{"id":12870,"date":"2015-08-30T08:00:15","date_gmt":"2015-08-30T05:00:15","guid":{"rendered":"https:\/\/linuxthebest.net\/?p=12870"},"modified":"2021-05-16T16:59:26","modified_gmt":"2021-05-16T13:59:26","slug":"ustanovka-cuda-v-ubuntu","status":"publish","type":"post","link":"https:\/\/linuxthebest.net\/uk\/ustanovka-cuda-v-ubuntu\/","title":{"rendered":"\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA \u0432 Ubuntu"},"content":{"rendered":"<p><img data-recalc-dims=\"1\" width=\"1290\" decoding=\"async\" class=\"aligncenter lazyload\" style=\"--smush-placeholder-width: 1290px; --smush-placeholder-aspect-ratio: 1290\/200;margin-left: auto;margin-right: auto;height: 200px\" data-src=\"https:\/\/i0.wp.com\/developer.nvidia.com\/sites\/default\/files\/pictures\/2017\/Blog_Cuda9_FeatuersRevealed_3.png?fit=1290%2C200&#038;ssl=1\" height=\"200\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/p>\n<div class=\"post-single-content box mark-links entry-content\" style=\"text-align: justify\">\n<p>&nbsp;<\/p>\n<\/div>\n<p style=\"text-align: justify\">\u0412\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u044b \u0443\u0436\u0435 \u0434\u0430\u0432\u043d\u043e \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c\u0438, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043a\u0440\u0430\u0441\u0438\u0432\u0443\u044e \u0433\u0440\u0430\u0444\u0438\u043a\u0443 \u0432 \u0438\u0433\u0440\u0430\u0445. \u041f\u0435\u0440\u0435\u0434 \u043d\u0438\u043c\u0438 \u0432\u0441\u0451 \u0447\u0430\u0449\u0435 \u0441\u0442\u0430\u0432\u044f\u0442 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u043c\u0438 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\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0441\u0432\u043e\u0438\u0445 \u043a\u0430\u0440\u0442 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0444\u0435\u0440\u0435, NVIDIA \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 CUDA (Compute Unified Device Architecture).<\/p>\n<div class=\"post-single-content box mark-links entry-content\" style=\"text-align: justify\">\n<p>\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Cuda Ubuntu, \u043a\u0430\u043a \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0438 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 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\u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442 Nvidia \u0434\u043b\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u0441\u0447\u0451\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u0441\u0438\u043b\u044c\u043d\u043e \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043d\u0443\u0436\u043d\u043e \u0440\u0435\u0448\u0430\u0442\u044c \u043c\u043d\u043e\u0433\u043e \u043e\u0434\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447. \u041e\u0434\u043d\u0438 \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f CUDA &#8211; \u044d\u0442\u043e \u043c\u0430\u0439\u043d\u0438\u043d\u0433 \u043a\u0440\u0438\u043f\u0442\u043e\u0432\u0430\u043b\u044e\u0442\u044b, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432 \u0441\u0444\u0435\u0440\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430.<\/p>\n<p style=\"text-align: justify\"><span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe class=\"youtube-player lazyload\" width=\"1290\" height=\"726\" data-src=\"https:\/\/www.youtube.com\/embed\/TDn_wnAcI8Y?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=uk&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" data-load-mode=\"1\"><\/iframe><\/span><\/p>\n<p style=\"text-align: justify\">\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430\u043c \u0441\u0430\u043c\u0438\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c\u0438 \u0432\u0438\u0434\u0435\u043e \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044f, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u043f\u0430\u043c\u044f\u0442\u044c. \u0412\u0441\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u043f\u0438\u0448\u0443\u0442\u0441\u044f \u043d\u0430 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\u043f\u0440\u0438\u0434\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0438\u043c\u0435\u043d\u043d\u043e \u0435\u0433\u043e.\u00a0 \u041f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043c\u0435\u0436\u0434\u0443 \u0431\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u043c\u0438 \u0438 \u043d\u043e\u0432\u044b\u043c\u0438 \u0432\u0430\u0440\u0438\u0430\u0446\u0438\u044f\u043c\u0438 \u0435\u0441\u0442\u044c \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f, \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0442\u0443 \u043d\u0435 \u0437\u0430\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c. \u041f\u043e\u043f\u044b\u0442\u0430\u0439\u0442\u0435\u0441\u044c \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u0443\u044e \u0432\u0430\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0438 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435, \u043a\u0430\u043a\u0438\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0435\u0439 \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0432 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438 \u043e\u0431 \u043e\u0448\u0438\u0431\u043a\u0435:<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-19-01-00.