{"id":16702,"date":"2024-01-30T05:30:10","date_gmt":"2024-01-30T02:00:10","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/"},"modified":"2024-01-30T05:30:10","modified_gmt":"2024-01-30T02:00:10","slug":"%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/","title":{"rendered":"\u0631\u0648\u0634 \u0646\u0635\u0628 NVIDIA CUDA Toolkit \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#cuda_toolkit_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\" >CUDA Toolkit \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d9%81%d8%a7%db%8c%d9%84_%d8%a7%d9%86%d8%aa%d8%b4%d8%a7%d8%b1_cuda_%d8%b1%d8%a7_%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 1: \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 CUDA \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d9%81%d8%a7%db%8c%d9%84_%d8%a7%d9%86%d8%aa%d8%b4%d8%a7%d8%b1_%d8%b1%d8%a7_%d8%a7%d8%ac%d8%b1%d8%a7_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 2: \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%d9%88_%d8%aa%d8%a3%db%8c%db%8c%d8%af\" >\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u062a\u0623\u06cc\u06cc\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d8%b3%d8%b1%d9%88%d8%b1_%d8%b1%d8%a7_%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 1: \u0633\u0631\u0648\u0631 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d9%85%d8%ad%db%8c%d8%b7_%d8%b1%d8%a7_%d9%81%d8%b9%d8%a7%d9%84_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 2: \u0645\u062d\u06cc\u0637 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_3_%d8%aa%d8%a3%db%8c%db%8c%d8%af_%d9%86%d8%b5%d8%a8\" >\u0645\u0631\u062d\u0644\u0647 3: \u062a\u0623\u06cc\u06cc\u062f \u0646\u0635\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_4_%d9%86%d8%b5%d8%a8_%d8%a8%d8%b3%d8%aa%d9%87_%d8%b1%d8%a7_%d8%a8%d8%b1%d8%b1%d8%b3%db%8c_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 4: \u0646\u0635\u0628 \u0628\u0633\u062a\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%da%a9%d8%b1%d8%af%d9%86\" >\u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d9%85%d8%ae%d8%b2%d9%86_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%87%d8%a7%db%8c_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%db%8c_%d8%b1%d8%a7_%da%a9%d9%84%d9%88%d9%86_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 1: \u0645\u062e\u0632\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d8%a8%d9%87_%d8%af%d8%a7%db%8c%d8%b1%da%a9%d8%aa%d9%88%d8%b1%db%8c_%d8%ad%d8%a7%d9%88%db%8c_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%86%d9%85%d9%88%d9%86%d9%87_devicequery_%d8%a8%d8%b1%d9%88%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0647 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062d\u0627\u0648\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0646\u0645\u0648\u0646\u0647 deviceQuery \u0628\u0631\u0648\u06cc\u062f.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_3_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d8%b1%d8%a7_%da%a9%d8%a7%d9%85%d9%be%d8%a7%db%8c%d9%84_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 3: \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%85%d8%b1%d8%ad%d9%84%d9%87_4_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d8%b1%d8%a7_%d8%a7%d8%ac%d8%b1%d8%a7_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u0631\u062d\u0644\u0647 4: \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d9%86%d8%b5%d8%a8-nvidia-cuda-toolkit-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 3<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>NVIDIA Compute Unified Device Architecture (CUDA) Toolkit \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 NVIDIA \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647 GPU \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u0646\u062f.<\/p>\n<p>CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u06cc\u06a9 API \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u06a9\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u0646\u062f \u06a9\u0647 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0628\u0627\u0634\u062f \u0631\u0648\u06cc \u0647\u0631 \u062f\u0648 CPU \u0648 GPU \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0632 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.  \u0627\u06cc\u0646\u0647\u0627 \u0634\u0627\u0645\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0628\u0627\u0632\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u0627\u0646\u0646\u062f C\u060c C++\u060c Fortran\u060c Python \u0648 Java \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c PyTorch OpenCV \u0648 cuDNN \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CUDA Toolkit \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0631\u0648\u0628\u0627\u062a\u06cc\u06a9\u060c \u0635\u0646\u0639\u062a \u062e\u0648\u062f\u0631\u0648 \u0648 \u0633\u0631\u06af\u0631\u0645\u06cc \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.  \u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0628\u0647\u0628\u0648\u062f \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u06cc\u0627 \u067e\u06cc\u0634\u0628\u0631\u062f \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u067e\u0631\u062a\u0648 \u0647\u0633\u062a\u06cc\u062f\u060c \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u062d\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0632 \u0646\u0638\u0631 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc\u060c CUDA Toolkit \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639\u200c\u0647\u0627\u06cc \u0644\u06cc\u0646\u0648\u06a9\u0633\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0648\u0628\u0648\u0646\u062a\u0648\u060c \u062f\u0628\u06cc\u0627\u0646\u060c \u0641\u062f\u0648\u0631\u0627\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. CentOS\u0648 OpenSUSE.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f process \u0646\u0635\u0628 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04\u060c \u06a9\u0647 \u0627\u062a\u0641\u0627\u0642\u0627\u064b \u0646\u0633\u062e\u0647 LTS (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a) \u0627\u0648\u0628\u0648\u0646\u062a\u0648 \u0627\u0633\u062a.<\/p>\n<p><!--kg-card-end: markdown--><!--kg-card-begin: markdown--><\/p>\n<h2 id=\"prerequisites\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\"><\/span>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04\u060c \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p>\u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc NVIDIA \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0634\u062f\u0647 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc 3.0<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631\u0627\u06cc\u0648\u0631 NVIDIA \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0646\u0633\u062e\u0647 CUDA Toolkit<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0645\u0646 \u0627\u0632 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 GPU Paperspace \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 Ubuntu 22.04 LTS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0644\u0637\u0641\u0627\u064b \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0647\u0631 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u062e\u062f\u0645\u0627\u062a Cloud \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f Google Cloud \u0648 Vultr \u06cc\u0627 \u062d\u062a\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0634\u062e\u0635\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0634\u0631\u0627\u06cc\u0637 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f <code>seconduser<\/code> \u0648 \u0633\u067e\u0633 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062c\u062f\u06cc\u062f \u0633\u0648\u0626\u06cc\u0686 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><!--kg-card-end: markdown--><!--kg-card-begin: markdown--><\/p>\n<h2 id=\"installcudatoolkit\"><span class=\"ez-toc-section\" id=\"cuda_toolkit_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\"><\/span>CUDA Toolkit \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f CUDA \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 \u06cc\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0646\u0627\u0648\u0628 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Conda \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 CUDA \u0631\u0627 \u0628\u0627 \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0632 \u0622\u0631\u0634\u06cc\u0648 \u0631\u0633\u0645\u06cc Toolkit \u0646\u0635\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h3 id=\"step1downloadthecudareleasefile\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d9%81%d8%a7%db%8c%d9%84_%d8%a7%d9%86%d8%aa%d8%b4%d8%a7%d8%b1_cuda_%d8%b1%d8%a7_%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 1: \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 CUDA \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.0.1\/local_installers\/cuda_12.0.1_525.85.12_linux.run\n<\/code><\/pre>\n<h3 id=\"step2executethereleasefile\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d9%81%d8%a7%db%8c%d9%84_%d8%a7%d9%86%d8%aa%d8%b4%d8%a7%d8%b1_%d8%b1%d8%a7_%d8%a7%d8%ac%d8%b1%d8%a7_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 2: \u0641\u0627\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ sudo sh cuda_12.0.1_525.85.12_linux.run\n<\/code><\/pre>\n<p>\u0627\u0632 \u0634\u0645\u0627 \u062e\u0648\u0627\u0633\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u0645\u0648\u0627\u0641\u0642\u062a\u0646\u0627\u0645\u0647 \u0645\u062c\u0648\u0632 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u067e\u0630\u06cc\u0631\u06cc\u062f\u060c \u0633\u067e\u0633 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u062f <code>Enter<\/code> \u0628\u0631\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0646\u0635\u0628 \u062e\u0648\u062f<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0646\u0635\u0628\u060c \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/carbon--6-.png\" alt=\"\u06a9\u0631\u0628\u0646--6-\" width=\"1632\" height=\"777\" loading=\"lazy\" title=\"\"><\/p>\n<p><!