{"id":9603,"date":"2020-11-30T11:17:05","date_gmt":"2020-11-30T07:47:05","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=9603"},"modified":"2021-04-27T14:02:57","modified_gmt":"2021-04-27T09:32:57","slug":"cuda-refresher-cuda-programming-model","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-cuda-programming-model\/","title":{"rendered":"\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u2013 \u0642\u0633\u0645\u062a \u0686\u0647\u0627\u0631\u0645 : \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0686\u0647\u0627\u0631\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631CUDA \u00a0\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;\">\u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0686\u06a9\u06cc\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc GPU \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0644 \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0628\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0622\u0646 \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 GPU \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0686\u06af\u0648\u0646\u06af\u06cc \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\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u0627\u0646\u0646\u062f C \/ C ++ \u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0631\u0627 \u0628\u06cc\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0648 \u06a9\u0644\u06cc\u062f \u0648\u0627\u0698\u0647 \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0645\u0639\u0631\u0641\u06cc \u06a9\u0646\u06cc\u0645 : \u0645\u06cc\u0632\u0628\u0627\u0646 ( Host ) \u0648 \u062f\u0633\u062a\u06af\u0627\u0647 ( Device )<\/p>\n<p style=\"text-align: justify;\">\u0645\u06cc\u0632\u0628\u0627\u0646 \u060cCPU \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a. \u062d\u0627\u0641\u0638\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 CPU \u0631\u0627 \u062d\u0627\u0641\u0638\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0645\u06cc \u0646\u0627\u0645\u0646\u062f. GPU \u0631\u0627\u060c \u062f\u0633\u062a\u06af\u0627\u0647 \u0648 \u062d\u0627\u0641\u0638\u0647 GPU \u0631\u0627 \u0646\u06cc\u0632\u060c \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0647\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 CUDA \u060c \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u06a9\u067e\u06cc \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0645 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 GPU \u060c \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0631\u0627\u0634\u0647 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<li>\u06a9\u067e\u06cc \u0646\u062a\u0627\u06cc\u062c \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0633\u062a\u06af\u0627\u0647 \u0628\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0647\u0645 \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\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\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" 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\u0631\u0634\u062a\u0647 \u0648 \u0647\u0633\u062a\u0647 CUDA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-cuda-programming-model\/#%D8%B3%D9%84%D8%B3%D9%84%D9%87_%D9%85%D8%B1%D8%A7%D8%AA%D8%A8_%D8%AD%D8%A7%D9%81%D8%B8%D9%87\" >\u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062d\u0627\u0641\u0638\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-cuda-programming-model\/#%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87\" >\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/cuda-refresher-cuda-programming-model\/#%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%B3%D9%84%D8%B3%D9%84%D9%87_%D9%85%D8%B1%D8%A7%D8%AA%D8%A8_%D8%B1%D8%B4%D8%AA%D9%87_%D9%88_%D9%87%D8%B3%D8%AA%D9%87_CUDA\"><\/span><strong>\u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u0631\u0634\u062a\u0647 \u0648 \u0647\u0633\u062a\u0647 <\/strong><strong>CUDA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u06f1 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0633\u062a\u0647 CUDA \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 GPU \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. \u0628\u062e\u0634 \u0645\u0648\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 K \u0628\u0627\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0628\u0627 K \u0631\u0634\u062a\u0647 ( Thread ) \u0645\u062e\u062a\u0644\u0641 CUDA \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 C \/ C ++ \u00a0\u0645\u0639\u0645\u0648\u0644 \u060c \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0628\u0627\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"339\" height=\"377\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06a9\u0631\u0646\u0644-\u0628\u0647-\u0639\u0646\u0648\u0627\u0646-\u062a\u0627\u0628\u0639-\u062f\u0631-Cuda.png\" alt=\"\u06a9\u0631\u0646\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u062f\u0631 Cuda\" class=\"wp-image-9604\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06a9\u0631\u0646\u0644-\u0628\u0647-\u0639\u0646\u0648\u0627\u0646-\u062a\u0627\u0628\u0639-\u062f\u0631-Cuda.png 