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20893 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-19-01-00-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0418\u043b\u0438 \u0436\u0435 \u044d\u0442\u0443 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b. \u041e\u0431\u044b\u0447\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u043f\u0438\u0448\u0443\u0442, \u043a\u0430\u043a\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f CUDA \u043d\u0443\u0436\u043d\u0430 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b. \u0410 \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f\u00a0\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA \u043d\u0430 Ubuntu 16.04, 17.10 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u043c\u043e\u0434\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0432\u0430.<\/p>\n<h2 style=\"text-align: justify\"><span id=\"_CUDA_Ubuntu\" class=\"ez-toc-section\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA \u0438\u0437 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 Ubuntu<\/span><\/h2>\n<p style=\"text-align: justify\">\u041d\u0443\u0436\u043d\u043e \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u0434\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b Nvidia, CUDA \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e, \u0447\u0442\u043e\u0431\u044b \u0443\u0436\u0435 \u0431\u044b\u043b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d \u0434\u0440\u0430\u0439\u0432\u0435\u0440 NVIDIA. \u0421\u0435\u0439\u0447\u0430\u0441 \u0432 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445 Ubuntu \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043e\u0441\u044c\u043c\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0431\u0435\u0437 \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u0435\u0451 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0432 \u0432\u0441\u0435\u0433\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043c\u0430\u043d\u0434. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u0435 \u0441\u043f\u0438\u0441\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u043e\u0432:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt update<\/code><\/p>\n<p style=\"text-align: justify\">\u0417\u0430\u0442\u0435\u043c \u043d\u0430\u0431\u0435\u0440\u0438\u0442\u0435 \u0442\u0430\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443, \u0447\u0442\u043e\u0431\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c CUDA Ubuntu:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt install nvidia-cuda-toolkit<\/code><\/p>\n<p style=\"text-align: justify\">\u0415\u0441\u043b\u0438 \u0432\u0430\u043c\u00a0\u0442\u0430\u043a\u0436\u0435 \u043d\u0443\u0436\u043d\u044b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0442\u043e \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0441\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442 nvidia-cuda-dev:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt install nvidia-cuda-dev<\/code><\/p>\n<p style=\"text-align: justify\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043c\u043e\u0436\u0435\u0442 \u0434\u043b\u0438\u0442\u044c\u0441\u044f \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0432\u0441\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0438\u0433\u0430\u0431\u0430\u0439\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0432\u0441\u0451 \u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0432:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">nvcc -v<\/code><\/p>\n<h2 style=\"text-align: justify\"><span id=\"_CUDA_9_Ubuntu\" class=\"ez-toc-section\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA 9 \u0432 Ubuntu<\/span><\/h2>\n<p style=\"text-align: justify\">\u0421\u0430\u043c\u0430\u044f \u0441\u0432\u0435\u0436\u0430\u044f \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0439 \u043c\u043e\u043c\u0435\u043d\u0442, \u043a\u0430\u043a \u0443\u0436\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043b\u043e\u0441\u044c, \u0432\u0435\u0440\u0441\u0438\u044f &#8211; Nvidia Cuda 9.0. \u041e\u043d\u0430 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0434\u043b\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u044f \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u0445 AI \u0438 HPC \u043d\u0430 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u0430\u0445 NVIDIA Volta. \u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0431\u044b\u043b\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b. \u041d\u043e \u0434\u043b\u044f \u0434\u0435\u0432\u044f\u0442\u043a\u0438 \u043d\u0443\u0436\u0435\u043d \u0441\u0432\u0435\u0436\u0438\u0439 \u0434\u0440\u0430\u0439\u0432\u0435\u0440 Nvidia 384. \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0435\u0433\u043e \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u00a0<a href=\"https:\/\/developer.nvidia.com\/cuda-toolkit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430<\/a>.<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-27-35.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20883 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-27-35-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0422\u0443\u0442 \u0432\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u0438 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0432 Linux, \u0430 \u0432 \u0441\u0430\u043c\u043e\u043c \u043a\u043e\u043d\u0446\u0435 &#8211; \u0441\u043f\u043e\u0441\u043e\u0431 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (deb-\u043f\u0430\u043a\u0435\u0442).