{"id":16218,"date":"2024-01-22T06:34:13","date_gmt":"2024-01-22T03:04:13","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-22T06:34:13","modified_gmt":"2024-01-22T03:04:13","slug":"%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#concurrency_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >Concurrency \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_%d9%85%d9%88%d8%a7%d8%b2%db%8c_%da%af%d8%b1%d8%a7%db%8c%db%8c\" >\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0645\u0648\u0627\u0632\u06cc \u06af\u0631\u0627\u06cc\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#thread_vs_process_vs_task\" >Thread vs Process vs Task<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#multithreading_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_multiprocessing_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_asyncio\" >Multithreading \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Multiprocessing \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Asyncio<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b2%d9%85%d8%a7%d9%86_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_concurrency\" >\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Concurrency<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b1%d9%88%d8%b4_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_concurrency\" >\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Concurrency<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86\" >\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0645\u0632\u0645\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_multithreading\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 Multithreading<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_%da%86%d9%86%d8%af_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_asyncio\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 AsyncIO<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af\" >\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0647\u0627 \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.  \u0686\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u06af\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646\u060c \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0631\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645\u061f  \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0632 \u0637\u0631\u06cc\u0642 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc\u060c \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u0628\u0631\u0633\u06cc\u0645 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0648\u0627\u062d\u062f \u0631\u0633\u06cc\u062f\u06af\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0686\u0634\u0645\u06af\u06cc\u0631 \u0634\u0648\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0627\u0634\u06a9\u0627\u0644 \u0645\u062e\u062a\u0644\u0641 \u0622\u0646 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u0648 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 \u0633\u0631\u0639\u062a \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u062a\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0634\u0627\u0647\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<h2 id=\"whatisconcurrency\"><span class=\"ez-toc-section\" id=\"concurrency_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>Concurrency \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0648 \u06cc\u0627 \u0686\u0646\u062f \u0631\u0648\u06cc\u062f\u0627\u062f \u0647\u0633\u062a\u0646\u062f <em>\u0647\u0645 \u0632\u0645\u0627\u0646<\/em>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0648\u0642\u0648\u0639 \u0647\u0633\u062a\u0646\u062f.  \u062f\u0631 \u0632\u0646\u062f\u06af\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0627\u0645\u0631\u06cc \u0631\u0627\u06cc\u062c \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0686\u06cc\u0632\u0647\u0627 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u0646\u062f.  \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u060c \u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0628\u0647 \u0645\u06cc\u0627\u0646 \u0645\u06cc \u0622\u06cc\u062f\u060c \u0647\u0645\u0647 \u0686\u06cc\u0632 \u06a9\u0645\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u060c \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0627\u062c\u0631\u0627\u06cc \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631 \u06cc\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0633\u062a.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u06cc\u06af\u0631\u0627\u0646 \u062f\u0631 \u0627\u0646\u062a\u0638\u0627\u0631 \u0646\u0648\u0628\u062a \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u067e\u0633 \u0627\u0632 \u062a\u06a9\u0645\u06cc\u0644 \u0622\u0646\u060c \u0645\u0646\u0627\u0628\u0639 \u0622\u0632\u0627\u062f \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u0634\u0631\u0648\u0639 \u0628\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0632\u0645\u0627\u0646\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f \u0647\u0645\u06cc\u0634\u0647 \u0646\u0628\u0627\u06cc\u062f \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u0646\u062f \u062a\u0627 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u06a9\u0645\u06cc\u0644 \u0634\u0648\u0646\u062f.  \u0622\u0646\u0647\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0632\u0645\u0627\u0646 \u0627\u0639\u062f\u0627\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h2 id=\"concurrencyvsparallelism\"><span class=\"ez-toc-section\" id=\"%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_%d9%85%d9%88%d8%a7%d8%b2%db%8c_%da%af%d8%b1%d8%a7%db%8c%db%8c\"><\/span>\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0645\u0648\u0627\u0632\u06cc \u06af\u0631\u0627\u06cc\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0627\u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0686\u06cc\u0633\u062a\u061f<\/p>\n<p>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0632\u0645\u0627\u0646\u06cc \u062d\u0627\u0635\u0644 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06cc\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u06cc\u0627 \u0645\u0648\u0627\u0632\u06cc \u0628\u0627 \u0647\u062f\u0641 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u0646\u062f. process.<\/p>\n<p>\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0648 \u0645\u0648\u0627\u0632\u06cc \u0628\u0648\u062f\u0646 \u0647\u0631 \u062f\u0648 \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631\u06af\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0641\u0642\u0637 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f\u060c \u0645\u0648\u0627\u0632\u06cc \u0628\u0648\u062f\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 CPU \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n<h2 id=\"threadvsprocessvstask\"><span class=\"ez-toc-section\" id=\"thread_vs_process_vs_task\"><\/span>Thread vs Process vs Task<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u060c \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0642\u0637\u0639\u0627\u062a \u06cc\u0627 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u06a9\u0627\u0631 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062f\u0631 \u062c\u0632\u0626\u06cc\u0627\u062a \u0622\u0646\u0647\u0627 \u0686\u0646\u062f\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<p>thread \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc\u0646 \u0648\u0627\u062d\u062f \u0627\u062c\u0631\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631.  \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0632 a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f process \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0647\u0645\u0627\u0646 \u06cc\u06a9 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f process.  \u0631\u0632\u0648\u0647 \u0647\u0627 \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0633\u0628\u06a9 \u0648\u0632\u0646 \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0646\u062f\u060c \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0633\u0626\u0648\u0644 \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0628\u0627\u0634\u062f \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0627\u0645\u0644\u0627 \u0627\u0633\u062a.<\/p>\n<p>\u0622 process \u06cc\u06a9 \u06a9\u0627\u0631 \u06cc\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.  \u0648\u0642\u062a\u06cc \u06a9\u062f \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645 \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u0644\u0641 process \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0633\u062a\u0648\u0631 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062f \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0622 process \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0627\u0635\u0644\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06cc\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0634\u062a\u0647 \u062f\u0631\u0648\u0646 \u0622\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u062f\u0627\u0631\u0627\u06cc \u067e\u0634\u062a\u0647\u060c \u062b\u0628\u0627\u062a \u0647\u0627 \u0648 \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0627\u0635 \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.  \u0627\u0645\u0627 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 \u06a9\u062f\u060c \u062f\u0627\u062f\u0647 \u0648 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0628\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0648 \u0646\u062e \u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0632\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f<\/li>\n<li>\u0627\u06af\u0631 \u06cc\u06a9 \u0646\u062e \u062f\u0631 \u06cc\u06a9 process \u0645\u0633\u062f\u0648\u062f \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0627\u062c\u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 a \u0645\u0633\u062f\u0648\u062f \u0634\u062f\u0647 \u0627\u0633\u062a process \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f \u0631\u0648\u06cc \u0627\u062c\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0635\u0641 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f<\/li>\n<li>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 thread \u0647\u0627 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f\u060c \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u062f\u0647\u0646\u062f process \u062a\u062e\u0635\u06cc\u0635 \u062d\u0627\u0641\u0638\u0647 \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p>\u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h2 id=\"multithreadingvsmultiprocessingvsasyncio\"><span class=\"ez-toc-section\" id=\"multithreading_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_multiprocessing_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_asyncio\"><\/span>Multithreading \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Multiprocessing \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Asyncio<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u0628\u0631\u0631\u0633\u06cc \u0631\u0634\u062a\u0647 \u0647\u0627 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p>Multithreading \u0628\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06cc\u06a9 CPU \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  \u0627\u06cc\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0642\u0633\u06cc\u0645 a \u0627\u0633\u062a process \u0628\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u06cc\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.  \u0627\u06cc\u0646 \u062a\u0642\u0633\u06cc\u0645 \u0648\u0638\u06cc\u0641\u0647 \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u06a9\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f process.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u06cc\u06a9 \u0648\u0627\u0698\u0647 \u067e\u0631\u062f\u0627\u0632 \u0645\u0627\u0646\u0646\u062f MS Word\u060c \u0686\u06cc\u0632\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/p>\n<p>Multithreading \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0646\u0648\u0634\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u062f\u060c \u0627\u0645\u0644\u0627\u06cc \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f.  \u0627\u0632 \u0637\u0631\u06cc\u0642 multithreading\u060c \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631 \u0645\u062c\u0628\u0648\u0631 \u0646\u06cc\u0633\u062a \u0627\u0628\u062a\u062f\u0627 \u0633\u0646\u062f \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0646\u062f \u062a\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0627\u062a\u0641\u0627\u0642 \u0628\u06cc\u0641\u062a\u062f \u06cc\u0627 \u0628\u0631\u0631\u0633\u06cc \u0627\u0645\u0644\u0627 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/p>\n<p>\u062a\u0646\u0647\u0627 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc \u062f\u0631\u06af\u06cc\u0631 \u0627\u0633\u062a \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0631\u0627 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0641\u0639\u0644\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u062f\u060c \u0627\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062e\u0627\u0631\u062c \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0641\u0639\u0644\u06cc \u0628\u0627\u0634\u0646\u062f. process \u06cc\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0645\u0627.<\/p>\n<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647\u060c \u0631\u0648\u06cc \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u06cc\u0627 \u0686\u0646\u062f \u0648\u0627\u062d\u062f \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc  \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u0641\u0633\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u0648 \u062a\u062e\u0635\u06cc\u0635 \u062d\u0627\u0641\u0638\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0627\u062c\u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/library\/asyncio.html\">AsyncIO<\/a> \u06cc\u0627 IO \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u062c\u062f\u06cc\u062f \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 syntax async\/wait \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0635\u062f \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0648 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a.<\/p>\n<h2 id=\"whentouseconcurrency\"><span class=\"ez-toc-section\" id=\"%d8%b2%d9%85%d8%a7%d9%86_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_concurrency\"><\/span>\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Concurrency<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 CPU \u06cc\u0627 IO \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648\u062c\u0647 \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><em>\u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 CPU<\/em> \u0634\u0627\u0645\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u06cc\u0627 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0641\u0642\u0637 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc CPU \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p><em>\u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 IO<\/em> \u0634\u0627\u0645\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u06a9\u06cc \u0647\u0633\u062a\u0646\u062f \u0631\u0648\u06cc \u0645\u0646\u0627\u0628\u0639 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u06a9\u0647 \u06af\u0627\u0647\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0646\u062f\u062a\u0631 \u0627\u0632 CPU \u0628\u0627\u0634\u0646\u062f \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u062d\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0627\u06cc\u062f \u0645\u0646\u062a\u0638\u0631 \u06a9\u0627\u0631 \u0641\u0639\u0644\u06cc \u0628\u0627\u0634\u062f \u062a\u0627 \u0645\u0646\u0627\u0628\u0639 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0622\u0632\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 CPU \u06cc\u0627 I\/O \u0645\u062d\u062f\u0648\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0633\u0631\u0639\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f\u060c \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06a9\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f.<\/p>\n<h2 id=\"howtouseconcurrency\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_concurrency\"><\/span>\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Concurrency<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u0646\u0645\u0627\u06cc\u0634\u06cc \u062e\u0648\u062f\u060c \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0631\u0627\u06cc\u062c \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062d\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a.  \u0645\u0627 \u06a9\u062f\u0647\u0627\u06cc \u063a\u06cc\u0631\u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u06a9\u062f\u0647\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0627 \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645 \u0648 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u062a\u06a9\u0645\u06cc\u0644 \u0647\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/imgur.com\/\">\u0627\u06cc\u0645\u06af\u0648\u0631<\/a> \u0627\u0632 \u0637\u0631\u06cc\u0642 API \u0622\u0646\u0647\u0627.  \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645 \u0648 \u0633\u067e\u0633 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/api.imgur.com\/oauth2\/addclient\">\u062b\u0628\u062a \u0646\u0627\u0645<\/a> \u0628\u0631\u0646\u0627\u0645\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0645\u0627 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f \u0631\u0648\u06cc Imgur\u060c \u0645\u0627 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0648 \u0631\u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u0627\u0639\u062a\u0628\u0627\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>.env<\/code> \u0641\u0627\u06cc\u0644 \u0627\u0632 Pipenv <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pipenv.readthedocs.io\/en\/latest\/advanced\/#automatic-loading-of-env\" class=\"broken_link\">\u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f<\/a> \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0627\u0632 <code>.env<\/code> \u0641\u0627\u06cc\u0644.<\/p>\n<h3 id=\"synchronousscript\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa_%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86\"><\/span>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0645\u0632\u0645\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062c\u0632\u0626\u06cc\u0627\u062a\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 a \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f <code>downloads<\/code> \u067e\u0648\u0634\u0647:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> os\n<span class=\"hljs-keyword\">from<\/span> urllib <span class=\"hljs-keyword\">import<\/span> request\n<span class=\"hljs-keyword\">from<\/span> imgurpython <span class=\"hljs-keyword\">import<\/span> ImgurClient\n<span class=\"hljs-keyword\">import<\/span> timeit\n\nclient_secret = os.getenv(<span class=\"hljs-string\">\"CLIENT_SECRET\"<\/span>)\nclient_id = os.getenv(<span class=\"hljs-string\">\"CLIENT_ID\"<\/span>)\n\nclient = ImgurClient(client_id, client_secret)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">download_image<\/span>(<span class=\"hljs-params\">link<\/span>):<\/span>\n    filename = link.split(<span class=\"hljs-string\">'\/'<\/span>)(<span class=\"hljs-number\">3<\/span>).split(<span class=\"hljs-string\">'.'<\/span>)(<span class=\"hljs-number\">0<\/span>)\n    fileformat = link.split(<span class=\"hljs-string\">'\/'<\/span>)(<span class=\"hljs-number\">3<\/span>).split(<span class=\"hljs-string\">'.'<\/span>)(<span class=\"hljs-number\">1<\/span>)\n    request.urlretrieve(link, <span class=\"hljs-string\">\"downloads\/{}.{}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(filename, fileformat))\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"{}.{} downloaded into downloads\/ folder\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(filename, fileformat))\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    images = client.get_album_images(<span class=\"hljs-string\">'PdA9Amq'<\/span>)\n    <span class=\"hljs-keyword\">for<\/span> image <span class=\"hljs-keyword\">in<\/span> images:\n        download_image(image.link)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Time taken to download images synchronously: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(timeit.Timer(main).timeit(number=<span class=\"hljs-number\">1<\/span>)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u060c \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0622\u0644\u0628\u0648\u0645 Imgur \u0631\u0627 \u067e\u0627\u0633 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0622\u0646 \u0622\u0644\u0628\u0648\u0645 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. <code>get_album_images()<\/code>.  \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 \u062a\u0627\u0628\u0639 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0648\u0634\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0645\u06af\u0648\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645 \u0627\u0645\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f.  \u0642\u0628\u0644 \u0627\u0632 \u062d\u0631\u06a9\u062a \u0641\u0642\u0637 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0639\u062f\u06cc  \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u0646\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a 48 \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u06a9\u0634\u06cc\u062f \u062a\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f.<\/p>\n<h3 id=\"optimizingwithmultithreading\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_multithreading\"><\/span>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 Multithreading<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 <em>\u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc<\/em> \u0648 \u0631\u0648\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">import<\/span> threading\n<span class=\"hljs-keyword\">from<\/span> concurrent.futures <span class=\"hljs-keyword\">import<\/span> ThreadPoolExecutor\n\n\n\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">download_album<\/span>(<span class=\"hljs-params\">album_id<\/span>):<\/span>\n    images = client.get_album_images(album_id)\n    <span class=\"hljs-keyword\">with<\/span> ThreadPoolExecutor(max_workers=<span class=\"hljs-number\">5<\/span>) <span class=\"hljs-keyword\">as<\/span> executor:\n        executor.<span class=\"hljs-built_in\">map<\/span>(download_image, images)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    download_album(<span class=\"hljs-string\">'PdA9Amq'<\/span>)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Time taken to download images using multithreading: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(timeit.Timer(main).timeit(number=<span class=\"hljs-number\">1<\/span>)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u0627\u060c a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>Threadpool<\/code> \u0648 5 \u0631\u0634\u062a\u0647 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u06af\u0627\u0644\u0631\u06cc \u0645\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.  \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u06cc\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0627\u0632 \u06a9\u062f \u0645\u0627 19 \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f.  \u0627\u06cc\u0646 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0633\u0647 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0627\u0633\u062a.<\/p>\n<h3 id=\"optimizingwithmultiprocessing\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_%da%86%d9%86%d8%af_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4\"><\/span>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0627\u062c\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <em>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/em> \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 CPU \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">import<\/span> multiprocessing\n\n\n\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    images = client.get_album_images(<span class=\"hljs-string\">'PdA9Amq'<\/span>)\n\n    pool = multiprocessing.Pool(multiprocessing.cpu_count())\n    result = pool.<span class=\"hljs-built_in\">map<\/span>(download_image, (image.link <span class=\"hljs-keyword\">for<\/span> image <span class=\"hljs-keyword\">in<\/span> images))\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Time taken to download images using multiprocessing: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(timeit.Timer(main).timeit(number=<span class=\"hljs-number\">1<\/span>)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0645\u0627 \u06cc\u06a9 Pool \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062a\u0639\u062f\u0627\u062f \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc CPU \u0627\u0633\u062a \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u0627 \u0648 \u0633\u067e\u0633 \u0646\u0642\u0634\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u0627\u0633\u062a\u062e\u0631.  \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u062f \u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 CPU \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0648 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u06a9\u062f \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b14 \u062b\u0627\u0646\u06cc\u0647 \u067e\u0633 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u0645\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0645\u0627 \u06a9\u0647 \u0627\u0632 \u0631\u0634\u062a\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0646\u0633\u062e\u0647 \u063a\u06cc\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0645\u0627 \u0627\u0633\u062a.<\/p>\n<h3 id=\"optimizingwithasyncio\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a8%d8%a7_asyncio\"><\/span>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 AsyncIO<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0647\u0645\u0627\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 <em>AsyncIO<\/em> \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">import<\/span> asyncio\n<span class=\"hljs-keyword\">import<\/span> aiohttp\n\n\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">download_image<\/span>(<span class=\"hljs-params\">link, session<\/span>):<\/span>\n    <span class=\"hljs-string\">\"\"\"\n    Function to download an image from a link provided.\n    \"\"\"<\/span>\n    filename = link.split(<span class=\"hljs-string\">'\/'<\/span>)(<span class=\"hljs-number\">3<\/span>).split(<span class=\"hljs-string\">'.'<\/span>)(<span class=\"hljs-number\">0<\/span>)\n    fileformat = link.split(<span class=\"hljs-string\">'\/'<\/span>)(<span class=\"hljs-number\">3<\/span>).split(<span class=\"hljs-string\">'.'<\/span>)(<span class=\"hljs-number\">1<\/span>)\n\n    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">with<\/span> session.get(link) <span class=\"hljs-keyword\">as<\/span> response:\n        <span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"downloads\/{}.{}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(filename, fileformat), <span class=\"hljs-string\">'wb'<\/span>) <span class=\"hljs-keyword\">as<\/span> fd:\n            <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">for<\/span> data <span class=\"hljs-keyword\">in<\/span> response.content.iter_chunked(<span class=\"hljs-number\">1024<\/span>):\n                fd.write(data)\n\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"{}.{} downloaded into downloads\/ folder\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(filename, fileformat))\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    images = client.get_album_images(<span class=\"hljs-string\">'PdA9Amq'<\/span>)\n\n    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">with<\/span> aiohttp.ClientSession() <span class=\"hljs-keyword\">as<\/span> session:\n        tasks = (download_image(image.link, session) <span class=\"hljs-keyword\">for<\/span> image <span class=\"hljs-keyword\">in<\/span> images)\n\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">await<\/span> asyncio.gather(*tasks)\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    start_time = timeit.default_timer()\n\n    loop = asyncio.get_event_loop()\n    results = loop.run_until_complete(main())\n\n    time_taken = timeit.default_timer() - start_time\n\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Time taken to download images using AsyncIO: {}\"<\/span>.