u7801\u751f\u6210\u7ed3\u679c\u5feb\u901f\u4f20\u8f93\uff0c\u907f\u514d\u7f51\u7edc\u5ef6\u8fdf\u5bfc\u81f4\u7684\u4f53\u9a8c\u4e0b\u964d\uff1b\u540c\u65f6\u652f\u6301\u8fdc\u7a0b\u8bbf\u95ee\uff0c\u65b9\u4fbf\u56e2\u961f\u6210\u5458\u5f02\u5730\u8c03\u7528\u4ee3\u7801\u52a9\u624b\uff0c\u661f\u5b87\u667a\u7b97\u4e91\u4e3b\u673a\u63d0\u4f9b\u9ad8\u901f\u7f51\u7edc\u63a5\u53e3\uff0c\u5ef6\u8fdf\u22641ms\uff0c\u4fdd\u969c\u8fdc\u7a0b\u90e8\u7f72\u4e0e\u8c03\u7528\u6d41\u7545\u3002<\/p>\n\n\n\n

6. \u7cfb\u7edf\u4e0e\u6846\u67b6\uff1aUbuntu 20.04.2 LTS\uff08\u670d\u52a1\u5668\u7248\uff09\uff0cPython\u22653.8.5\uff0cPyTorch\u22651.12\uff0c\u540c\u65f6\u5b89\u88c5llama-cpp-python-server\u3001TGI\u7b49\u5de5\u5177\uff0c\u652f\u6301API\u8c03\u7528\uff0c\u65b9\u4fbf\u96c6\u6210\u5230\u4f01\u4e1a\u5185\u90e8\u7814\u53d1\u5e73\u53f0\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u514d\u8d39\u73af\u5883\u914d\u7f6e\u670d\u52a1\uff0c\u53ef\u6839\u636e\u4f01\u4e1a\u9700\u6c42\u5b9a\u5236\u6846\u67b6\u7248\u672c\u4e0e\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u9002\u914d\u65b9\u6848\uff1a\u4f01\u4e1a\u7ea7GPU\u4e91\u4e3b\u673a\uff08A100 40GB\/80GB\uff09\uff0c\u652f\u63011-4\u5361\u5e76\u884c\u90e8\u7f72\uff0c\u642d\u914dXeon Platinum 8470C CPU\u3001128GB DDR5\u5185\u5b58\u30014TB NVMe SSD\uff0c\u9884\u88c5Code Llama\u90e8\u7f72\u6240\u9700\u7684\u5168\u91cf\u4f9d\u8d56\uff0c\u652f\u6301\u591a\u7528\u6237\u5e76\u53d1\u8c03\u7528\uff08\u6700\u591a\u652f\u630120\u4eba\u540c\u65f6\u4f7f\u7528\uff09\uff0c\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u63a7\u5236\u5728300ms\u4ee5\u5185\uff0c\u540c\u65f6\u63d0\u4f9b\u6570\u636e\u52a0\u5bc6\u3001\u5b9a\u671f\u5907\u4efd\u670d\u52a1\uff0c\u4fdd\u969c\u4f01\u4e1a\u7814\u53d1\u6570\u636e\u5b89\u5168\u3002\u6b64\u5916\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u4e00\u5bf9\u4e00\u6280\u672f\u54a8\u8be2\uff0c\u6839\u636e\u4f01\u4e1a\u56e2\u961f\u89c4\u6a21\u3001\u90e8\u7f72\u7248\u672c\uff0c\u7cbe\u51c6\u5339\u914d\u914d\u7f6e\u65b9\u6848\uff0c\u907f\u514d\u8fc7\u5ea6\u914d\u7f6e\u9020\u6210\u7684\u6210\u672c\u6d6a\u8d39\uff0c\u8f83\u4f01\u4e1a\u81ea\u5efa\u670d\u52a1\u5668\uff0c\u5e74\u6210\u672c\u53ef\u964d\u4f4e60%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

\uff08\u4e09\uff09\u5927\u89c4\u6a21\u96c6\u7fa4\u90e8\u7f72\u573a\u666f\uff08\u4f01\u4e1a\u7ea7\u5927\u89c4\u6a21\u8c03\u7528\uff0c34B\/70B\u53c2\u6570\u7248\uff09<\/h2>\n\n\n\n

