{"id":29,"date":"2023-12-18T15:01:01","date_gmt":"2023-12-18T07:01:01","guid":{"rendered":"http:\/\/blog.thirdbody.cn\/?p=29"},"modified":"2023-12-18T15:06:00","modified_gmt":"2023-12-18T07:06:00","slug":"ubuntu%e9%85%8d%e7%bd%aecuda%e7%8e%af%e5%a2%83%e4%ba%8c%ef%bc%9a%e5%ae%89%e8%a3%85cuda%e5%92%8ccudnn","status":"publish","type":"post","link":"http:\/\/blog.thirdbody.cn\/index.php\/2023\/12\/18\/ubuntu%e9%85%8d%e7%bd%aecuda%e7%8e%af%e5%a2%83%e4%ba%8c%ef%bc%9a%e5%ae%89%e8%a3%85cuda%e5%92%8ccudnn\/","title":{"rendered":"ubuntu\u914d\u7f6ecuda\u73af\u5883\u4e8c\uff1a\u5b89\u88c5cuda\u548ccudnn"},"content":{"rendered":"<h4>\u51c6\u5907\u5de5\u4f5c\uff1a\u786e\u5b9a\u8981\u5b89\u88c5\u7684cuda\u548ccudnn\u7248\u672c<\/h4>\n<ul>\n<li>\n<p>\u8f93\u5165\u547d\u4ee4<code>nvidia-settings<\/code>\u53ef\u4ee5\u67e5\u8be2\u5b89\u88c5\u7684NVIDIA\u9a71\u52a8\u7248\u672c\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/nvidia_driver.png\" alt=\"\" \/><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.nvidia.com\/cuda\/cuda-toolkit-release-notes\/index.html\">cuda\u7248\u672c\u4e0eNVIDIA\u9a71\u52a8\u7248\u672c\u7684\u5bf9\u5e94\u5173\u7cfb<\/a><\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cuda_driver_version.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/tensorflow.google.cn\/install\/source_windows?hl=en#gpu\">cuda\u7248\u672c\u4e0eTensorFlow(GPU)\u7248\u672c\u7684\u5bf9\u5e94\u5173\u7cfb<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cuda_tensorflowGPU_version.png\" alt=\"\" \/><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/pytorch.org\/get-started\/previous-versions\/\">cuda\u7248\u672c\u4e0ePyTorch(GPU)\u7248\u672c\u7684\u5bf9\u5e94\u5173\u7cfb<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cuda_Pytorch_version.png\" alt=\"\" \/><\/p>\n<\/li>\n<\/ul>\n<p><code>\u5728\u6b64\uff0c\u7b14\u8005\u9009\u62e9cuda1.0\u7684\u7248\u672c\uff0c(\u4e0d\u8981\u9009\u62e9\u5f88\u9ad8\u7684\u7248\u672c\uff0c\u5bb9\u6613\u51fa\u73b0\u5176\u4ed6\u5305\u7248\u672c\u4e0d\u652f\u6301\u7684\u95ee\u9898)<\/code><\/p>\n<h3>1. gcc\u548cg++\u7248\u672c\u964d\u7ea7<\/h3>\n<ul>\n<li>\n<p>\u67e5\u8be2\u5f53\u524d\u7cfb\u7edf\u7684gcc\u548cg++\u7248\u672c\uff1a<code>gcc --version<\/code>\u3001<code>g++ --version<\/code>\uff0ccuda10.1\u8981\u6c42gcc\u7248\u672c\u4e3agcc-7\uff0cg++\u7248\u672c\u4e3ag++ --7<\/p>\n<p>\u800cubuntu20.04\u9ed8\u8ba4\u5b89\u88c5\u7684\u7248\u672c\u4e3agcc-9.3\uff0c\u6545\u9700\u8981\u518d\u5b89\u88c5\u4e00\u4e0b7.0\u7684\u7248\u672c\uff1a<\/p>\n<pre><code class=\"language-shell\">sudo apt-get install gcc-7, g++-7<\/code><\/pre>\n<p>\u6b64\u65f6\u6267\u884c\u547d\u4ee4<code>ls \/usr\/bin\/gcc*<\/code>\uff0c\u53ef\u4ee5\u770b\u5230\u6709\u591a\u4e2agcc\u7248\u672c<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/gccEdition.png\" alt=\"\" \/><\/p>\n<\/li>\n<li>\n<p>\u5207\u6362gcc\u548cg++\u9ed8\u8ba4\u7248\u672c<\/p>\n<pre><code class=\"language-shell\">#\u8fdb\u884cgcc\u7248\u672c\u7684\u5207\u6362\nsudo update-alternatives --install \/usr\/bin\/gcc gcc \/usr\/bin\/gcc-7 2\nsudo update-alternatives --install \/usr\/bin\/gcc