--kg-card-end: markdown--><!--kg-card-begin: markdown--><\/p>\n<h2 id=\"configurationandverification\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%d9%88_%d8%aa%d8%a3%db%8c%db%8c%d8%af\"><\/span>\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u062a\u0623\u06cc\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"step1configuretheserver\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d8%b3%d8%b1%d9%88%d8%b1_%d8%b1%d8%a7_%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 1: \u0633\u0631\u0648\u0631 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0631\u0648\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.  \u0645\u0633\u06cc\u0631 CUDA \u0631\u0627 \u0628\u0647 \u0645\u0633\u06cc\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f <code>PATH<\/code>\u060c \u0633\u067e\u0633 \u0645\u0633\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 CUDA Toolkit \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f <code>LD_LIBRARY_PATH<\/code> \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631 \u067e\u06cc\u0648\u0646\u062f CUDA Toolkit \u0628\u0627 \u0645\u06a9\u0627\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre><code class=\"language-bash\">  $ echo \"export PATH=\/usr\/local\/cuda-12.0\/bin${PATH:+:${PATH}}\" &gt;&gt; \/home\/seconduser\/.bashrc\n<\/code><\/pre>\n<pre><code class=\"language-bash\">  $ echo \"export LD_LIBRARY_PATH=\/usr\/local\/cuda-12.0\/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}\" &gt;&gt; \/home\/seconduser\/.bashrc\n<\/code><\/pre>\n<h3 id=\"step2activateenvironment\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d9%85%d8%ad%db%8c%d8%b7_%d8%b1%d8%a7_%d9%81%d8%b9%d8%a7%d9%84_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 2: \u0645\u062d\u06cc\u0637 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0633 \u0627\u0632 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA\u060c \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0628\u062a\u0648\u0627\u0646\u062f CUDA \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<pre><code class=\"language-bash\">$ source \/home\/seconduser\/.bashrc\n<\/code><\/pre>\n<h3 id=\"step3verifyinstallation\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_3_%d8%aa%d8%a3%db%8c%db%8c%d8%af_%d9%86%d8%b5%d8%a8\"><\/span>\u0645\u0631\u062d\u0644\u0647 3: \u062a\u0623\u06cc\u06cc\u062f \u0646\u0635\u0628<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ nvidia-smi\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/carbon--7-.png\" alt=\"\u06a9\u0631\u0628\u0646--7-\" width=\"1627\" height=\"452\" loading=\"lazy\" title=\"\"><\/p>\n<h3 id=\"step4checkpackageinstallation\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_4_%d9%86%d8%b5%d8%a8_%d8%a8%d8%b3%d8%aa%d9%87_%d8%b1%d8%a7_%d8%a8%d8%b1%d8%b1%d8%b3%db%8c_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 4: \u0646\u0635\u0628 \u0628\u0633\u062a\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0633\u062a\u0647 \u0627\u0632 CUDA Toolkit \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0634\u0645\u0627<\/p>\n<pre><code class=\"language-bash\"> $ nvcc --version\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc:<br \/>\n<img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/carbon--8-.png\" alt=\"\u06a9\u0631\u0628\u0646--8-\" width=\"1488\" height=\"205\" loading=\"lazy\" title=\"\"><\/p>\n<p><!--kg-card-end: markdown--><!--kg-card-begin: markdown--><\/p>\n<h2 id=\"testing\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%da%a9%d8%b1%d8%af%d9%86\"><\/span>\u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc CUDA \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0646\u0635\u0628 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0632 \u0686\u0646\u062f \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0633\u062a \u0627\u0632 \u0642\u0628\u0644 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 CUDA \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062d\u06cc\u0637 \u062f\u0627\u0631\u0627\u06cc CUDA \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062c\u0627\u0645\u0639 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 id=\"step1clonethetestscriptsrepository\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d9%85%d8%ae%d8%b2%d9%86_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%87%d8%a7%db%8c_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%db%8c_%d8%b1%d8%a7_%da%a9%d9%84%d9%88%d9%86_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 1: \u0645\u062e\u0632\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ git clone https:\/\/github.com\/NVIDIA\/cuda-samples.git\n<\/code><\/pre>\n<h3 