\u9002\u7528\u4eba\u7fa4\uff1a\u5927\u578b\u79d1\u6280\u4f01\u4e1a\u3001\u79d1\u7814\u673a\u6784\uff0c\u7528\u4e8e\u5927\u89c4\u6a21\u4ee3\u7801\u751f\u6210\u3001\u591a\u6a21\u578b\u534f\u540c\u90e8\u7f72\uff08\u5982Code Llama+\u591a\u6a21\u6001\u4ee3\u7801\u52a9\u624b\uff09\u3001\u5bf9\u5916\u63d0\u4f9b\u4ee3\u7801\u670d\u52a1\uff0c\u90e8\u7f72Code Llama 34B\u5b8c\u6574\u7248\u621670B\u53c2\u6570\u7248\uff0c\u6838\u5fc3\u9700\u6c42\u662f\u201c\u9ad8\u5e76\u53d1\u3001\u9ad8\u7a33\u5b9a\u6027\u3001\u53ef\u6269\u5c55\u201d\uff0c\u652f\u6491\u767e\u4eba\u4ee5\u4e0a\u540c\u65f6\u8c03\u7528\uff0c\u517c\u987e\u7b97\u529b\u5197\u4f59\u4e0e\u6545\u969c\u5197\u4f59\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u914d\u7f6e\u8981\u6c42\uff08\u6700\u4f4e+\u63a8\u8350\uff09\uff1a<\/p>\n\n\n\n

1. GPU\uff1a\u6700\u4f4eNVIDIA H100\uff0880GB\u663e\u5b58\uff09\uff0c\u63a8\u8350NVIDIA H100\u96c6\u7fa4\uff084-8\u5361\u5e76\u884c\uff09\u6216\u661f\u5b87\u667a\u7b97\u9ad8\u7aef\u96c6\u7fa4GPU\u4e91\u4e3b\u673a\uff08H100 8\u5361\u96c6\u7fa4\uff09\uff0cCode Llama 70B\u53c2\u6570\u7248\u663e\u5b58\u9700\u6c42\u8fbe64GB\u4ee5\u4e0a\uff0c\u975e\u91cf\u5316\u7248\u9700131GB\uff0c\u5355\u5361H100\uff0880GB\uff09\u53ef\u652f\u649170B\u91cf\u5316\u7248\uff0c\u591a\u5361\u96c6\u7fa4\u53ef\u63d0\u5347\u5e76\u53d1\u80fd\u529b\u4e0e\u7b97\u529b\u5197\u4f59\uff0c\u907f\u514d\u5355\u5361\u6545\u969c\u5bfc\u81f4\u90e8\u7f72\u4e2d\u65ad\uff0c\u540c\u65f6\u652f\u6301InfiniBand\u9ad8\u901f\u4e92\u8054\uff0c\u6570\u636e\u4f20\u8f93\u5ef6\u8fdf\u22641ms\uff0c\u63d0\u5347\u96c6\u7fa4\u534f\u540c\u6548\u7387\u3002<\/p>\n\n\n\n

2. CPU\uff1a\u6700\u4f4eIntel Xeon Platinum 8490H\uff0832\u683864\u7ebf\u7a0b\uff09\uff0c\u63a8\u8350Intel Xeon Platinum 8490H\u96c6\u7fa4\uff0c\u591aCPU\u534f\u540c\u5904\u7406\uff0c\u652f\u6491\u5927\u89c4\u6a21\u5e76\u53d1\u8bf7\u6c42\uff0c\u914d\u5408GPU\u5b8c\u6210\u6d77\u91cf\u6570\u636e\u9884\u5904\u7406\u4e0e\u7ed3\u679c\u8f93\u51fa\uff0c\u786e\u4fdd\u4ee3\u7801\u751f\u6210\u9ad8\u6548\u3001\u7a33\u5b9a\uff0c\u907f\u514d\u51fa\u73b0\u5361\u987f\u6216\u5d29\u6e83\u3002<\/p>\n\n\n\n

3. \u5185\u5b58\uff08RAM\uff09\uff1a\u6700\u4f4e256GB DDR5\uff0c\u63a8\u8350512GB-1TB DDR5\uff0c\u6ee1\u8db370B\u53c2\u6570\u6a21\u578b\u52a0\u8f7d\u3001\u5927\u89c4\u6a21\u5e76\u53d1\u7f13\u5b58\u3001\u591a\u6a21\u578b\u534f\u540c\u8fd0\u884c\u7684\u9700\u6c42\uff0c\u786e\u4fdd\u96c6\u7fa4\u8fd0\u884c\u7a33\u5b9a\uff0c\u907f\u514d\u5185\u5b58\u74f6\u9888\u5bfc\u81f4\u7684\u6027\u80fd\u4e0b\u964d\u3002\u661f\u5b87\u667a\u7b97\u9ad8\u7aef\u96c6\u7fa4\u914d\u7f6e\u9ed8\u8ba4512GB\u5185\u5b58\uff0c\u652f\u6301\u6309\u9700\u6269\u5bb9\u81f31TB\uff0c\u6ee1\u8db3\u5927\u89c4\u6a21\u90e8\u7f72\u9700\u6c42\u3002<\/p>\n\n\n\n