339w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06a9\u0631\u0646\u0644-\u0628\u0647-\u0639\u0646\u0648\u0627\u0646-\u062a\u0627\u0628\u0639-\u062f\u0631-Cuda-270x300.png 270w\" sizes=\"(max-width: 339px) 100vw, 339px\" \/><figcaption>\u0634\u06a9\u0644 \u06f1 : \u0647\u0633\u062a\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062f\u0631 GPU \u0627\u062c\u0631\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0631 \u0647\u0633\u062a\u0647 ( \u06a9\u0631\u0646\u0644 ) CUDA \u0628\u0627 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0627\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641 <em>_global_<\/em> &nbsp;\u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 (ID) \u062c\u0647\u0627\u0646\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0634\u062a\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"625\" height=\"203\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0628\u0644\u0648\u06a9-\u0647\u0627\u06cc-GPU.png\" alt=\"\u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc GPU\" class=\"wp-image-9606\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0628\u0644\u0648\u06a9-\u0647\u0627\u06cc-GPU.png 625w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0628\u0644\u0648\u06a9-\u0647\u0627\u06cc-GPU-300x97.png 300w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><figcaption>\u0634\u06a9\u0644 \u06f2 : \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc CUDA \u0628\u0647 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0647 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627\u060c \u06cc\u06a9 \u0628\u0644\u0648\u06a9 CUDA \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc CUDA \u062f\u0631 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u06cc\u06a9 \u0647\u0633\u062a\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0631\u0634\u062a\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f (\u0634\u06a9\u0644 \u06f2).<\/p>\n<p style=\"text-align: justify;\">\u0647\u0631 \u0628\u0644\u0648\u06a9 CUDA \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0686\u0646\u062f\u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646\u06cc (SM) \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0627\u06cc\u0631 SM \u0647\u0627 \u062f\u0631 GPU \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u062f ( \u0628\u0647 \u062c\u0632 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 preemption \u060c \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u06cc\u0627 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9\u06cc &nbsp;CUDA). \u06cc\u06a9 SM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc CUDA \u060c \u0686\u0646\u062f\u06cc\u0646 \u0628\u0644\u0648\u06a9 \u0647\u0645\u0632\u0645\u0627\u0646 CUDA \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f. \u0647\u0631 \u0647\u0633\u062a\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 CUDA \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0647\u0633\u062a\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0634\u06a9\u0644 \u06f3 \u0627\u062c\u0631\u0627\u06cc \u0647\u0633\u062a\u0647 \u0648 \u0646\u06af\u0627\u0634\u062a \u0628\u0631 \u0645\u0646\u0627\u0628\u0639 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 GPU \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"625\" height=\"438\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0627\u062c\u0631\u0627-\u06a9\u0631\u0646\u0644-\u062f\u0631-GPU.png\" alt=\"\u0627\u062c\u0631\u0627 \u06a9\u0631\u0646\u0644 \u062f\u0631 GPU\" class=\"wp-image-9608\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0627\u062c\u0631\u0627-\u06a9\u0631\u0646\u0644-\u062f\u0631-GPU.png 625w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0627\u062c\u0631\u0627-\u06a9\u0631\u0646\u0644-\u062f\u0631-GPU-300x210.png 300w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><figcaption>\u0634\u06a9\u0644 \u06f3 : \u0627\u062c\u0631\u0627 \u06a9\u0631\u0646\u0644 \u062f\u0631 GPU<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">CUDA \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0634\u062a\u0647 \u0647\u0627 \u0648 \u0628\u0644\u0648\u06a9 \u0647\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0634\u062a\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0627\u062e\u0644\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc <em>threadIdx <\/em>\u0634\u0627\u062e\u0635 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u0634\u0627\u062e\u0635 \u06af\u0630\u0627\u0631\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0631\u0648\u0634\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0639\u0646\u0627\u0635\u0631 \u062f\u0631 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627 \u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627 \u0648 \u062d\u062c\u0645 \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0633\u0627\u062f\u0647 \u062a\u0631 \u0634\u0648\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u060c \u0628\u0644\u0648\u06a9 \u0647\u0627 \u0646\u06cc\u0632 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0627\u062e\u0644\u06cc \u0628\u0647 \u0646\u0627\u0645 <em>blockIdx &nbsp;<\/em>\u0634\u0627\u062e\u0635 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0646\u06a9\u062a\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc CUDA \u062a\u0639\u062f\u0627\u062f \u0631\u0634\u062a\u0647 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u0628\u0644\u0648\u06a9 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f ( \u06f1\u06f0\u06f2\u06f4 \u0631\u0634\u062a\u0647 \u062f\u0631 \u0647\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 \u0628\u0644\u0648\u06a9 ).