{"id":1440,"date":"2024-03-17T00:44:22","date_gmt":"2024-03-16T16:44:22","guid":{"rendered":"http:\/\/www.ccwifi.cc\/blogs\/?p=1440"},"modified":"2024-03-17T00:44:22","modified_gmt":"2024-03-16T16:44:22","slug":"linux%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%89%e8%a3%85cudacudnn%e6%98%be%e5%8d%a1%e9%a9%b1%e5%8a%a8%e5%92%8cpytorch%e8%b6%85%e8%af%a6%e7%bb%86%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.ccwifi.cc\/blogs\/2024\/03\/17\/linux%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%89%e8%a3%85cudacudnn%e6%98%be%e5%8d%a1%e9%a9%b1%e5%8a%a8%e5%92%8cpytorch%e8%b6%85%e8%af%a6%e7%bb%86%e6%b5%81%e7%a8%8b\/","title":{"rendered":"Linux\u670d\u52a1\u5668\u5b89\u88c5cuda,cudnn\uff0c\u663e\u5361\u9a71\u52a8\u548cpytorch\u8d85\u8be6\u7ec6\u6d41\u7a0b"},"content":{"rendered":"<div>\n<p>\u5728\u7ebfwifi\u8dd1\u5305 \u91d1\u521a\u5305\u8dd1\u5305 cap\u8dd1\u5305 hccapx ewsa\u5728\u7ebf \u5c31\u6765 <strong><a href=\"https:\/\/ccwifi.cc\" target=\"_blank\" rel=\"noopener\">\u63e1\u624b\u5305\u8dd1\u5305<\/a><\/strong><\/p>\n<p>\u5404\u4f4d\u597d \u53c8\u89c1\u9762\u4e86 \u6211\u662f\u66f9\u64cd \u4eca\u5929\u7ed9\u5927\u5bb6\u5e26\u6765\u4e00\u7bc7\u65b0\u7684\u6559\u7a0b<\/p>\n<p>\u5e0c\u671b\u5404\u4f4d\u7ec6\u5fc3\u5b66\u4e60 \u4f4e\u8c03\u7528\u7f51<\/p>\n<\/div>\n<p><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_0.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_1.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_4.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><\/p>\n<p>\u5982\u679c\u60a8\u5df2\u7ecf\u5b89\u88c5\u4e86\u76f8\u5e94\u7684\u663e\u5361\u9a71\u52a8\uff0c\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4nvidia-smi\u6765\u68c0\u67e5\u5b89\u88c5\u7684\u663e\u5361\u9a71\u52a8\u4fe1\u606f\u3002\u8981\u9009\u62e9\u9002\u5408\u64cd\u4f5c\u7cfb\u7edf\u7248\u672c\u7684\u663e\u5361\u9a71\u52a8\u8fdb\u884c\u5b89\u88c5\u3002\u5728\u8bb8\u591a\u9a71\u52a8\u5b89\u88c5\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u4f7f\u7528\u591a\u4e2a\u7248\u672c\u7684gcc\u548cg++\u7f16\u8bd1\u5668\u3002\u6839\u636e\u7ecf\u9a8c\uff0c\u5bf9\u4e8eCUDA 10.1\uff0c\u53ef\u4ee5\u9009\u62e94.8-5.4\u4e4b\u95f4\u7684\u7248\u672c\uff0c\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u3002\u4e0b\u9762\u662f\u5173\u4e8e\u5b89\u88c5\u591a\u4e2a\u7248\u672c\u7684gcc\u548cg++\u7684\u8be6\u7ec6\u8bf4\u660e\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u67e5\u770b\u5df2\u5b89\u88c5\u7684gcc\u548cg++\u7248\u672c\uff1agcc &#8211;version\u548cg++ &#8211;version\u3002\u7136\u540e\uff0c\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5\u65b0\u7684\u6216\u591a\u4e2a\u7248\u672c\u7684gcc\u548cg++\uff1a<\/p>\n<ol>\n<li>\u6dfb\u52a0\u66f4\u65b0\u7684\u4ed3\u5e93\uff1asudo add-apt-repository ppa:ubuntu-toolchain-r\/test<\/li>\n<li>\u66f4\u65b0\u8f6f\u4ef6\u5305\uff1asudo