{"id":16256,"date":"2024-01-22T19:50:14","date_gmt":"2024-01-22T16:20:14","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/"},"modified":"2024-01-22T19:50:14","modified_gmt":"2024-01-22T16:20:14","slug":"%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/","title":{"rendered":"\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc Async IO \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7"},"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%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#blocking_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_non-blocking_io\" >Blocking \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Non-Blocking I\/O<\/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%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87%d8%8c_threading_%d9%88_asynchrony\" >\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647\u060c Threading \u0648 Asynchrony<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87\" >\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d9%86%d8%ae_%d8%b2%d9%86%db%8c\" >\u0646\u062e \u0632\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d9%86%d8%a7%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c\" >\u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d9%85%d9%82%d8%af%d9%85%d9%87_%d8%a7%db%8c_%d8%a8%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_37_asyncio_%d9%85%d8%af%d9%88%d9%84\" >\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 asyncio \u0645\u062f\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%d8%b3%d8%a7%db%8c%d8%b1_api%d9%87%d8%a7%db%8c_%d8%b3%d8%b7%d8%ad_%d8%a8%d8%a7%d9%84%d8%a7\" >\u0633\u0627\u06cc\u0631 API\u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-async-io-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-3-7\/#%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<p>\u067e\u0627\u06cc\u062a\u0648\u0646 3 <code>asyncio<\/code> \u0645\u0627\u0698\u0648\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc I\/O \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u0627\u0698\u0648\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.4 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f \u0648 \u0628\u0627 \u0647\u0631 \u0627\u0646\u062a\u0634\u0627\u0631 \u062c\u0632\u0626\u06cc \u0628\u0639\u062f\u06cc\u060c \u0645\u0627\u0698\u0648\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u0631\u0648\u0634 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 \u0627\u0633\u062a.<\/p>\n<h2 id=\"blockingvsnonblockingio\"><span class=\"ez-toc-section\" id=\"blocking_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_non-blocking_io\"><\/span>Blocking \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 Non-Blocking I\/O<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0634\u06a9\u0644\u06cc \u06a9\u0647 Asynchrony \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062d\u0644 \u0622\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a <em>\u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 I\/O<\/em>.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0628\u0639 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0642\u0628\u0644 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0646\u062a\u0638\u0631 \u0645\u06cc \u0645\u0627\u0646\u062f \u062a\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644 \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'myfile.txt'<\/span>, <span class=\"hljs-string\">'r'<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n    data = file.read()\n    \n<span class=\"hljs-built_in\">print<\/span>(data)\n<\/code><\/pre>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a <em>\u0645\u0633\u062f\u0648\u062f<\/em> \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u062f\u0631 \u062d\u06cc\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627.<\/p>\n<p>\u0639\u0645\u0644\u06cc\u0627\u062a \u0634\u0628\u06a9\u0647 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627\u06cc\u062c \u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">import<\/span> requests\n\nreq = requests.get(<span class=\"hljs-string\">'https:\/\/www.rasanegar.com\/'<\/span>)\n\n\n\n\n\n<span class=\"hljs-built_in\">print<\/span>(req.text)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f\u060c \u062a\u0627\u062e\u06cc\u0631 \u0646\u0627\u0634\u06cc \u0627\u0632 \u0645\u0633\u062f\u0648\u062f \u0634\u062f\u0646 \u0646\u0627\u0686\u06cc\u0632 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627\u06cc I\/O \u0628\u0633\u06cc\u0627\u0631 \u0636\u0639\u06cc\u0641 \u0627\u0633\u062a.  \u0627\u06af\u0631 \u0628\u0627\u06cc\u062f \u062a\u0627 10 \u0635\u0628\u0631 \u06a9\u0646\u06cc\u062f<sup>10<\/sup> \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 \u06cc\u0627 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0633\u06cc\u0628 \u062e\u0648\u0627\u0647\u062f \u062f\u06cc\u062f.<\/p>\n<h2 id=\"multiprocessingthreadingandasynchrony\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87%d8%8c_threading_%d9%88_asynchrony\"><\/span>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647\u060c Threading \u0648 Asynchrony<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062a\u0627\u062e\u06cc\u0631\u0647\u0627\u06cc \u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0633\u0647 \u062f\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f: \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc\u060c \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0648 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646\u06cc.