gcc \/usr\/bin\/gcc-9 1\n#\u540e\u9762\u7684\u6570\u5b57\u4e3a\u4f18\u5148\u7ea7\uff0c\u6570\u5b57\u8d8a\u5927\u4f18\u5148\u7ea7\u8d8a\u9ad8\n#\u67e5\u770b\u8bbe\u7f6e\u7684\u4f18\u5148\u7ea7\nsudo update-alternatives --config gcc\n#\u6216\u8005\nsudo update-alternatives --display gcc\n#\u540c\u7406g++\u4e5f\u9700\u8981\u8bbe\u7f6e\nsudo update-alternatives --install \/usr\/bin\/g++ g++ \/usr\/bin\/g++-7 2\nsudo update-alternatives --install \/usr\/bin\/g++ g++ \/usr\/bin\/g++-9 1\n#\u663e\u793ag++\u4f18\u5148\u7ea7\nsudo update-alternatives --display g++\n#\u6700\u540e\u786e\u4fdd\u6210\u529f\u67e5\u770b\u4e00\u4e0bgcc\u7248\u672c\ngcc -v<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/gccVersion.png\" alt=\"\" \/><\/p>\n<p>\u6b64\u5904\u6253\u5370gcc\u7248\u672c\u4e3a7.5.0\uff0c\u8868\u660e\u5207\u6362\u6210\u529f<\/p>\n<\/li>\n<\/ul>\n<h3>2. \u5b89\u88c5cuda<\/h3>\n<ul>\n<li>\n<p><a href=\"https:\/\/developer.nvidia.com\/cuda-10.1-download-archive-base\">\u5b98\u7f51<\/a>\u4e0b\u8f7d\u5bf9\u5e94\u7684cuda\u7248\u672c<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cudaDowmload.png\" alt=\"\" \/><\/p>\n<\/li>\n<li>\n<p>\u8fdb\u5165\u5230\u4f60\u4e0b\u597d\u7684\u6587\u4ef6\u5939\u5185\uff0c\u6253\u5f00\u7ec8\u7aef\uff1asudo sh cuda_10.1.105_418.39_linux.run\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u4e2d\u9014\u62a5\u9519\u4fe1\u606f\u4e3a\uff1aInstallation failed. See log at \/var\/log\/cuda-installer.log for details\uff0c<br \/>\n\u5c06\u6307\u4ee4\u6539\u4e3asudo sh cuda_10.1.243_418.87.00_linux.run --librarypath=\/usr\/local\/cuda-10.1\uff0c\u91cd\u65b0\u8fd0\u884c\u3002\u64cd\u4f5c\u548c\u4e0a\u9762\u7684\u76f8\u540c\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5f53\u5b89\u88c5\u754c\u9762\u542f\u52a8\uff0c\u9009\u62e9continue\uff1b<\/p>\n<\/li>\n<li>\n<p>\u952e\u5165accept<\/p>\n<\/li>\n<li>\n<p>CUDA\u5b89\u88c5\u5305\u662f\u81ea\u5e26\u663e\u5361\u9a71\u52a8\u7684\uff0c\u7531\u4e8e\u4f60\u5df2\u7ecf\u6709\u4e86NVIDIA\u663e\u5361\u9a71\u52a8\uff0c\u5982\u679c\u4e0d\u60f3\u5b89\u88c5CUDA 10.1\u4e2d\u9644\u5e26\u7684\u9a71\u52a8\uff0c\u79fb\u52a8\u5230Driver\u9009\u9879\u4e0a\uff0c\u6309\u7a7a\u683c\u952e\u5c06\u8be5\u9879\u53d6\u6d88\u3002\u7136\u540e\uff0c\u79fb\u52a8\u5230Install\u9009\u9879\uff0c\u56de\u8f66\uff0c\u7b49\u5f85\u5b89\u88c5\u5b8c\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u914d\u7f6e\u73af\u5883\u53d8\u91cf: <code>sudo gedit ~\/.bashrc<\/code>\uff0c\u5728\u6587\u4ef6\u7684\u6700\u540e\u52a0\u4e0a\u4ee5\u4e0b\u5185\u5bb9<\/p>\n<pre><code class=\"language-shell\">export PATH=$PATH:\/usr\/local\/cuda\/bin  \nexport LD_LIBRARY_PATH=$LD_LIBRARY_PATH:\/usr\/local\/cuda\/lib64  \nexport LIBRARY_PATH=$LIBRARY_PATH:\/usr\/local\/cuda\/lib64\n\n# \u6216\u8005\nexport LD_LIBRARY_PATH=$LD_LIBRARY_PATH:\/usr\/local\/cuda\/lib64\nexport PATH=$PATH:\/usr\/local\/cuda\/bin\nexport CUDA_HOME=$CUDA_HOME:\/usr\/local\/cuda<\/code><\/pre>\n<\/li>\n<li>\n<p><code>source ~\/.bashrc<\/code>\uff0c\u4f7f\u914d\u7f6e\u751f\u6548\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u540e\uff0c\u6267\u884c\u547d\u4ee4<code>nvcc- V<\/code>\uff0c\u5982\u4e0b\u56fe\u5c31\u8868\u660ecuda\u5b89\u88c5\u6210\u529f\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/nvcc-V.png\" alt=\"\" \/><\/p>\n<\/li>\n<\/ul>\n<h3>3. \u5b89\u88c5cudnn<\/h3>\n<ul>\n<li>\n<p>\u53bb<a href=\"https:\/\/developer.nvidia.com\/rdp\/cudnn-archive\">\u5b98\u7f51<\/a>\u4e0b\u8f7d\u5bf9\u5e94\u7248\u672c\u7684cudnn(\u7b14\u8005\u5b89\u88c5\u7684\u7248\u672c\u4e3a765\uff0c\u6709NVIDIA\u8d26\u53f7\u5c31\u6ce8\u518c\u4e00\u4e2a)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cudnnDownload.png\" alt=\"\" \/><\/p>\n<p>\u6b64\u5904\u7b14\u8005\u4e0b\u8f7d\u7684\u662fcuDNN Library for Linux<\/p>\n<\/li>\n<li>\n<p>\u89e3\u538b\u4e0b\u8f7d\u7684\u538b\u7f29\u5305\uff1a<\/p>\n<pre><code class=\"language-shell\">tar zxvf .\/cudnn-10.1-linux-x64-v7.6.5.32.tgz -C .\/ <\/code><\/pre>\n<\/li>\n<li>\n<p>\u5c06\u4ee5\u4e0b\u6587\u4ef6\u62f7\u8d1d\u5230cuda\u76f8\u5e94\u7684\u76ee\u5f55\u4e0b<\/p>\n<pre><code class=\"language-shell\">#\u8f93\u5165\u5bc6\u7801\n#\u4e4b\u540e\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff0c\u53ef\u4ee5\u5e26sudo\u4e5f\u53ef\u4ee5\u4e0d\u5e26\nsudo cp cuda\/include\/cudnn.h \/usr\/local\/cuda\/include\nsudo cp cuda\/lib64\/libcudnn* \/usr\/local\/cuda\/lib64\nsudo chmod a+r \/usr\/local\/cuda\/include\/cudnn.h \/usr\/local\/cuda\/lib64\/libcudnn*\n\n#\u6700\u540e\u8f93\u5165\u4e0b\u9762\u547d\u4ee4\uff0c\u770b\u770b\u662f\u5426\u5b89\u88c5\u6210\u529f\ncat \/usr\/local\/cuda\/include\/cudnn.h | grep CUDNN_MAJOR -A 2<\/code><\/pre>\n<\/li>\n<li>\n<p><code>cat \/usr\/local\/cuda\/include\/cudnn.h | grep CUDNN_MAJOR -A 2<\/code>\uff0c\u82e5\u80fd\u51fa\u73b0\u7248\u672c\u53f7\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/pictures-1258408207.cos.ap-nanjing.myqcloud.com\/cuda%E5%92%8Ccudnn%E5%AE%89%E8%A3%85\/cudnnVersion.png\" alt=\"\" \/><\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u51c6\u5907\u5de5\u4f5c\uff1a\u786e\u5b9a\u8981\u5b89\u88c5\u7684cuda\u548ccudnn\u7248\u672c \u8f93\u5165\u547d\u4ee4nvidia-settings\u53ef\u4ee5\u67e5\u8be2\u5b89\u88c5\u7684NVIDI [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":30,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[4,5,6],"class_list":["post-29","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-env_config","tag-cuda","tag-pytorch","tag-ubuntu"],"_links":{"self":[{"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/posts\/29","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/comments?post=29"}],"version-history":[{"count":1,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/posts\/29\/revisions"}],"predecessor-version":[{"id":31,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/posts\/29\/revisions\/31"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/media\/30"}],"wp:attachment":[{"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/media?parent=29"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/categories?post=29"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.thirdbody.cn\/index.php\/wp-json\/wp\/v2\/tags?post=29"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}