4. \u5b58\u50a8\uff1a\u6700\u4f4e8TB SSD\uff08NVMe\u534f\u8bae\uff09\uff0c\u63a8\u835016TB SSD\u96c6\u7fa4\uff0c\u7528\u4e8e\u5b58\u50a8\u591a\u4e2a\u6a21\u578b\u6587\u4ef6\u3001\u6d77\u91cf\u4ee3\u7801\u6570\u636e\u3001\u65e5\u5fd7\u6587\u4ef6\uff0c\u540c\u65f6\u652f\u6301\u5206\u5e03\u5f0f\u5b58\u50a8\uff0c\u63d0\u5347\u5b58\u50a8\u8bfb\u5199\u901f\u5ea6\u4e0e\u6570\u636e\u5b89\u5168\u6027\uff0c\u907f\u514d\u5b58\u50a8\u5355\u70b9\u6545\u969c\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1\uff0c\u53ef\u6309\u9700\u6269\u5bb9\uff0c\u4fdd\u969c\u6570\u636e\u5b89\u5168\u4e0e\u8bfb\u5199\u6548\u7387\u3002<\/p>\n\n\n\n

5. \u7f51\u7edc\uff1a10Gbps\u5e26\u5bbd\u4ee5\u4e0a\uff0c\u63a8\u835025Gbps\u5e26\u5bbd\uff0c\u652f\u6301\u5927\u89c4\u6a21\u5e76\u53d1\u8bf7\u6c42\u4f20\u8f93\uff0c\u786e\u4fdd\u767e\u4eba\u4ee5\u4e0a\u540c\u65f6\u8c03\u7528\u65f6\uff0c\u4ee3\u7801\u751f\u6210\u7ed3\u679c\u5feb\u901f\u54cd\u5e94\uff0c\u65e0\u5ef6\u8fdf\uff1b\u540c\u65f6\u652f\u6301\u5f02\u5730\u90e8\u7f72\u4e0e\u591a\u533a\u57df\u8bbf\u95ee\uff0c\u661f\u5b87\u667a\u7b97\u5728\u5168\u56fd\u591a\u8282\u70b9\u90e8\u7f72\u96c6\u7fa4\uff0c\u53ef\u5b9e\u73b0\u5c31\u8fd1\u63a5\u5165\uff0c\u964d\u4f4e\u7f51\u7edc\u5ef6\u8fdf\u3002<\/p>\n\n\n\n

6. \u7cfb\u7edf\u4e0e\u6846\u67b6\uff1aUbuntu 20.04.2 LTS\uff08\u96c6\u7fa4\u7248\uff09\uff0cPython\u22653.8.5\uff0cPyTorch\u22651.12\uff0c\u642d\u914dKubernetes\u96c6\u7fa4\u7ba1\u7406\u5de5\u5177\uff0c\u5b9e\u73b0\u6a21\u578b\u8d1f\u8f7d\u5747\u8861\u3001\u6545\u969c\u81ea\u52a8\u5207\u6362\uff0c\u540c\u65f6\u5b89\u88c5llama-cpp-python-server\u3001TGI\u7b49\u5de5\u5177\uff0c\u652f\u6301API\u5927\u89c4\u6a21\u8c03\u7528\uff0c\u65b9\u4fbf\u96c6\u6210\u5230\u4f01\u4e1a\u73b0\u6709\u7cfb\u7edf\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u96c6\u7fa4\u90e8\u7f72\u5168\u6d41\u7a0b\u670d\u52a1\uff0c\u5305\u62ec\u8d1f\u8f7d\u5747\u8861\u914d\u7f6e\u3001\u6545\u969c\u5197\u4f59\u8bbe\u7f6e\u7b49\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u9002\u914d\u65b9\u6848\uff1a\u9ad8\u7aef\u96c6\u7fa4GPU\u4e91\u4e3b\u673a\uff08H100 80GB 4-8\u5361\u96c6\u7fa4\uff09\uff0c\u642d\u914dXeon Platinum 8490H CPU\u3001512GB-1TB DDR5\u5185\u5b58\u300116TB\u5206\u5e03\u5f0fSSD\uff0c\u652f\u6301InfiniBand\u9ad8\u901f\u4e92\u8054\uff0c\u7b97\u529b\u8986\u76d64000-8000 TFLOPS\uff0c\u53ef\u652f\u6491\u767e\u4eba\u4ee5\u4e0a\u540c\u65f6\u8c03\u7528Code Llama 70B\u7248\u672c\uff0c\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u63a7\u5236\u5728200ms\u4ee5\u5185\uff0c\u5177\u5907\u6545\u969c\u81ea\u52a8\u5207\u6362\u3001\u8d1f\u8f7d\u5747\u8861\u529f\u80fd\uff0c\u786e\u4fdd\u90e8\u7f72\u96f6\u4e2d\u65ad\u3002\u540c\u65f6\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b7\u00d724\u5c0f\u65f6\u8fd0\u7ef4\u652f\u6301\uff0c\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u22641\u5c0f\u65f6\uff0c\u642d\u914d\u6a21\u578b\u4f18\u5316\u670d\u52a1\uff0c\u5728\u4fdd\u8bc1\u4ee3\u7801\u751f\u6210\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u7b97\u529b\u5229\u7528\u7387\u63d0\u534730%-50%\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u5927\u89c4\u6a21\u90e8\u7f72\u6210\u672c\uff0c\u5df2\u6210\u529f\u4e3a\u591a\u5bb6\u79d1\u6280\u4f01\u4e1a\u63d0\u4f9bCode Llama\u5927\u89c4\u6a21\u96c6\u7fa4\u90e8\u7f72\u670d\u52a1\uff0c\u83b7\u5f97\u5e7f\u6cdb\u8ba4\u53ef\u3002<\/p>\n\n\n\n