<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-28-29.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20884 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-28-29-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0422\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u044f\u0432\u0438\u0442\u044c\u0441\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0449\u0438\u043a. \u0421\u043a\u0430\u0447\u0430\u0439\u0442\u0435 \u0435\u0433\u043e, \u043d\u0430\u0436\u0430\u0432 \u043a\u043d\u043e\u043f\u043a\u0443\u00a0<strong>Download 1.2 GB,<\/strong>\u00a0\u0438 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e\u00a0<strong>dpkg<\/strong>:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo dpkg -i ~\/\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0438\/cuda-repo-ubuntu1704-9-1-local_9.1.85-1_amd64.deb<\/code><\/p>\n<p style=\"text-align: justify\">\u041f\u0435\u0440\u0435\u0434 \u0442\u0435\u043c, \u043a\u0430\u043a \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430\u00a0\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA 9 Ubuntu, \u0432\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043a\u043b\u044e\u0447 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt-key add \/var\/cuda-repo-ubuntu1704-9-1-local_9.1.85-1\/7fa2af80.pub<\/code><\/p>\n<p style=\"text-align: justify\">\u0418 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u0430\u043a\u0435\u0442\u043e\u0432:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt update<\/code><\/p>\n<p style=\"text-align: justify\">\u0417\u0430\u0442\u0435\u043c \u043c\u043e\u0436\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c CUDA 9 \u0432 Ubuntu:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt install cuda cuda-libraries-9.1<\/code><\/p>\n<p style=\"text-align: justify\">\u0413\u043e\u0442\u043e\u0432\u043e, \u0442\u0435\u043f\u0435\u0440\u044c \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0432\u0435\u0440\u0441\u0438\u044e:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">nvcc -v<\/code><\/p>\n<h2 style=\"text-align: justify\"><span id=\"_CUDA_65_7\" class=\"ez-toc-section\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA 6.5, 7 \u0438\u043b\u0438 \u0434\u0440\u0443\u0433\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438<\/span><\/h2>\n<p style=\"text-align: justify\">\u0414\u043b\u044f \u043c\u043d\u043e\u0433\u0438\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f CUDA, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043c\u043d\u043e\u0433\u0438\u0435 \u043c\u0430\u0439\u043d\u0435\u0440\u044b \u0431\u044b\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0432\u0435\u0440\u0441\u0438\u0435\u0439 6.5, \u0438 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0431\u0443\u0434\u0435\u0442 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0432\u0441\u0451 \u0437\u0430\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e. \u041d\u0430\u00a0<a href=\"https:\/\/developer.nvidia.com\/cuda-toolkit-archive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u0441\u0430\u0439\u0442\u0435 Nvidia<\/a>\u00a0\u0435\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0432 \u0441\u043e \u0432\u0441\u0435\u043c\u0438 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u043c\u0438 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 6.5. \u041f\u0435\u0440\u0432\u043e\u0435, \u0447\u0442\u043e \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0432\u044b\u0431\u0440\u0430\u0442\u044c &#8211; \u0432\u0435\u0440\u0441\u0438\u044f:<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-39-33.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20886 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-39-33-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0417\u0430\u0442\u0435\u043c \u0432\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443 Linux x86:<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-40-02.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20887 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-40-02-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-40-06.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20888 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-40-06-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0410 \u0434\u0430\u043b\u044c\u0448\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043e\u0447\u043d\u044b\u0439 deb-\u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f Ubuntu 14.04. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u043d\u0430 Ubuntu 17.10: \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u043e\u0441\u043b\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0435:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt install ~\/\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0438\/cuda-repo-ubuntu1404_6.5-14_amd64.deb<\/code><\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-56-29.