<\/li>\n<li>\u0628\u064f\u0639\u062f \u0628\u0644\u0648\u06a9 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0627\u062e\u0644\u06cc BlockDim \u062f\u0631 \u0647\u0633\u062a\u0647 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u0647\u0645\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u0631\u0648\u0646 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0641\u0637\u0631\u06cc <em>__syncthreads<\/em> \u0647\u0645\u0632\u0645\u0627\u0646 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f. \u0628\u0627 <em>__syncthreads<\/em> \u060c \u0647\u0645\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u0644\u0648\u06a9 \u0628\u0627\u06cc\u062f \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u0646\u062f \u062a\u0627 \u06a9\u0633\u06cc \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u062f.<\/li>\n<li>\u062a\u0639\u062f\u0627\u062f \u0631\u0634\u062a\u0647 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u0628\u0644\u0648\u06a9 \u0648 \u062a\u0639\u062f\u0627\u062f \u0628\u0644\u0648\u06a9 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u0634\u0628\u06a9\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 &lt;&lt;&lt; \u2026 &gt;&gt;&gt; \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0648\u0639 int \u06cc\u0627 dim3 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06a9\u062a \u0647\u0627\u06cc \u0633\u0647 \u062a\u0627\u06cc\u06cc \u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0632 \u06a9\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0647 \u06a9\u062f \u062f\u0633\u062a\u06af\u0627\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0647\u0633\u062a\u0647 \u0646\u06cc\u0632 \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0628\u0631\u0646\u0627\u0645\u0647 CUDA \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 \u062f\u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0632\u06cc\u0631 <em>blockIdx<\/em> \u0648 <em>threadIdx<\/em> \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f <em>blockDim<\/em> \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u060c \u06cc\u06a9 \u0628\u0644\u0648\u06a9 \u062f\u0648 \u0628\u0639\u062f\u06cc \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u0634\u0627\u062e\u0635 \u06af\u0630\u0627\u0631\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0631 \u0628\u0644\u0648\u06a9 \u06f2\u06f5\u06f6 \u0631\u0634\u062a\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06cc\u06a9 \u062f\u0631 \u062c\u0647\u062a x \u0648 y \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0628\u0644\u0648\u06a9 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0631 \u0628\u0644\u0648\u06a9 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">\/\/ Kernel - Adding two matrices MatA and MatB\n__global__ void MatAdd(float MatA[N][N], float MatB[N][N],\nfloat MatC[N][N])\n{\n    int i = blockIdx.x * blockDim.x + threadIdx.x;\n    int j = blockIdx.y * blockDim.y + threadIdx.y;\n    if (i &lt; N &amp;&amp; j &lt; N)\n        MatC[i][j] = MatA[i][j] + MatB[i][j];\n}\n \nint main()\n{\n    ...\n    \/\/ Matrix addition kernel launch from host code\n    dim3 threadsPerBlock(16, 16);\n    dim3 numBlocks((N + threadsPerBlock.x -1) \/ threadsPerBlock.x, (N+threadsPerBlock.y -1) \/ threadsPerBlock.y);\n    MatAdd&lt;&lt;&lt;numBlocks, threadsPerBlock&gt;&gt;&gt;(MatA, MatB, MatC);\n    ...\n}\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D9%84%D8%B3%D9%84%D9%87_%D9%85%D8%B1%D8%A7%D8%AA%D8%A8_%D8%AD%D8%A7%D9%81%D8%B8%D9%87\"><\/span><strong>\u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062d\u0627\u0641\u0638\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">GPU \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a CUDA \u060c \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062d\u0627\u0641\u0638\u0647 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u06f4 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"625\" height=\"381\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628-\u062d\u0627\u0641\u0638\u0647-\u062f\u0631-GPU.png\" alt=\"\u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 GPU\" class=\"wp-image-9610\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628-\u062d\u0627\u0641\u0638\u0647-\u062f\u0631-GPU.png 625w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628-\u062d\u0627\u0641\u0638\u0647-\u062f\u0631-GPU-300x183.png 300w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><figcaption>\u0634\u06a9\u0644 \u06f4 : \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 GPU \u0647\u0627.