\u56db\u3001\u90e8\u7f72Code Llama\u7684\u914d\u7f6e\u907f\u5751\u4e0e\u4f18\u5316\u6280\u5de7<\/h1>\n\n\n\n

\uff08\u4e00\uff09\u6838\u5fc3\u907f\u5751\u70b9<\/h2>\n\n\n\n

1. \u663e\u5b58\u4e0d\u662f\u8d8a\u5927\u8d8a\u597d\uff0c\u9700\u5339\u914d\u6a21\u578b\u53c2\u6570\uff1a\u76f2\u76ee\u8ffd\u6c42\u5927\u663e\u5b58\u4f1a\u9020\u6210\u6210\u672c\u6d6a\u8d39\uff0c\u4f8b\u5982\u90e8\u7f72Code Llama 7B\u91cf\u5316\u7248\uff0c24GB\u663e\u5b58\u8db3\u591f\uff0c\u65e0\u9700\u9009\u62e940GB\u4ee5\u4e0a\u663e\u5b58\u7684GPU\uff1b\u53cd\u4e4b\uff0c\u90e8\u7f7270B\u7248\u672c\uff0c\u82e5\u663e\u5b58\u4f4e\u4e8e64GB\uff0c\u4f1a\u76f4\u63a5\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u542f\u52a8\uff0c\u661f\u5b87\u667a\u7b97\u53ef\u6839\u636e\u6a21\u578b\u7248\u672c\uff0c\u7cbe\u51c6\u5339\u914d\u663e\u5b58\u914d\u7f6e\uff0c\u907f\u514d\u6d6a\u8d39\u4e0e\u4e0d\u8db3\u3002<\/p>\n\n\n\n

2. \u907f\u514d\u201c\u91cdGPU\u3001\u8f7bCPU\/\u5185\u5b58\u201d\uff1a\u90e8\u5206\u5f00\u53d1\u8005\u53ea\u5173\u6ce8GPU\u6027\u80fd\uff0c\u5ffd\u89c6CPU\u4e0e\u5185\u5b58\u914d\u7f6e\uff0c\u5bfc\u81f4\u6a21\u578b\u52a0\u8f7d\u7f13\u6162\u3001\u5e76\u53d1\u5361\u987f\u2014\u2014CPU\u8d1f\u8d23\u6570\u636e\u9884\u5904\u7406\uff0c\u5185\u5b58\u8d1f\u8d23\u53c2\u6570\u7f13\u5b58\uff0c\u4e8c\u8005\u9700\u4e0eGPU\u534f\u540c\uff0c\u5426\u5219\u4f1a\u51fa\u73b0\u201cGPU\u95f2\u7f6e\u3001CPU\u6ee1\u8f7d\u201d\u7684\u5c34\u5c2c\uff0c\u661f\u5b87\u667a\u7b97\u914d\u7f6e\u65b9\u6848\u5747\u7ecf\u8fc7\u534f\u540c\u4f18\u5316\uff0c\u786e\u4fddCPU\u3001GPU\u3001\u5185\u5b58\u6027\u80fd\u5339\u914d\uff0c\u65e0\u74f6\u9888\u3002<\/p>\n\n\n\n

3. \u5b58\u50a8\u4f18\u5148\u9009NVMe\u534f\u8baeSSD\uff1a\u673a\u68b0\u786c\u76d8\u6216SATA\u534f\u8baeSSD\u8bfb\u5199\u901f\u5ea6\u4e0d\u8db3\uff0c\u4f1a\u5bfc\u81f4\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u8fc7\u957f\uff08\u8d85\u8fc710\u5206\u949f\uff09\uff0c\u4e25\u91cd\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c\uff0cNVMe\u534f\u8baeSSD\u53ef\u5c06\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u7f29\u77ed\u81f33\u5206\u949f\u4ee5\u5185\uff0c\u661f\u5b87\u667a\u7b97\u6240\u6709\u914d\u7f6e\u5747\u91c7\u7528NVMe SSD\uff0c\u4fdd\u969c\u90e8\u7f72\u6548\u7387\u3002<\/p>\n\n\n\n