apt-get update\u548csudo apt-get upgrade<\/li>\n<li>\u5b89\u88c5\u6240\u9700\u7248\u672c\u7684gcc\u548cg++\uff1asudo apt-get install gcc-4.9\u548csudo apt-get install g++-4.9\uff08\u6839\u636e\u9700\u8981\u4fee\u6539\u7248\u672c\u53f7\uff09<\/li>\n<li>\u5c06\u65b0\u5b89\u88c5\u7684gcc\u548cg++\u6ce8\u518c\u5230\u7cfb\u7edf\u4e2d\uff1asudo update-alternatives &#8211;install \/usr\/bin\/gcc gcc \/usr\/bin\/gcc-4.9 20\u548csudo update-alternatives &#8211;install \/usr\/bin\/g++ g++ \/usr\/bin\/g++-4.9 20<\/li>\n<li>\u9009\u62e9\u9ed8\u8ba4\u7684gcc\u548cg++\u7248\u672c\uff1asudo update-alternatives &#8211;config gcc\u548csudo update-alternatives &#8211;config g++\uff08\u6839\u636e\u63d0\u793a\u8fdb\u884c\u9009\u62e9\uff0c\u5982\u679c\u9700\u8981\uff0c\u4f7f\u7528sudo\u6743\u9650\uff09<\/li>\n<\/ol>\n<pre><code>blacklist nouveau\nblacklist lbm-nouveau\noptions nouveau modeset=0\nalias nouveau off\nalias lbm-nouveau off\n<\/code><\/pre>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u9009\u62e94.8-5.4\u4e4b\u95f4\u7684\u7248\u672c\u7f16\u8bd1\u5668\u5373\u53ef\u3002\u5982\u679c\u4ecd\u7136\u51fa\u73b0\u9519\u8bef\uff0c\u8bf7\u9996\u5148\u5c1d\u8bd5\u5378\u8f7d\u663e\u5361\u9a71\u52a8\u5e76\u91cd\u65b0\u5b89\u88c5\u663e\u5361\u9a71\u52a8\uff0c\u8fd9\u662f\u6700\u9ad8\u6210\u529f\u7387\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u9a71\u52a8\u5b89\u88c5\uff1a\u5982\u679c\u9700\u8981\u5b89\u88c5\u663e\u5361\u9a71\u52a8\uff0c\u8bf7\u5148\u5378\u8f7d\u65e7\u7248\u672c\u7684\u663e\u5361\u9a71\u52a8\uff1asudo apt-get remove &#8211;purge nvidia*\u3002\u6b64\u5916\uff0c\u5728\u5b89\u88c5\u4e4b\u524d\uff0c\u9700\u8981\u7981\u7528nouveau\u9a71\u52a8\uff1asudo vim \/etc\/modprobe.d\/blacklist.conf\uff0c\u5728\u6587\u4ef6\u672b\u5c3e\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_5.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><\/p>\n<p>\u68c0\u67e5\u64cd\u4f5c\u662f\u5426\u6210\u529f\uff1alsmod | grep nouveau\uff0c\u5982\u679c\u6ca1\u6709\u663e\u793a\u4efb\u4f55\u5185\u5bb9\uff0c\u5219\u8868\u793a\u7981\u7528\u6210\u529f\u3002\u663e\u5361\u9a71\u52a8\u7684\u5b89\u88c5\u76f8\u5bf9\u7b80\u5355\uff0c\u76f4\u63a5\u4ece\u5b98\u7f51\u4e0b\u8f7d\u76f8\u5e94\u7684\u9a71\u52a8\u3002\u8bf7\u6ce8\u610f\uff0c\u5728\u9a71\u52a8\u4e0b\u8f7d\u9875\u9762\u4e2d\uff0c\u9009\u62e9\u9002\u7528\u4e8eLinux 64\u4f4d\u64cd\u4f5c\u7cfb\u7edf\u7684\u7248\u672c\u3002\u4e0b\u8f7d\u5b8c\u6210\u540e\uff0c\u5c06\u9a71\u52a8\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u5e76\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1asudo .