<span class=\"hljs-built_in\">format<\/span>(time_taken))\n<\/code><\/pre>\n<p>\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u06a9\u0645\u06cc \u062f\u0631 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u062c\u062f\u06cc\u062f \u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0627\u0648\u0644 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0627 \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062d\u0627\u0644\u062a \u0639\u0627\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>requests<\/code> \u0645\u0627\u0698\u0648\u0644 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627\u060c \u0627\u0645\u0627 \u062f\u0631 \u0639\u0648\u0636 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>aiohttp<\/code>.  \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 <code>requests<\/code> \u0628\u0627 AsyncIO \u0646\u0627\u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0627\u0632 Python \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>http<\/code> \u0648 <code>sockets<\/code> \u0645\u062f\u0648\u0644.<\/p>\n<p>\u0633\u0648\u06a9\u062a \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0645\u0633\u062f\u0648\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u06cc\u0639\u0646\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u062a\u0648\u0642\u0641 \u06a9\u0631\u062f \u0648 \u0627\u062c\u0631\u0627 \u0628\u0639\u062f\u0627 \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u06cc\u0627\u0628\u062f \u0631\u0648\u06cc. <code>aiohttp<\/code> \u0627\u06cc\u0646 \u0631\u0627 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u06a9\u062f\u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u06cc\u0645.<\/p>\n<p>\u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc <code>async<\/code> \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0627\u0628\u0639 \u0645\u0627 a \u0627\u0633\u062a <em>\u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 (\u0631\u0648\u062a\u06cc\u0646 \u062a\u0639\u0627\u0648\u0646\u06cc)<\/em>\u060c \u06a9\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0645\u06a9\u062b \u06a9\u0631\u062f \u0648 \u0627\u0632 \u0633\u0631 \u06af\u0631\u0641\u062a.  \u0686\u0646\u062f \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0634\u062a\u0631\u06a9 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0632\u0645\u0627\u0646 \u062a\u0648\u0642\u0641 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u062f\u06cc\u06af\u0631\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u06cc\u06a9 \u0627\u0633\u062a\u062e\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0635\u0641 \u0627\u0632 \u062a\u0645\u0627\u0645 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0622\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0648 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u062a\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u060c <em>AsyncIO<\/em> \u0646\u0633\u062e\u0647 14 \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u0631\u0648\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0622\u0644\u0628\u0648\u0645.  \u0627\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc \u0648 \u0647\u0645\u0632\u0645\u0627\u0646 \u06a9\u062f \u0627\u0633\u062a \u0648 \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0627\u0633\u062a.<\/p>\n<h2 id=\"performancecomparison\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af\"><\/span>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"table table-striped\" style=\"font-size:15px;overflow-x:auto\">\n<thead>\n<tr>\n<th>\u0647\u0645\u0632\u0645\u0627\u0646<\/th>\n<th>\u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc<\/th>\n<th>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/th>\n<th>Asyncio<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u0647\u0647 48<\/td>\n<td>\u062f\u0647\u0647 19<\/td>\n<td>14 \u062b\u0627\u0646\u06cc\u0647<\/td>\n<td>14 \u062b\u0627\u0646\u06cc\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0628\u0647 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646 \u0628\u0627 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0627\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0627\u0632 \u062c\u0645\u0644\u0647 multithreading \u0648 multiprocessing \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645.<\/p>\n<p>\u0627\u0632 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0628\u0647 \u06a9\u062f \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0642\u0627\u0639\u062f\u0647 \u06a9\u0644\u06cc\u060c Multiprocessing \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0628\u0647 CPU \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Multithreading \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc I\/O-bound \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u06a9\u062f \u0645\u0646\u0628\u0639 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a \u0631\u0648\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/ro6ley\/python-concurrency-example\">GitHub<\/a> \u0628\u0631\u0627\u06cc \u0645\u0631\u062c\u0639.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n   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data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16218&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0647\u0627 \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a. \u0686\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u06af\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646\u060c \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0631\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645\u061f \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc\u060c \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-16218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16218"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16218\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9398"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}