4. \u6ce8\u610f\u7cfb\u7edf\u4e0e\u6846\u67b6\u517c\u5bb9\u6027\uff1aUbuntu\u7cfb\u7edf\u5bf9Code Llama\u90e8\u7f72\u517c\u5bb9\u6027\u6700\u4f73\uff0cWindows\u7cfb\u7edf\u6613\u51fa\u73b0\u9a71\u52a8\u51b2\u7a81\u3001\u4f9d\u8d56\u5e93\u5b89\u88c5\u5931\u8d25\u7b49\u95ee\u9898\uff1b\u6846\u67b6\u7248\u672c\u9700\u4e25\u683c\u5339\u914d\uff0c\u5426\u5219\u4f1a\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u542f\u52a8\uff0c\u661f\u5b87\u667a\u7b97\u9884\u88c5\u517c\u5bb9\u7248\u7cfb\u7edf\u4e0e\u6846\u67b6\uff0c\u907f\u514d\u517c\u5bb9\u6027\u95ee\u9898\uff0c\u540c\u65f6\u63d0\u4f9b\u7248\u672c\u5347\u7ea7\u670d\u52a1\u3002<\/p>\n\n\n\n

\uff08\u4e8c\uff09\u914d\u7f6e\u4f18\u5316\u6280\u5de7<\/h2>\n\n\n\n

1. \u6a21\u578b\u91cf\u5316\u4f18\u5316\uff1a\u5bf9Code Llama\u8fdb\u884c4-bit\/8-bit\u91cf\u5316\uff0c\u53ef\u5728\u4e0d\u660e\u663e\u964d\u4f4e\u4ee3\u7801\u751f\u6210\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u663e\u5b58\u5360\u7528\u964d\u4f4e50%\u4ee5\u4e0a\uff0c\u4f8b\u598234B\u7248\u672c\u91cf\u5316\u540e\uff0c\u663e\u5b58\u9700\u6c42\u4ece63GB\u964d\u81f330GB\u5de6\u53f3\uff0c\u53ef\u9009\u7528\u66f4\u4f4e\u914d\u7f6e\u7684GPU\uff0c\u964d\u4f4e\u6210\u672c\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u514d\u8d39\u6a21\u578b\u91cf\u5316\u670d\u52a1\uff0c\u52a9\u529b\u7528\u6237\u964d\u672c\u589e\u6548\u3002<\/p>\n\n\n\n

2. \u591a\u5361\u5e76\u884c\u4f18\u5316\uff1a\u90e8\u7f7234B\/70B\u7248\u672c\u65f6\uff0c\u91c7\u7528\u591a\u5361\u5e76\u884c\u90e8\u7f72\uff0c\u53ef\u63d0\u5347\u5e76\u53d1\u80fd\u529b\u4e0e\u63a8\u7406\u901f\u5ea6\uff0c\u540c\u65f6\u907f\u514d\u5355\u5361\u6545\u969c\u5bfc\u81f4\u90e8\u7f72\u4e2d\u65ad\uff0c\u661f\u5b87\u667a\u7b97\u96c6\u7fa4\u914d\u7f6e\u652f\u6301\u591a\u5361\u5e76\u884c\uff0c\u4e14\u63d0\u4f9b\u5e76\u884c\u4f18\u5316\u6307\u5bfc\uff0c\u6700\u5927\u5316\u53d1\u6325\u96c6\u7fa4\u7b97\u529b\u3002<\/p>\n\n\n\n

3. \u7f13\u5b58\u4f18\u5316\uff1a\u5f00\u542f\u6a21\u578b\u53c2\u6570\u7f13\u5b58\uff0c\u51cf\u5c11\u91cd\u590d\u52a0\u8f7d\uff0c\u7f29\u77ed\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\uff1b\u540c\u65f6\u4f18\u5316\u5185\u5b58\u5206\u914d\uff0c\u907f\u514d\u5185\u5b58\u6d6a\u8d39\uff0c\u661f\u5b87\u667a\u7b97\u6280\u672f\u56e2\u961f\u53ef\u63d0\u4f9b\u9488\u5bf9\u6027\u4f18\u5316\u65b9\u6848\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u90e8\u7f72\u6027\u80fd\u3002<\/p>\n\n\n\n