id=\"step2gotothedirectorycontainingthedevicequerysamplescript\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d8%a8%d9%87_%d8%af%d8%a7%db%8c%d8%b1%da%a9%d8%aa%d9%88%d8%b1%db%8c_%d8%ad%d8%a7%d9%88%db%8c_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%86%d9%85%d9%88%d9%86%d9%87_devicequery_%d8%a8%d8%b1%d9%88%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0647 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062d\u0627\u0648\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0646\u0645\u0648\u0646\u0647 deviceQuery \u0628\u0631\u0648\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ cd cuda-samples\/Samples\/1_Utilities\/deviceQuery\n<\/code><\/pre>\n<h3 id=\"step3compilethescript\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_3_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d8%b1%d8%a7_%da%a9%d8%a7%d9%85%d9%be%d8%a7%db%8c%d9%84_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 3: \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ make\n<\/code><\/pre>\n<h3 id=\"step4runthescript\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_4_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d8%b1%d8%a7_%d8%a7%d8%ac%d8%b1%d8%a7_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 4: \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"> $ .\/deviceQuery\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 CUDA \u0634\u0645\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u060c \u062e\u0631\u0648\u062c\u06cc \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0634\u0627\u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/carbon--9-.png\" alt=\"\u06a9\u0631\u0628\u0646--9-\" width=\"1627\" height=\"433\" loading=\"lazy\" title=\"\"><\/p>\n<p><!--kg-card-end: markdown--><!--kg-card-begin: markdown--><\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u0646\u0635\u0628 CUDA Toolkit \u0631\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04.<\/p>\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CUDA \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0648 \u062f\u0631\u0627\u06cc\u0648\u0631\u0647\u0627\u06cc NVIDIA \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0632 CUDA APT PPA \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc CUDA Toolkit \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0648 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0632 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0648 \u067e\u0631\u0686\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644\u0631 nvcc \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u06a9\u062f CUDA \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc CUDA \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0648 \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0648\u0633\u0639\u0647 CUDA \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f process.<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f CUDA \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc\u060c \u0627\u0632 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc CUDA \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0645\u0646\u0628\u0639 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f CUDA \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\n<p>\u0627\u0633\u0646\u0627\u062f \u0631\u0633\u0645\u06cc CUDA<\/p>\n<\/li>\n<li>\n<p>\u0622\u0645\u0648\u0632\u0634 CUDA Refresher<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f: \u0628\u0647 CUDA \u0633\u0644\u0627\u0645 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<p><!--kg-card-end: markdown--><\/p>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-30 05:30:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16702&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0631\u0648\u0634 \u0646\u0635\u0628 NVIDIA CUDA Toolkit \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 3<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>NVIDIA Compute Unified Device Architecture (CUDA) Toolkit \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 NVIDIA \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647 GPU \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u0646\u062f. CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u06cc\u06a9 API \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u06a9\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":16703,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[207,95],"tags":[4733,4732,4734,105,1855,1847,2123,2667,1846,467,806,1868,1845],"class_list":["post-16702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-infra","category-linux","tag-cuda","tag-nvidia","tag-toolkit","tag-105","tag-1855","tag-1847","tag-2123","tag-2667","tag-1846","tag-467","tag-806","tag--linux","tag-1845"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16702"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16702\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16703"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}