\/NVIDIA-Linux-x86_64-430.34.run\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528nvidia-smi\u547d\u4ee4\u8fdb\u884c\u68c0\u67e5\u3002<\/p>\n<p>CUDA\u5b89\u88c5\u548ccudnn\u5b89\u88c5\uff1aCUDA\u662f\u7528\u4e8eGPU\u8ba1\u7b97\u7684\u5e73\u53f0\uff0c\u6839\u636e\u9700\u8981\u5b89\u88c5\u76f8\u5e94\u7248\u672c\u7684CUDA\u3002\u8bf7\u6ce8\u610f\uff0c\u5728\u5b89\u88c5\u663e\u5361\u9a71\u52a8\u65f6\u9009\u62e9\u76f8\u5e94\u7684CUDA\u7248\u672c\uff0c\u5e76\u4fdd\u6301\u4e0e\u5b89\u88c5\u7684CUDA\u7248\u672c\u4e00\u81f4\u3002\u4e0b\u8f7d\u76f8\u5e94\u7248\u672c\u7684CUDA\uff0c\u5e76\u5c06\u5176\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u8fdb\u884c\u5b89\u88c5\uff1asudo sh cuda<em>10.0.130<\/em>410.48_linux.run\u3002\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u7684\u9009\u62e9\u9879\u5305\u62ec\u5b89\u88c5nvidia accelerated graphics driver\uff08\u9009\u62e9n\uff0c\u56e0\u4e3a\u6211\u4eec\u5df2\u7ecf\u5b89\u88c5\u8fc7\uff09\u548c\u5176\u4ed6\u9009\u9879\u9009\u62e9yes\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528nvcc -V\u547d\u4ee4\u8fdb\u884c\u68c0\u67e5\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_9.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u5982\u679c\u63d0\u793a\u627e\u4e0d\u5230\u76f8\u5e94\u7684\u547d\u4ee4\uff0c\u9700\u8981\u8fdb\u884c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u3002\u6839\u636e\u5047\u8bbe\u5efa\u7acb\u7684CUDA\u8f6f\u8fde\u63a5\u65b9\u5f0f\u8fdb\u884c\u914d\u7f6e\uff1asudo vim ~\/.bashrc\uff0c\u5e76\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code>sudo rm -rf cuda # \u5220\u9664\u65e7\u7248\u672c\u7684\u8f6f\u8fde\u63a5\nsudo ln -s \/usr\/local\/cuda-9.1 \/usr\/local\/cuda  # \u5efa\u7acb\u65b0\u7248\u672c\u7684\u8f6f\u8fde\u63a5\uff0c\u524d\u9762\u7684\u8def\u5f84\u662f\u9700\u8981\u7684\u7248\u672c\u7684cuda\u7684\u5b89\u88c5\u8def\u5f84\u3002\n<\/code><\/pre>\n<p>\u7136\u540e\u4f7f\u7528source ~\/.bashrc\u4f7f\u5176\u751f\u6548\u3002\u5bf9\u4e8e\u591a\u4e2aCUDA\u7248\u672c\u7684\u7ba1\u7406\uff0c\u53ef\u4ee5\u901a\u8fc7\u5220\u9664\u65e7\u7684\u8f6f\u8fde\u63a5\u5e76\u5efa\u7acb\u65b0\u7684\u8f6f\u8fde\u63a5\u6765\u5b9e\u73b0\u7248\u672c\u5207\u6362\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_13.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><\/p>\n<pre><code>cp  cudnn-10.0-linux-x64-v7.3.0.29.solitairetheme8 cudnn-10.0-linux-x64-v7.3.0.29.tgz # \u6362\u540e\u7f00\ntar -xvf cudnn-8.0-linux-x64-v5.1.tgz  # \u89e3\u538b\n<\/code><\/pre>\n<p>\u5b89\u88c5\u76f8\u5e94\u7684cudnn\uff1a\u6839\u636eCUDA\u7248\u672c\u9009\u62e9\u76f8\u5e94\u7684cudnn\u8fdb\u884c\u5b89\u88c5\u3002\u4e0b\u8f7d\u89e3\u538b\u540e\uff0c\u5c06cudnn\u6587\u4ef6\u5939\u590d\u5236\u5230\u5bf9\u5e94\u7684CUDA\u5b89\u88c5\u8def\u5f84\u4e2d\uff08\u8fd9\u6837\u5efa\u7acb\u8f6f\u8fde\u63a5\u65f6\u624d\u80fd\u8bfb\u53d6\u5230cudnn\u6587\u4ef6\uff09\u3002<\/p>\n<pre><code>sudo cp cuda\/include\/cudnn.h    \/usr\/local\/cuda-xx.x\/include # \u586b\u5199\u5bf9\u5e94\u7684\u7248\u672c\u7684cuda\u8def\u5f84\nsudo cp cuda\/lib64\/libcudnn*    \/usr\/local\/cuda-xx.x\/lib64   # \u586b\u5199\u5bf9\u5e94\u7684\u7248\u672c\u7684cuda\u8def\u5f84\nsudo chmod a+r \/usr\/local\/cuda-xx.xx\/include\/cudnn.h   \/usr\/local\/cuda-xx.xx\/lib64\/libcudnn*\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"http:\/\/www.ccwifi.cc\/blogs\/wp-content\/uploads\/2024\/03\/1710607459863_14.png\" alt=\"hashcat\u5982\u4f55\u5b89\u88c5\u663e\u5361\u9a71\u52a8\"><\/p>\n<p>\u89e3\u538b\u540e\uff0c\u5f97\u5230\u4e00\u4e2acuda\u6587\u4ef6\u5939\u3002\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5cudnn\uff08\u5c06cudnn\u5b89\u88c5\u5230\u771f\u5b9e\u7684CUDA\u5b89\u88c5\u8def\u5f84\u4e2d\uff09\uff1a<\/p>\n<p>\u5982\u679c\u60a8\u559c\u6b22\u4f7f\u7528deb\u5b89\u88c5\u65b9\u5f0f\uff0c\u8bf7\u53c2\u8003\u5b98\u65b9\u6587\u6863\u3002\u5982\u679c\u4ee5\u4e0a\u6b65\u9aa4\u4ecd\u7136\u51fa\u9519\uff0c\u5efa\u8bae\u91cd\u65b0\u5378\u8f7d\u663e\u5361\u9a71\u52a8\u5e76\u91cd\u65b0\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<p>\u4e86\u89e3\u548c\u5b89\u88c5Anaconda\uff1a\u4f7f\u7528Anaconda\u8fdb\u884cPython\u73af\u5883\u7ba1\u7406\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4ece\u5b98\u65b9\u4ed3\u5e93\u4e0b\u8f7d\u9002\u7528\u4e8e\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u7684Anaconda\u7248\u672c\uff0c\u5e76\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1abash Anaconda3-5.0.1-Linux-x86<em>64.sh\u3002\u5b89\u88c5\u8fc7\u7a0b\u4e2d\uff0c\u540c\u610f\u5c06\u5b89\u88c5\u8def\u5f84\u6dfb\u52a0\u5230\u73af\u5883\u53d8\u91cf\u914d\u7f6e\u6587\u4ef6\u4e2d\u3002\u4f7f\u7528source ~\/.bashrc\u4f7f\u5176\u751f\u6548\u3002\u7136\u540e\u53ef\u4ee5\u521b\u5efa\u65b0\u7684\u73af\u5883\u5e76\u6fc0\u6d3b\uff1aconda create -n your<\/em>name python=your<em>version\u548csource activate your<\/em>name\u3002<\/p>\n<p>PyTorch\u5b89\u88c5\uff1a\u4ecePyTorch\u5b98\u7f51\u4e0b\u8f7d\u9002\u7528\u4e8e\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u548cCUDA\u7248\u672c\u7684PyTorch\uff0c\u5e76\u6839\u636e\u751f\u6210\u7684\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528torch.cuda.is_available()\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5982\u679c\u8f93\u51fa\u4e3afalse\uff0c\u5219\u8868\u793a\u4e4b\u524d\u7684\u9a71\u52a8\u6216CUDA\u5b89\u88c5\u5b58\u5728\u95ee\u9898\uff0c\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\u9a71\u52a8\u3002\u53ef\u4ee5\u5c1d\u8bd5\u5378\u8f7d\u5e76\u91cd\u65b0\u5b89\u88c5\u663e\u5361\u9a71\u52a8\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Linux\u670d\u52a1\u5668\u5b89\u88c5cuda,cudnn\uff0c\u663e\u5361\u9a71\u52a8\u548cpytorch\u8d85\u8be6\u7ec6\u6d41\u7a0bnvidia-smi\u5982\u679c\u5df2\u7ecf\u5b89\u88c5\u4e86\u5bf9\u5e94\u7684\u663e\u5361\u9a71\u52a8\u7684\u8bdd\u53ef\u4ee5\u91c7\u7528\u8fd9\u4e2a\u547d\u4ee4\u3002cat 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