4. \u5b9a\u671f\u7ef4\u62a4\uff1a\u53ca\u65f6\u66f4\u65b0GPU\u9a71\u52a8\u3001\u6846\u67b6\u7248\u672c\uff0c\u6e05\u7406\u65e0\u7528\u6570\u636e\uff0c\u786e\u4fdd\u670d\u52a1\u5668\u7a33\u5b9a\u8fd0\u884c\uff1b\u661f\u5b87\u667a\u7b97\u63d0\u4f9b7\u00d724\u5c0f\u65f6\u8fd0\u7ef4\u652f\u6301\uff0c\u5b9a\u671f\u8fdb\u884c\u670d\u52a1\u5668\u7ef4\u62a4\u4e0e\u4f18\u5316\uff0c\u65e0\u9700\u7528\u6237\u624b\u52a8\u64cd\u4f5c\uff0c\u7701\u5fc3\u7701\u529b\u3002<\/p>\n\n\n\n

\u4e94\u3001\u661f\u5b87\u667a\u7b97\uff1aCode Llama\u90e8\u7f72\u4f18\u9009\uff0c\u5168\u573a\u666f\u9002\u914d+\u5168\u6d41\u7a0b\u8d4b\u80fd<\/h1>\n\n\n\n

\u90e8\u7f72Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\uff0c\u6838\u5fc3\u662f\u201c\u9009\u5bf9\u914d\u7f6e\u3001\u7701\u5bf9\u6210\u672c\u3001\u4fdd\u969c\u7a33\u5b9a\u201d\uff0c\u800c\u661f\u5b87\u667a\u7b97\u51ed\u501f\u5168\u54c1\u7c7b\u4ea7\u54c1\u5e03\u5c40\u3001\u573a\u666f\u5316\u9002\u914d\u80fd\u529b\u3001\u5168\u6808\u5f0f\u670d\u52a1\u4f18\u52bf\uff0c\u6210\u4e3a\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u7684\u9996\u9009\u670d\u52a1\u5546\uff0c\u5b8c\u7f8e\u89e3\u51b3\u914d\u7f6e\u9009\u578b\u96be\u3001\u73af\u5883\u914d\u7f6e\u590d\u6742\u3001\u6210\u672c\u8fc7\u9ad8\u3001\u8fd0\u7ef4\u7e41\u7410\u7b49\u75db\u70b9\uff0c\u8ba9Code Llama\u90e8\u7f72\u66f4\u7b80\u5355\u3001\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u3002<\/p>\n\n\n\n

\u4ea7\u54c1\u9002\u914d\u4f18\u52bf\uff1a\u661f\u5b87\u667a\u7b97\u8986\u76d6\u8f7b\u91cf\u3001\u4f01\u4e1a\u3001\u96c6\u7fa4\u5168\u573a\u666fGPU\u4e91\u4e3b\u673a\uff0c\u4eceRTX 4090\u5165\u95e8\u7ea7\u5230H100\u9ad8\u7aef\u96c6\u7fa4\uff0c\u7cbe\u51c6\u5339\u914dCode Llama 7B\u300113B\u300134B\u300170B\u5404\u7248\u672c\u90e8\u7f72\u9700\u6c42\uff0c\u6240\u6709\u914d\u7f6e\u5747\u7ecf\u8fc7\u5b9e\u6d4b\u4f18\u5316\uff0c\u786e\u4fddCPU\u3001GPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u534f\u540c\u65e0\u74f6\u9888\uff0c\u6a21\u578b\u542f\u52a8\u5feb\u3001\u4ee3\u7801\u751f\u6210\u5ef6\u8fdf\u4f4e\uff0c\u540c\u65f6\u652f\u6301\u6309\u9700\u6269\u5bb9\uff0c\u907f\u514d\u8fc7\u5ea6\u914d\u7f6e\u9020\u6210\u7684\u6210\u672c\u6d6a\u8d39\u3002<\/p>\n\n\n\n

\u670d\u52a1\u8d4b\u80fd\u4f18\u52bf\uff1a\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u5168\u6d41\u7a0b\u90e8\u7f72\u670d\u52a1\uff0c\u4ece\u914d\u7f6e\u9009\u578b\u3001\u73af\u5883\u9884\u88c5\u3001\u6a21\u578b\u90e8\u7f72\uff0c\u5230\u540e\u671f\u8fd0\u7ef4\u3001\u4f18\u5316\u5347\u7ea7\uff0c\u4e00\u7ad9\u5f0f\u89e3\u51b3\u6240\u6709\u95ee\u9898\u2014\u2014\u9884\u88c5Ubuntu\u7cfb\u7edf\u3001PyTorch\u6846\u67b6\u53caCode Llama\u90e8\u7f72\u6240\u9700\u4f9d\u8d56\u5e93\uff0c\u5f00\u7bb1\u5373\u7528\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\uff1b\u63d0\u4f9b\u4e00\u5bf9\u4e00\u6280\u672f\u54a8\u8be2\uff0c\u6839\u636e\u7528\u6237\u9700\u6c42\uff08\u4eba\u6570\u3001\u6a21\u578b\u7248\u672c\u3001\u5e76\u53d1\u91cf\uff09\uff0c\u7cbe\u51c6\u5339\u914d\u914d\u7f6e\u65b9\u6848\uff1b7\u00d724\u5c0f\u65f6\u8fd0\u7ef4\u652f\u6301\uff0c\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u22641\u5c0f\u65f6\uff0c\u786e\u4fdd\u90e8\u7f72\u96f6\u4e2d\u65ad\uff1b\u514d\u8d39\u63d0\u4f9b\u6a21\u578b\u91cf\u5316\u3001\u5e76\u884c\u4f18\u5316\u7b49\u670d\u52a1\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3001\u964d\u4f4e\u6210\u672c\u3002<\/p>\n\n\n\n

