{"id":9156,"date":"2020-11-04T10:53:00","date_gmt":"2020-11-04T07:23:00","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=9156"},"modified":"2021-04-27T11:01:07","modified_gmt":"2021-04-27T06:31:07","slug":"cuda-refresher-the-gpu-computing-ecosystem","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/","title":{"rendered":"\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u2013 \u0642\u0633\u0645\u062a \u0633\u0648\u0645 : \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0633\u0648\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0627\u0632 \u0622\u0646 \u060c \u0628\u0631\u0648\u0632 \u06a9\u0631\u062f\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 CUDA \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc\u060c \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0628\u062a\u062f\u06cc \u06cc\u0627 \u0645\u062a\u0648\u0633\u0637 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0633\u0647\u0648\u0644\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u062c\u0647\u0634\u06cc \u0628\u0632\u0631\u06af \u062f\u0631 \u0633\u0637\u062d \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0644\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0632 \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u0627\u0633\u062a. \u062f\u0648\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u0648\u0641\u0642\u06cc\u062a \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u060c \u0648\u062c\u0648\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u067e\u0644\u062a\u0641\u0631\u0645 \u062c\u062f\u06cc\u062f\u06cc\u060c \u0645\u0648\u0641\u0642\u06cc\u062a CUDA \u060c \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0631\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u0647\u0631 \u067e\u0644\u062a\u0641\u0631\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062c\u062f\u06cc\u062f \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u062f\u0627\u0631\u062f \u062a\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u062c\u062f\u06cc\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0646\u062f\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0633\u0637\u062d \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0636\u0631\u0648\u0631\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f. NVIDIA \u0645\u062a\u0639\u0647\u062f \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u062e\u062f\u0645\u0627\u062a \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645\u060c \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u0634\u0631\u06a9\u062a \u0647\u0627 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"625\" height=\"417\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/10\/\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645-CUDA.jpg\" alt=\"\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA\" class=\"wp-image-9157\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645-CUDA.jpg 625w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/10\/\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645-CUDA-300x200.jpg 300w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1: \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645CUDA : \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0633\u0627\u0632\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0627\u0633\u062a.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">NVIDIA \u0627\u062e\u06cc\u0631\u0627 \u0622\u062e\u0631\u06cc\u0646<a href=\"https:\/\/developer.nvidia.com\/blog\/nvidia-ampere-architecture-in-depth\/\" target=\"_blank\" rel=\"noopener noreferrer\"> \u0645\u0639\u0645\u0627\u0631\u06cc A100<\/a> \u0648 \u0633\u06cc\u0633\u062a\u0645 <a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/dgx-a100\/\" target=\"_blank\" rel=\"noopener noreferrer\">DGX A100<\/a> \u0631\u0627 \u0628\u0631\u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. GPU A100 \u062c\u062f\u06cc\u062f \u0646\u06cc\u0632 \u0628\u0627 \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u06f1 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0631 \u0637\u06cc \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f5 \u0633\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0647\u0631 \u0645\u0624\u0644\u0641\u0647 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%AE%D9%88%D8%B4%D9%87\" >\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA\" >\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/#%D8%A7%DA%A9%D9%88%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_CUDA_%D9%88_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D8%B1%D8%B9%D8%AA_%DB%8C%D8%A7%D9%81%D8%AA%D9%87_%D8%A8%D8%A7_GPU\" >\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0631\u0639\u062a \u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 GPU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/#GPU_%D8%AF%D8%B1_%D9%87%D9%85%D9%87_%D8%AC%D8%A7\" >GPU \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-the-gpu-computing-ecosystem\/#%D8%AE%D9%84%D8%A7%D8%B5%D9%87\" >\u062e\u0644\u0627\u0635\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B2%D8%A8%D8%A7%D9%86_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%88_API_%D9%87%D8%A7\"><\/span><strong>\u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 <\/strong><strong>API<\/strong><strong> \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">CUDA 1.0 \u0641\u0642\u0637 \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc C \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0633\u0627\u0644 \u0647\u0627\u060c \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. CUDA \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc GPU \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u062f\u0627\u0631\u062f. \u0627\u0632 \u062c\u0645\u0644\u0647 &nbsp;C \u060c C++ \u060cFortran &nbsp;\u060c Python \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p style=\"text-align: justify;\">NVIDIA\u060c \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 CUDA \u0631\u0627 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06ccC \/ C ++ \u060c \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 GPU \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f. NVIDIA \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 Fortran \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 PGI \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u060c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li><a href=\"https:\/\/developer.nvidia.com\/pycuda\" target=\"_blank\" rel=\"noopener noreferrer\">PyCUDA<\/a> &#8211; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062aCUDA API \u062f\u0631 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/altimesh-hybridizer\" target=\"_blank\" rel=\"noopener noreferrer\">Altimesh Hybridizer<\/a> \u2013 \u062a\u0648\u0644\u06cc\u062f \u06a9\u062f \u0645\u0646\u0628\u0639CUDA &nbsp;\u0628\u0627 \u0632\u0628\u0627\u0646 C \u0627\u0632 \u0632\u0646\u062c\u06cc\u0631\u0647 .NET ( &nbsp;MSIL) \u06cc\u0627 \u0622\u0631\u0634\u06cc\u0648 \u062c\u0627\u0648\u0627 ( \u06a9\u062f \u0628\u0627\u06cc\u062a\u06cc \u062c\u0627\u0648\u0627 )<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/openacc\" target=\"_blank\" rel=\"noopener noreferrer\">OpenACC<\/a> &#8211; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc GPU \u0648 \u06a9\u062fCUDA \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644\u0631\u060c \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627 \u062f\u0631 CUDA GPU<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/opencl\" target=\"_blank\" rel=\"noopener noreferrer\">OpenCL<\/a> &#8211; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a API \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA GPU<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/alea-gpu\" target=\"_blank\" rel=\"noopener noreferrer\">Alea &#8211; GPU<\/a> &#8211; \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA GPU \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 .NET<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7\"><\/span><strong>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u0631\u0648\u0632\u0645\u0631\u0647 \u062f\u0631 \u0647\u0631 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u0622\u0646 \u0647\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u062f\u0641 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f. \u0622\u0646 \u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0632\u0645\u0627\u0646 \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 GPU \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">NVIDIA \u0628\u0631 \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u060c \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 <a href=\"https:\/\/developer.nvidia.com\/gpu-accelerated-libraries\" target=\"_blank\" rel=\"noopener noreferrer\">CUDA-X<\/a> \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627 \u0627\u0633\u062a. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc CUDA \u062a\u0633\u0631\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0627 &nbsp;GPU\u060c \u0645\u0648\u062c\u0628 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0642\u0628\u06cc\u0644 \u062c\u0628\u0631 \u062e\u0637\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0627 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0648 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0647\u0645\u0627\u0646\u0646\u062f \u0639\u0645\u0644\u06cc\u0627\u062a API \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 NVIDIA CUDA \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a. \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc: cuBLAS\u060c &nbsp;cuRAND\u060c &nbsp;cuFFT\u060c cuSPARSE \u060c &nbsp;cuTENSOR\u060c cuSOLVER<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0648\u0627\u0632\u06cc: nvGRAPH\u060c Thrust<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648: nvJPEG\u060c NPP \u060c \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0646\u0648\u0631\u06cc &nbsp;SDK<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc: NVSHMEM\u060c NCCL<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: cuDNN , TensorRT , Jarvis , DALI<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0647\u0645\u06a9\u0627\u0631: OpenCV , FFmpeg , ArrayFire , MAGMA<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%BE%D8%B1%D9%88%D9%81%D8%A7%DB%8C%D9%84_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88_%D8%A7%D8%B4%DA%A9%D8%A7%D9%84_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0639\u0648\u0627\u0645\u0644 \u0645\u0647\u0645 \u0647\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646\u060c \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0627\u0633\u062a. \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u0648 NVIDIA \u062a\u0644\u0627\u0634 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0634\u0645\u0627 \u062a\u0645\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0633\u0631\u06cc\u0639\u060c \u0622\u0633\u0627\u0646 \u0648 \u0645\u0648\u062b\u0631 \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc CUDA \u0645\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<ul style=\"text-align: justify;\">\n<li><a href=\"https:\/\/developer.nvidia.com\/nsight-visual-studio-edition\" target=\"_blank\" rel=\"noopener noreferrer\"><u>NVIDIA Nsight <\/u><\/a>&#8211; \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u06a9\u0645 \u0647\u0632\u06cc\u0646\u0647 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0633\u0627\u0632\u06cc \u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 GUI(\u0631\u0627\u0628\u0637 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u067e\u0644\u062a \u0641\u0631\u0645 \u0647\u0627\u06cc NVIDIA \u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0628\u0632\u0631\u06af multi-GPU x86 \u060c \u0627\u06cc\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc Quadro \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><u><a href=\"https:\/\/developer.nvidia.com\/cuda-gdb\" target=\"_blank\" rel=\"noopener noreferrer\">CUDA GDB<\/a> <\/u>&#8211; \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0641\u0632\u0648\u0646\u0647 Linux GDB \u0627\u0633\u062a \u060c \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u06cc\u0632 \u0641\u0631\u0645\u0627\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. CUDA GDB \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627 \u06cc\u0627 \u0647\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0627\u0641\u0632\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 GUI\u0646\u06cc\u0632 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f \u060c \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u060c DDD \u060c EMACS \u06cc\u0627 &nbsp;Nsight Eclipse Edition.<\/li>\n<li><u><a href=\"https:\/\/developer.nvidia.com\/cuda-memcheck\" target=\"_blank\" rel=\"noopener noreferrer\">CUDA &#8211; Memcheck<\/a> <\/u>&#8211; \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0647\u0632\u0627\u0631\u0627\u0646 \u0631\u0634\u062a\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646\u060c \u06cc\u06a9 \u062f\u06cc\u062f \u06a9\u0644\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062d\u0627\u0641\u0638\u0647\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul style=\"text-align: justify;\">\n<li><a href=\"https:\/\/developer.nvidia.com\/allinea-ddt\" target=\"_blank\" rel=\"noopener noreferrer\"><u>ARM Forge<\/u><\/a><\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/totalview-debugger\" target=\"_blank\" rel=\"noopener noreferrer\"><u>TotalView Debugger<\/u><\/a><\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/papi-cuda-component\" target=\"_blank\" rel=\"noopener noreferrer\"><u>PAPI CUDA Component<\/u><\/a><\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/tau-performance-system\" target=\"_blank\" rel=\"noopener noreferrer\"><u>TAU Performance System<\/u><\/a><\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/vampirtrace\" target=\"_blank\" rel=\"noopener noreferrer\"><u>VampirTrace<\/u><\/a><\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%85%D8%B1%DA%A9%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D9%88_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%AE%D9%88%D8%B4%D9%87_%D8%A7%DB%8C\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647 \u0627\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">GPU \u0647\u0627\u06cc NVIDIA \u0633\u0631\u0639\u062a \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 GPU \u0647\u0627 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0644\u0645\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9 \u0645\u0648\u0644\u06a9\u0648\u0644\u06cc \u0648 \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0632 GPU \u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0632\u0627\u0631\u0627\u0646 GPU \u0645\u062a\u0635\u0644 \u0628\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u067e\u0631\u0633\u0631\u0639\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0645\u062f\u0631\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0647\u0627\u06cc NVIDIA \u0648 \u0627\u062a\u0635\u0627\u0644 \u067e\u0631 \u0633\u0631\u0639\u062a Mellanox \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f \u062a\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648\u0633\u06cc\u0639 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0622\u0633\u0627\u0646 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f. \u0634\u0631\u06a9\u062a \u0647\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0627\u062f\u0627\u0631\u0647 \u06a9\u0646\u0646\u062f. NVIDIA \u0628\u0627 \u0634\u0631\u06a9\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u062f\u0627\u0631\u062f \u062a\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u0686\u0631\u062e\u0647 \u06a9\u0627\u0631 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 AI (\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc) \u0648 HPC (\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639) \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 DevOps \u0642\u0631\u0627\u0631 \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0644\u0627\u0634 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0627\u06cc\u0646 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631<\/li>\n<li>\u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%A7%D9%86%D8%AA%DB%8C%D9%86%D8%B1_%D9%87%D8%A7\"><\/span><strong>\u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0631\u0648\u0634\u06cc \u0645\u062f\u0631\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0633\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f. NVIDIA \u062a\u0645\u0627\u0645 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 HPC \u0631\u0627 \u062a\u0648\u0633\u0637 <a href=\"https:\/\/www.nvidia.com\/en-us\/gpu-cloud\/\" target=\"_blank\" rel=\"noopener noreferrer\">NVIDIA NGC<\/a> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0647\u0627 \u062a\u0648\u0633\u0637 NVIDIA \u0645\u0648\u0631\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u060c \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f. NGC \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0647\u0627\u06cc \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0645\u06cc\u0632\u0628\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u062e\u0627\u0632\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B2%D9%85%D8%A7%D9%86_%D8%A8%D9%86%D8%AF%DB%8C_%D9%88_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF%DB%8C\"><\/span><strong>\u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0627\u0632 \u062f\u06cc\u06af\u0631 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u0645\u0647\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. Kubernetes \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0645\u062f\u0631\u0646 \u0648 \u0645\u062a\u062f\u0627\u0648\u0644 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u060c \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc\u060c \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u0628\u0627\u0634\u062f. Kubernetes \u062f\u0631 GPU \u0647\u0627\u06cc NVIDIA \u060c \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0635\u0646\u0639\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0634\u062a\u0627\u0628 GPU \u062a\u0648\u0633\u0639\u0647 \u0645\u06cc \u062f\u0647\u062f. Kubernetes \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0645\u0646\u0627\u0628\u0639 NVIDIA GPU \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%AE%D9%88%D8%B4%D9%87\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u0632 GPU \u0647\u0627\u06cc NVIDIA \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0634\u0627\u0645\u0644Bright Cluster &nbsp;\u060c Ganglia \u060c StackIQ \u0648 Altair PBS Works \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">NVIDIA \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0647 \u0646\u0627\u0645 <a href=\"https:\/\/developer.nvidia.com\/dcgm\" target=\"_blank\" rel=\"noopener noreferrer\">DCGM<\/a> \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 GPU \u0647\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062e\u0648\u0634\u0647 \u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. NVIDIA \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 API \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062a\u0648\u0633\u0637 API \u0647\u0627\u06cc NVML \u062f\u0631 \u0645\u0639\u0631\u0636 \u0646\u0645\u0627\u06cc\u0634 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u06a9\u0645\u06a9 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u062a\u06cc\u0645 \u062a\u06cc\u0645 \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 ops \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645\u060c \u067e\u0627\u06cc\u0634 \u0633\u0644\u0627\u0645\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0647\u0645\u0647 \u062c\u0627\u0646\u0628\u0647\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0634\u062f\u0627\u0631\u060c \u0648 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627\u06cc \u062d\u0627\u06a9\u0645\u06cc\u062a\u06cc \u0634\u0627\u0645\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0646\u0631\u0698\u06cc \u0648 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0635\u0648\u0631\u062a \u0645\u0633\u062a\u0642\u0644 \u06cc\u0627 \u0628\u0627 \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0628\u0632\u0627\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0635\u0646\u0639\u062a\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a NVML API \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%DA%A9%D9%88%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_CUDA_%D9%88_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D8%B1%D8%B9%D8%AA_%DB%8C%D8%A7%D9%81%D8%AA%D9%87_%D8%A8%D8%A7_GPU\"><\/span><strong>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 <\/strong><strong>CUDA<\/strong><strong> \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0631\u0639\u062a \u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 <\/strong><strong>GPU<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 CUDA \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f6\u060c \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 CUDA \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u06a9\u0647 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u06a9\u0631\u062f\u0646\u062f \u060c \u0627\u0646\u062c\u0645\u0646 \u0647\u0627\u06cc \u0639\u0644\u0645\u06cc \u0628\u0648\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0646\u062c\u0645\u0646\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u062f \u062e\u0627\u0646\u06af\u06cc \u0631\u0627 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f. \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u06cc \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0630\u0627\u062a\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u0626\u0648\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 CUDA \u0645\u0646\u062a\u0642\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0646\u0645\u0648\u0646\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0633\u0646\u06af\u06cc\u0646\u060c \u0628\u0647 \u062a\u0633\u0631\u06cc\u0639 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u06a9\u0645\u06a9 \u06a9\u0631\u062f. \u062a\u0642\u0631\u06cc\u0628\u0627 \u0627\u0645\u0631\u0648\u0632\u0647 \u0647\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a CUDA \/ GPU \u0628\u0631\u0627\u06cc \u062a\u0633\u0631\u06cc\u0639 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">NVIDIA \u06cc\u06a9 <a href=\"https:\/\/www.nvidia.com\/content\/dam\/en-zz\/Solutions\/Data-Center\/tesla-product-literature\/gpu-applications-catalog.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">\u06a9\u0627\u062a\u0627\u0644\u0648\u06af<\/a> \u0628\u0631\u0627\u06cc \u0641\u0647\u0631\u0633\u062a \u062a\u0645\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0631\u0639\u062a \u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 GPU \u0628\u0648\u062c\u0648\u062f \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0647\u0631\u0633\u062a\u060c \u062a\u0646\u0647\u0627 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0645\u062d\u0627\u0633\u0628\u0627\u062a GPU \u062a\u0633\u0631\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u060c \u062e\u0635\u0648\u0635\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"GPU_%D8%AF%D8%B1_%D9%87%D9%85%D9%87_%D8%AC%D8%A7\"><\/span><strong>GPU<\/strong><strong> \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u067e\u0630\u06cc\u0631\u0634 \u06af\u0633\u062a\u0631\u062f\u0647 CUDA \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0627\u06cc \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u06a9\u062f CUDA \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc &nbsp;port\u060c \u0628\u0647 \u06cc\u06a9 GPU \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0633\u0627\u0644 \u0647\u0627 \u067e\u06cc\u0634\u060c NVIDIA \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0647\u0631 GPU \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u062f\u0631 NVIDIA \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc CUDA \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>GPU \u0647\u0627\u06cc GeForce \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc \u0648 \u0646\u0648\u062a \u0628\u0648\u06a9<\/li>\n<li>GPU \u0647\u0627\u06cc Quadro \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062d\u0631\u0641\u0647 \u0627\u06cc<\/li>\n<li>GPU \u0647\u0627\u06cc \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647<\/li>\n<li>Tegra \u0628\u0631\u0627\u06cc SoC \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 (\u062a\u0648\u06a9\u0627\u0631)<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648\u0627\u062d\u062f\u060c \u062f\u0631 \u062a\u0645\u0627\u0645 \u062e\u0637\u0648\u0637 \u062a\u0648\u0644\u06cc\u062f \u0628\u0627 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0631\u06af\u0634\u062a\u06cc CUDA \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0644\u067e \u062a\u0627\u067e \u0647\u0627 \u0648 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u060c \u0627\u06cc\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc (\u06a9\u0627\u0631\u06af\u0627\u0647 \u0647\u0627) \u060c \u0633\u0631\u0648\u0631\u0647\u0627 \u0648 \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647\u060c \u0628\u0647 GPU \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0648 \u06a9\u062f CUDA \u06cc\u06a9\u0633\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0647\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u0647 \u062e\u062f\u0645\u0627\u062a \u0627\u0628\u0631\u06cc \u0627\u0632 GPU \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0634\u062f\u0647 \u0628\u0627 CUDA \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AE%D9%84%D8%A7%D8%B5%D9%87\"><\/span><strong>\u062e\u0644\u0627\u0635\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">NVIDIA \u0645\u062a\u0639\u0647\u062f \u0628\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 CUDA \u0627\u0633\u062a. \u062a\u06cc\u0645 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062a\u0644\u0627\u0634 \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u0646\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0645\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 CUDA \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0622\u0646 \u0628\u0647\u0631\u0647 \u0645\u0646\u062f \u0634\u0648\u0646\u062f:<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u062a\u0648\u0633\u0639\u0647 \u06a9\u062f CUDA \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0642\u0648\u06cc \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0645\u0627\u0646\u0646\u062f \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627 \u060c \u06af\u0632\u0627\u0631\u0634 \u06af\u06cc\u0631 \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n<li style=\"text-align: justify;\">\u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0648\u0633\u0637 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0634\u062f\u0647 \u0648 \u0686\u06a9\u0627\u0628 \u0634\u062f\u0647.<\/li>\n<li style=\"text-align: justify;\">\u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0634\u062f\u0647 \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0648\u062f\u0646 \u0622\u0646 \u0647\u0627 \u062f\u0631 NVIDIA NGC<\/li>\n<li style=\"text-align: justify;\">\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062e\u0648\u0634\u0647 \u0627\u06cc.<\/li>\n<li style=\"text-align: justify;\">\u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CUDA \u062a\u0633\u0631\u06cc\u0639 \u0634\u062f\u0646\u062f.<\/li>\n<\/ul>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/use-opencv-dnn-with-nvidia-gpu-cuda-and-cudnn\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 OpenCV \u0628\u0627  GPU \u0647\u0627\u06cc \u0627\u0646\u0648\u06cc\u062f\u06cc\u0627 \u060c  CUDA  \u0648  cuDNN<\/a><\/li><li><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/ml\/clustering-in-machine-learning\/\" target=\"_blank\" rel=\"noopener\">\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 &#8211; \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0645\u062a\u062e\u0635\u0635 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/cuda-refresher-reviewing-the-origins-of-gpu-computing\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA &#8211; \u0642\u0633\u0645\u062a \u0627\u0648\u0644 : \u0628\u0631\u0631\u0633\u06cc \u0645\u0646\u0634\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a GPU<\/a><\/li><li><a href=\"https:\/\/shahaab-co.ir\/mag\/programming-tools\/top-10-programming-languages-in-2020\/\" target=\"_blank\" rel=\"noopener\">\u06f1\u06f0 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f0 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u0645 !<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/developer.nvidia.com\/blog\/cuda-refresher-the-gpu-computing-ecosystem\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Nvidia<\/a>\n<\/div><\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;9156&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 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u2013 \u0642\u0633\u0645\u062a \u0633\u0648\u0645 : \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 CUDA&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u06cc\u0646 \u0633\u0648\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0627\u0632 \u0622\u0646 \u060c \u0628\u0631\u0648\u0632 \u06a9\u0631\u062f\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 CUDA \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc\u060c \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0628\u062a\u062f\u06cc \u06cc\u0627 \u0645\u062a\u0648\u0633\u0637 \u0627\u0633\u062a. \u0633\u0647\u0648\u0644\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u062c\u0647\u0634\u06cc \u0628\u0632\u0631\u06af \u062f\u0631 \u0633\u0637\u062d \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0644\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0632 \u067e\u0644\u062a\u0641\u0631\u0645 CUDA \u0627\u0633\u062a. \u062f\u0648\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u0648\u0641\u0642\u06cc\u062a \u067e\u0644\u062a\u0641\u0631\u0645 &hellip;<\/p>\n","protected":false},"author":17,"featured_media":9159,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[118,97,86],"class_list":["post-9156","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-118","tag-97","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=9156"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9156\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9159"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=9156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=9156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=9156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}