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062d\u0627\u0641\u0638\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0633\u0637 \u0645\u0639\u0645\u0627\u0631\u06cc GPU \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>\u0631\u062c\u06cc\u0633\u062a\u0631 \u0647\u0627 (<\/strong><strong> Regidter <\/strong><strong>) <\/strong><strong>:<\/strong> \u0627\u06cc\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0634\u062a\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0647\u0633\u062a\u0646\u062f \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0631\u062c\u06cc\u0633\u062a\u0631 \u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u06cc\u0633\u062a\u0646\u062f. \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644\u0631 \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u062c\u06cc\u0633\u062a\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u062d\u0627\u0641\u0638\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u06cc <\/strong><strong>L1 \/<\/strong> <strong>(SMEM)<\/strong> <strong>:<\/strong> \u0647\u0631 SM \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u062d\u0627\u0641\u0638\u0647 \u0686\u0631\u06a9\u0646\u0648\u06cc\u0633 ( Scratchpad Memory ) \u0633\u0631\u06cc\u0639 \u0648 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0631\u0627\u0634\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 L1 \u0648 \u062d\u0627\u0641\u0638\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f. \u062a\u0645\u0627\u0645 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 CUDA \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0646\u062f \u0648 \u0647\u0645\u0647 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc CUDA \u06a9\u0647 \u0631\u0648\u06cc \u06cc\u06a9 SM \u062e\u0627\u0635 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u0628\u0639 \u062d\u0627\u0641\u0638\u0647 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 SM \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u062d\u0627\u0641\u0638\u0647 \u0641\u0642\u0637 \u062e\u0648\u0627\u0646\u062f\u0646\u06cc <\/strong><strong>:<\/strong> \u0647\u0631 SM \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u060c \u062d\u0627\u0641\u0638\u0647 \u062b\u0627\u0628\u062a \u060c \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0641\u062a \u0648 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 RO \u0627\u0633\u062a \u06a9\u0647 \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u06a9\u062f \u0647\u0633\u062a\u0647 \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0633\u062a.<\/li>\n<li><strong>\u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 <\/strong><strong>L2<\/strong> <strong>:<\/strong> \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 L2 \u062f\u0631 \u062a\u0645\u0627\u0645 SM \u0647\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0631 \u0631\u0634\u062a\u0647 \u062f\u0631 \u0647\u0631 \u0628\u0644\u0648\u06a9 CUDA \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 GPU NVIDIA A100 \u0627\u0646\u062f\u0627\u0632\u0647 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 L2 \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06f6 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc V100 GPU \u060c \u0628\u0647 \u06f4\u06f0 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>\u062d\u0627\u0641\u0638\u0647 \u062c\u0647\u0627\u0646\u06cc <\/strong><strong>:<\/strong> \u0627\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0627\u0641\u0631 \u0641\u0631\u06cc\u0645 GPU \u0648 DRAM \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 GPU \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u06a9\u0627\u0645\u067e\u0627\u06cc\u0644\u0631 NVIDIA CUDA \u06a9\u0627\u0631 \u062e\u0648\u0628\u06cc \u062f\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0646\u0627\u0628\u0639 \u062d\u0627\u0641\u0638\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0627\u0645\u0627 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 CUDA \u062d\u0631\u0641\u0647 \u0627\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc CUDA \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87\"><\/span><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0647 GPU \u060c \u0645\u0634\u062e\u0635\u0627\u062a \u06a9\u0644\u06cc \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 GPU \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0634\u0645\u0627\u0631\u0647 \u0646\u0633\u062e\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0648\u0633\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u06cc\u0627 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 GPU \u0641\u0639\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0631 GPU \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0646\u0633\u062e\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 X.Y \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 X \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc \u0627\u0635\u0644\u06cc \u0648 Y \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc \u0641\u0631\u0639\u06cc \u0627\u0633\u062a. \u0639\u062f\u062f \u062a\u062c\u062f\u06cc\u062f \u0646\u0638\u0631 \u062c\u0632\u0626\u06cc \u060c \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0628\u0647\u0628\u0648\u062f \u062a\u062f\u0631\u06cc\u062c\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\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 \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062f\u0627\u0631\u0627\u06cc CUDA \u060c \u0628\u0647 \u06a9\u062f \u0646\u0645\u0648\u0646\u0647 &nbsp;CUDA\u060c <a href=\"https:\/\/github.com\/NVIDIA\/cuda-samples\/tree\/master\/Samples\/deviceQuery\" target=\"_blank\" rel=\"noopener noreferrer\">deviceQuery<\/a> \u0646\u06af\u0627\u0647 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc CUDA \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\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;\">\u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0646\u0627\u0647\u0645\u06af\u0648\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 C \/ C ++ &nbsp;\u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc CPU \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0633\u062a\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 GPU \u06a9\u0647 \u0627\u0632 \u0644\u062d\u0627\u0638 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062c\u062f\u0627\u0634\u0648\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0648 \u0647\u0645 \u062f\u0633\u062a\u06af\u0627\u0647 \u062f\u0627\u0631\u0627\u06cc \u0641\u0636\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u200c\u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062d\u0627\u0641\u0638\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0648 \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u06cc\u0627\u062f \u0645\u06cc \u0634\u0648\u062f. \u06a9\u062f CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u06cc\u0646 \u062d\u0627\u0641\u0638\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0648 \u062f\u0633\u062a\u06af\u0627\u0647 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06af\u0630\u0631\u06af\u0627\u0647 PCIe \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u060c \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0634\u0627\u062e\u0635 \u06af\u0630\u0627\u0631\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. CUDA \u0647\u0645\u0686\u0646\u06cc\u0646 \u062d\u0627\u0641\u0638\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0631\u062c\u06cc\u0633\u062a\u0631 \u060c \u062d\u0627\u0641\u0638\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u06cc \u0648 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 L1 \u060c \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 L2 \u0648 \u062d\u0627\u0641\u0638\u0647 \u062c\u0647\u0627\u0646\u06cc \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062d\u0627\u0641\u0638\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 CUDA \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\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.com\/mag\/edu\/cuda-refresher-getting-started-with-cuda\/\">\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 CUDA \u2013 \u0642\u0633\u0645\u062a \u062f\u0648\u0645 : \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627 CUDA<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/cuda-refresher-reviewing-the-origins-of-gpu-computing\/\">\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.com\/mag\/edu\/deep-learning\/https-developer-nvidia-com-blog-cuda-refresher-the-gpu-computing-ecosystem\/\">\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<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/use-opencv-dnn-with-nvidia-gpu-cuda-and-cudnn\/\">\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.com\/mag\/edu\/ml\/deep-learning-tutorial\/\">\u062e\u0648\u062f\u0622\u0645\u0648\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 &#8211; \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/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-cuda-programming-model\/\" 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;9603&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 \u0686\u0647\u0627\u0631\u0645 : \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc 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 \u0686\u0647\u0627\u0631\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631CUDA \u00a0\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. \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc CUDA \u0686\u06a9\u06cc\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc GPU \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0644 \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0628\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc &hellip;<\/p>\n","protected":false},"author":17,"featured_media":9615,"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-9603","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\/9603","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=9603"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9603\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9615"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=9603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=9603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=9603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}