\u6210\u672c\u4f18\u52bf\uff1a\u661f\u5b87\u667a\u7b97\u51ed\u501f\u89c4\u6a21\u6548\u5e94\u4e0e\u8d44\u6e90\u6574\u5408\u80fd\u529b\uff0c\u63a8\u51fa\u591a\u5143\u5316\u5f39\u6027\u8ba1\u8d39\u6a21\u5f0f\uff08\u5c0f\u65f6\u79df\u3001\u65e5\u79df\u3001\u6708\u79df\u3001\u5e74\u79df\uff09\uff0c\u5165\u95e8\u7ea7\u65f6\u79df\u4f4e\u81f30.3\u5143\uff0c\u4f01\u4e1a\u7ea7\u914d\u7f6e\u6708\u79df\u91d1\u8f83\u884c\u4e1a\u5747\u4ef7\u4f4e20%-22%\uff0c\u957f\u671f\u79df\u7528\u53ef\u4eab\u53d730%-50%\u6298\u6263\uff1b\u540c\u65f6\u652f\u6301\u6309\u9700\u6269\u5bb9\u7f29\u5bb9\uff0c\u65e0\u9690\u6027\u8d39\u7528\uff0c\u7528\u6237\u53ef\u6839\u636e\u4f7f\u7528\u9700\u6c42\u7075\u6d3b\u8c03\u6574\uff0c\u6700\u5927\u5316\u964d\u4f4e\u6210\u672c\u3002\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u4f01\u4e1a\u4f7f\u7528\u5176GPU\u4e91\u4e3b\u673a\u90e8\u7f72Code Llama\uff0c\u8f83\u81ea\u5efa\u670d\u52a1\u5668\uff0c\u521d\u671f\u6295\u5165\u964d\u4f4e80%\uff0c\u5e74\u8fd0\u7ef4\u6210\u672c\u964d\u4f4e60%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

\u622a\u81f3\u76ee\u524d\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u7d2f\u8ba1\u4e3a10\u4e07+\u4e2a\u4eba\u5f00\u53d1\u8005\u3001400+\u4f01\u4e1a\u63d0\u4f9bCode Llama\u7b49\u4ee3\u7801\u52a9\u624b\u90e8\u7f72\u670d\u52a1\uff0c\u6db5\u76d6\u4e92\u8054\u7f51\u3001\u91d1\u878d\u3001\u5236\u9020\u3001\u79d1\u7814\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u51ed\u501f\u7a33\u5b9a\u7684\u6027\u80fd\u3001\u9ad8\u6027\u4ef7\u6bd4\u7684\u4ea7\u54c1\u4e0e\u4e13\u4e1a\u7684\u670d\u52a1\uff0c\u83b7\u5f97\u7528\u6237\u5e7f\u6cdb\u8ba4\u53ef\uff0c\u6210\u4e3aCode Llama\u90e8\u7f72\u7684\u6807\u6746\u670d\u52a1\u5546\uff0c\u52a9\u529b\u66f4\u591a\u7528\u6237\u9ad8\u6548\u843d\u5730\u4ee3\u7801\u52a9\u624b\uff0c\u63d0\u5347\u7814\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n