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20889 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-56-29-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u0414\u0430\u043b\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u0435 \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u0430\u043a\u0435\u0442\u043e\u0432:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt update<\/code><\/p>\n<p style=\"text-align: justify\">\u041e\u0441\u0442\u0430\u043b\u0430\u0441\u044c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA Ubuntu \u043d\u0443\u0436\u043d\u043e\u0439 \u0432\u0430\u043c \u0432\u0435\u0440\u0441\u0438\u0438:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt install nvidia-cuda-6.5<\/code><\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-56-45.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20890 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-56-45-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<p style=\"text-align: justify\">\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \/usr\/local, \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u0443\u0442\u044c \u043a \u0435\u0451 \u043f\u0430\u043f\u043a\u0435 \u0432 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u044b PATH \u0438 LD_PRELOAD:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">echo &quot;&quot; &gt;&gt; ~\/.bashrc<\/code><br \/>\n<code class=\"\" data-line=\"\">echo &quot;export PATH=\/usr\/local\/cuda-6.5\/bin:$PATH&quot; &gt;&gt; ~\/.bashrc<\/code><br \/>\n<code class=\"\" data-line=\"\">echo &quot;export LD_LIBRARY_PATH=\/usr\/local\/cuda-6.5\/lib64:$LD_LIBRARY_PATH&quot; &gt;&gt; ~\/.bashrc<\/code><\/p>\n<p style=\"text-align: justify\">\u0413\u043e\u0442\u043e\u0432\u043e, \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u0435\u0440\u0441\u0438\u044e:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">nvcc -v<\/code><\/p>\n<p><a href=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-57-56.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter size-large wp-image-20891 lazyload\" style=\"--smush-placeholder-width: 740px; --smush-placeholder-aspect-ratio: 740\/416;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/losst.ru\/wp-content\/uploads\/2018\/02\/Snimok-ekrana-ot-2018-02-14-18-57-56-1024x576.png?resize=740%2C416&#038;ssl=1\" width=\"740\" height=\"416\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/p>\n<h2 style=\"text-align: justify\"><span id=\"_Cuda_Ubuntu\" class=\"ez-toc-section\">\u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 Cuda \u0438\u0437 Ubuntu<\/span><\/h2>\n<p style=\"text-align: justify\">\u0423\u0434\u0430\u043b\u0438\u0442\u044c Nvidia CUDA \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0442\u0430\u043a\u0436\u0435, \u043a\u0430\u043a \u0438 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0438. \u0415\u0435\u0441\u043b\u0438 \u0432\u044b \u0441\u0442\u0430\u0432\u0438\u043b\u0438 nvidia-cuda-toolkit, \u0442\u043e \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043d\u0430\u0431\u0440\u0430\u0442\u044c:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt purge nvidia-cuda-toolkit<\/code><\/p>\n<p style=\"text-align: justify\">\u0418\u043b\u0438 \u0434\u043b\u044f \u0432\u0435\u0440\u0441\u0438\u0438 6.5:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt purge\u00a0nvidia-cuda-toolkit-6.5<\/code><\/p>\n<p style=\"text-align: justify\">\u0422\u0430\u043a\u0436\u0435 \u043d\u0435 \u0437\u0430\u0431\u0443\u0434\u044c\u0442\u0435 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439:<\/p>\n<p style=\"text-align: justify\"><code class=\"\" data-line=\"\">sudo apt purge\u00a0cuda-repo-ubuntu1404<\/code><\/p>\n<p style=\"text-align: justify\">\u0418\u043c\u044f \u043f\u0430\u043a\u0435\u0442\u0430 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043b\u0438\u0447\u0430\u0442\u044c\u0441\u044f \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0432\u0435\u0440\u0441\u0438\u0438. \u0415\u0441\u043b\u0438 \u0432\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u0438\u043b\u0438 \u0438\u0437 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u043e\u0432, \u0442\u043e \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u0440\u0438 \u0438\u043d\u0441\u0442\u0430\u043b\u043b\u044f\u0446\u0438\u0438.<\/p>\n<h2 style=\"text-align: justify\"><span id=\"i\" class=\"ez-toc-section\">\u0412\u044b\u0432\u043e\u0434\u044b<\/span><\/h2>\n<p style=\"text-align: justify\">\u0412 \u044d\u0442\u043e\u0439 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043b\u0438, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 CUDA \u0432 Ubuntu. \u041a\u0430\u043a \u0432\u0438\u0434\u0438\u0442\u0435, \u044d\u0442\u043e \u043d\u0435 \u0442\u0430\u043a \u0441\u043b\u043e\u0436\u043d\u043e, \u0438 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e, \u043d\u043e \u0438 \u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u0430.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; \u0412\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u044b \u0443\u0436\u0435 \u0434\u0430\u0432\u043d\u043e \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c\u0438, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043a\u0440\u0430\u0441\u0438\u0432\u0443\u044e \u0433\u0440\u0430\u0444\u0438\u043a\u0443 \u0432 \u0438\u0433\u0440\u0430\u0445. \u041f\u0435\u0440\u0435\u0434 \u043d\u0438\u043c\u0438 \u0432\u0441\u0451 \u0447\u0430\u0449\u0435 \u0441\u0442\u0430\u0432\u044f\u0442 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0440\u0430\u0441\u0447\u0451\u0442\u0430\u043c\u0438 \u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c 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