\u516d\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h1>\n\n\n\n

\u968f\u7740Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\u7684\u666e\u53ca\uff0c\u672c\u5730\u5316\u90e8\u7f72\u5df2\u6210\u4e3a\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u7684\u6838\u5fc3\u9700\u6c42\uff0c\u800c\u670d\u52a1\u5668\u914d\u7f6e\u4f5c\u4e3a\u90e8\u7f72\u7684\u6838\u5fc3\u652f\u6491\uff0c\u76f4\u63a5\u51b3\u5b9a\u4f7f\u7528\u4f53\u9a8c\u4e0e\u6210\u672c\u63a7\u5236\u3002\u4e0d\u540c\u53c2\u6570\u7248\u672c\u3001\u4e0d\u540c\u90e8\u7f72\u573a\u666f\uff0c\u5bf9\u670d\u52a1\u5668\u7684GPU\u3001CPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u914d\u7f6e\u8981\u6c42\u5dee\u5f02\u663e\u8457\uff0c\u76f2\u76ee\u9009\u578b\u53ea\u4f1a\u5bfc\u81f4\u201c\u90e8\u7f72\u5931\u8d25\u3001\u6210\u672c\u6d6a\u8d39\u201d\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u539f\u5219\u662f\uff1a\u201c\u6309\u9700\u9009\u578b\u3001\u534f\u540c\u9002\u914d\u3001\u6210\u672c\u53ef\u63a7\u201d\u2014\u2014\u4e2a\u4eba\u5f00\u53d1\u8005\u4f18\u5148\u9009\u62e9\u8f7b\u91cf\u914d\u7f6e\uff0c\u4f01\u4e1a\u56e2\u961f\u6839\u636e\u5e76\u53d1\u4eba\u6570\u4e0e\u6a21\u578b\u7248\u672c\u9009\u62e9\u4f01\u4e1a\u7ea7\u914d\u7f6e\uff0c\u5927\u89c4\u6a21\u8c03\u7528\u9009\u62e9\u96c6\u7fa4\u914d\u7f6e\uff0c\u540c\u65f6\u501f\u52a9\u6a21\u578b\u91cf\u5316\u3001\u591a\u5361\u5e76\u884c\u7b49\u4f18\u5316\u6280\u5de7\uff0c\u5e73\u8861\u6027\u80fd\u4e0e\u6210\u672c\u3002\u661f\u5b87\u667a\u7b97\u4f5c\u4e3a\u884c\u4e1a\u6807\u6746\u54c1\u724c\uff0c\u51ed\u501f\u5168\u573a\u666f\u9002\u914d\u7684\u4ea7\u54c1\u3001\u5168\u6d41\u7a0b\u7684\u670d\u52a1\u4e0e\u9ad8\u6027\u4ef7\u6bd4\u7684\u4f18\u52bf\uff0c\u4e3a\u4e0d\u540c\u9700\u6c42\u7684\u7528\u6237\u63d0\u4f9b\u7cbe\u51c6\u7684\u914d\u7f6e\u65b9\u6848\uff0c\u89e3\u51b3\u90e8\u7f72\u75db\u70b9\uff0c\u8ba9Code Llama\u7b49\u4ee3\u7801\u52a9\u624b\u5feb\u901f\u843d\u5730\uff0c\u52a9\u529b\u5f00\u53d1\u8005\u63d0\u5347\u7814\u53d1\u6548\u7387\u3001\u4f01\u4e1a\u964d\u4f4e\u7814\u53d1\u6210\u672c\u3002<\/p>\n\n\n\n

\u672a\u6765\uff0c\u968f\u7740\u4ee3\u7801\u751f\u6210\u6a21\u578b\u7684\u6301\u7eed\u8fed\u4ee3\uff0cCode Llama\u7b49\u5de5\u5177\u7684\u529f\u80fd\u5c06\u4e0d\u65ad\u5b8c\u5584\uff0c\u5bf9\u670d\u52a1\u5668\u914d\u7f6e\u7684\u8981\u6c42\u4e5f\u5c06\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u8f7b\u91cf\u5316\u3001\u9ad8\u6548\u5316\u3001\u4f4e\u6210\u672c\u5316\u5c06\u6210\u4e3a\u90e8\u7f72\u8d8b\u52bf\u3002\u661f\u5b87\u667a\u7b97\u5c06\u6301\u7eed\u6df1\u8015GPU\u7b97\u529b\u670d\u52a1\u9886\u57df\uff0c\u7d27\u8ddf\u6a21\u578b\u8fed\u4ee3\u6b65\u4f10\uff0c\u4f18\u5316\u914d\u7f6e\u65b9\u6848\u3001\u63d0\u5347\u670d\u52a1\u8d28\u91cf\uff0c\u63a8\u51fa\u66f4\u591a\u9002\u914d\u4ee3\u7801\u52a9\u624b\u90e8\u7f72\u7684\u4ea7\u54c1\u4e0e\u670d\u52a1\uff0c\u52a9\u529b\u66f4\u591a\u7528\u6237\u6293\u4f4f\u4ee3\u7801\u751f\u6210\u6280\u672f\u7684\u7ea2\u5229\uff0c\u5b9e\u73b0\u7814\u53d1\u6548\u7387\u7684\u8de8\u8d8a\u5f0f\u63d0\u5347\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981\uff1a\u968f\u7740Code Llama\u3001CodeGeeX\u7b49\u4ee3\u7801\u751f\u6210\u52a9…<\/p>\n","protected":false},"author":2,"featured_media":4067,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4064","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":48,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/4064","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=4064"}],"version-history":[{"count":1,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/4064\/revisions"}],"predecessor-version":[{"id":4070,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/4064\/revisions\/4070"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/4067"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=4064"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=4064"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=4064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}