<\/p>\n<h3 id=\"multiprocessing\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87\"><\/span>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u0634\u06a9\u0644\u06cc \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u0633\u062a: \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0627\u0632\u0647 \u0632\u0645\u0627\u0646\u06cc \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u06cc\u0627 \u0647\u0633\u062a\u0647  \u0647\u0631 \u06cc\u06a9 process \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0647\u0633\u062a\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0633\u0631\u0628\u0627\u0631 \u0631\u0627 \u0645\u062a\u062d\u0645\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u06cc\u06a9 \u062a\u06a9\u0647 \u062d\u0627\u0641\u0638\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 (\u0647\u067e).<\/p>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0627 <code>multiprocessing<\/code> \u0645\u062f\u0648\u0644.<\/p>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0627\u0633\u062a \u06a9\u0647 \u0686\u0647\u0627\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0641\u0631\u0632\u0646\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u062a\u0627\u062e\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0648 \u0645\u0633\u062a\u0642\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.  \u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f process \u0634\u0646\u0627\u0633\u0647 \u0647\u0631 \u0641\u0631\u0632\u0646\u062f\u060c \u0632\u0645\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u0647\u0631 \u062a\u0627\u062e\u06cc\u0631 \u0648 \u062a\u062e\u0635\u06cc\u0635 \u062d\u0627\u0641\u0638\u0647 \u0641\u0639\u0644\u06cc \u0648 \u067e\u06cc\u06a9 \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> multiprocessing <span class=\"hljs-keyword\">import<\/span> Process\n<span class=\"hljs-keyword\">import<\/span> os, time, datetime, random, tracemalloc\n\ntracemalloc.start()\nchildren = <span class=\"hljs-number\">4<\/span>    \nmaxdelay = <span class=\"hljs-number\">6<\/span>    \n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">status<\/span>():<\/span>\n    <span class=\"hljs-keyword\">return<\/span> (<span class=\"hljs-string\">'Time: '<\/span> + \n        <span class=\"hljs-built_in\">str<\/span>(datetime.datetime.now().time()) +\n        <span class=\"hljs-string\">'\\t Malloc, Peak: '<\/span> +\n        <span class=\"hljs-built_in\">str<\/span>(tracemalloc.get_traced_memory()))\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">child<\/span>(<span class=\"hljs-params\">num<\/span>):<\/span>\n    delay = random.randrange(maxdelay)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{status()}<\/span>\\t\\tProcess <span class=\"hljs-subst\">{num}<\/span>, PID: <span class=\"hljs-subst\">{os.getpid()}<\/span>, Delay: <span class=\"hljs-subst\">{delay}<\/span> seconds...\"<\/span>)\n    time.sleep(delay)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{status()}<\/span>\\t\\tProcess <span class=\"hljs-subst\">{num}<\/span>: Done.\"<\/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\">f\"Parent PID: <span class=\"hljs-subst\">{os.getpid()}<\/span>\"<\/span>)\n    <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(children):\n        proc = Process(target=child, args=(i,))\n        proc.start()\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Parent PID: 16048\nTime: 09:52:47.014906    Malloc, Peak: (228400, 240036)     Process 0, PID: 16051, Delay: 1 seconds...\nTime: 09:52:47.016517    Malloc, Peak: (231240, 240036)     Process 1, PID: 16052, Delay: 4 seconds...\nTime: 09:52:47.018786    Malloc, Peak: (231616, 240036)     Process 2, PID: 16053, Delay: 3 seconds...\nTime: 09:52:47.019398    Malloc, Peak: (232264, 240036)     Process 3, PID: 16054, Delay: 2 seconds...\nTime: 09:52:48.017104    Malloc, Peak: (228434, 240036)     Process 0: Done.\nTime: 09:52:49.021636    Malloc, Peak: (232298, 240036)     Process 3: Done.\nTime: 09:52:50.022087    Malloc, Peak: (231650, 240036)     Process 2: Done.\nTime: 09:52:51.020856    Malloc, Peak: (231274, 240036)     Process 1: Done.\n<\/code><\/pre>\n<h3 id=\"threading\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ae_%d8%b2%d9%86%db%8c\"><\/span>\u0646\u062e \u0632\u0646\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Threading \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u0627\u0633\u062a.<\/p>\n<p>Thread \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u06cc\u06a9 \u0628\u0627\u0632\u0647 \u0632\u0645\u0627\u0646\u06cc \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0631\u062e \u062f\u0647\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631 \u062e\u0644\u0627\u0641 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0646\u062e \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u06cc\u06a9 \u0647\u0633\u062a\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f process\u060c \u0648 \u06cc\u06a9 \u067e\u0634\u062a\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n<p>\u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0633\u062a\u0646\u062f <em>\u0647\u0645 \u0632\u0645\u0627\u0646<\/em> &#8211; \u062a\u0648\u0627\u0644\u06cc \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0627\u0632 \u06a9\u062f \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u0628\u0627\u0632\u0647 \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0627\u0645\u0627 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0633\u062a\u0646\u062f <em>\u0645\u0648\u0627\u0632\u06cc<\/em> &#8211; \u0627\u062c\u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0647\u0633\u062a\u0647 \u0641\u06cc\u0632\u06cc\u06a9\u06cc<\/p>\n<p>\u0646\u06a9\u0627\u062a \u0645\u0646\u0641\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0631\u0634\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 <em>\u0627\u06cc\u0645\u0646\u06cc \u062d\u0627\u0641\u0638\u0647<\/em> \u0648 <em>\u0634\u0631\u0627\u06cc\u0637 \u0645\u0633\u0627\u0628\u0642\u0647<\/em>.  \u0647\u0645\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0641\u0631\u0632\u0646\u062f \u0648\u0627\u0644\u062f\u06cc\u0646 process \u062f\u0631 \u0647\u0645\u0627\u0646 \u0641\u0636\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0645\u0634\u062a\u0631\u06a9 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f.  \u0628\u062f\u0648\u0646 \u062d\u0641\u0627\u0638\u062a \u0627\u0636\u0627\u0641\u06cc\u060c \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0645\u0634\u062a\u0631\u06a9 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0646\u062f \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0622\u0646 \u0622\u06af\u0627\u0647 \u0628\u0627\u0634\u0646\u062f.  \u0686\u0646\u06cc\u0646 \u062e\u0631\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0641\u0627\u062c\u0639\u0647 \u0628\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0627\u06cc\u0645\u0646\u06cc \u0646\u062e\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/CPython\">CPython<\/a> \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627 \u0627\u0632 \u0642\u0641\u0644 \u0645\u0641\u0633\u0631 \u062c\u0647\u0627\u0646\u06cc (GIL) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.  GIL \u06cc\u06a9 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 mutex \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0634\u062a\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0648\u06cc \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u060c \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0645\u0639\u06cc\u0646 \u0641\u0642\u0637 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0633\u062e\u0647 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0645\u062b\u0627\u0644 \u0686\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0627\u0632 \u0628\u062e\u0634 \u0642\u0628\u0644 \u0627\u0633\u062a.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062e\u06cc\u0644\u06cc \u06a9\u0645\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a: <code>multiprocessing.Process<\/code> \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u0634\u0648\u062f <code>threading.Thread<\/code>.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u06cc\u06a9 \u0648\u0627\u062d\u062f \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f process\u060c \u0648 \u0631\u062f\u067e\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> threading <span class=\"hljs-keyword\">import<\/span> Thread\n<span class=\"hljs-keyword\">import<\/span> os, time, datetime, random, tracemalloc\n\ntracemalloc.start()\nchildren = <span class=\"hljs-number\">4<\/span>    \nmaxdelay = <span class=\"hljs-number\">6<\/span>    \n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">status<\/span>():<\/span>\n    <span class=\"hljs-keyword\">return<\/span> (<span class=\"hljs-string\">'Time: '<\/span> + \n        <span class=\"hljs-built_in\">str<\/span>(datetime.datetime.now().time()) +\n        <span class=\"hljs-string\">'\\t Malloc, Peak: '<\/span> +\n        <span class=\"hljs-built_in\">str<\/span>(tracemalloc.get_traced_memory()))\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">child<\/span>(<span class=\"hljs-params\">num<\/span>):<\/span>\n    delay = random.randrange(maxdelay)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{status()}<\/span>\\t\\tProcess <span class=\"hljs-subst\">{num}<\/span>, PID: <span class=\"hljs-subst\">{os.getpid()}<\/span>, Delay: <span class=\"hljs-subst\">{delay}<\/span> seconds...\"<\/span>)\n    time.sleep(delay)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"<span class=\"hljs-subst\">{status()}<\/span>\\t\\tProcess <span class=\"hljs-subst\">{num}<\/span>: Done.\"<\/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\">f\"Parent PID: <span class=\"hljs-subst\">{os.getpid()}<\/span>\"<\/span>)\n    <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(children):\n        thr = Thread(target=child, args=(i,))\n        thr.start()\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Parent PID: 19770\nTime: 10:44:40.942558    Malloc, Peak: (9150, 9264)     Process 0, PID: 19770, Delay: 3 seconds...\nTime: 10:44:40.942937    Malloc, Peak: (13989, 14103)       Process 1, PID: 19770, Delay: 5 seconds...\nTime: 10:44:40.943298    Malloc, Peak: (18734, 18848)       Process 2, PID: 19770, Delay: 3 seconds...\nTime: 10:44:40.943746    Malloc, Peak: (23959, 24073)       Process 3, PID: 19770, Delay: 2 seconds...\nTime: 10:44:42.945896    Malloc, Peak: (26599, 26713)       Process 3: Done.\nTime: 10:44:43.945739    Malloc, Peak: (26741, 27223)       Process 0: Done.\nTime: 10:44:43.945942    Malloc, Peak: (26851, 27333)       Process 2: Done.\nTime: 10:44:45.948107    Malloc, Peak: (24639, 27475)       Process 1: Done.\n<\/code><\/pre>\n<h3 id=\"asynchrony\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%a7%d9%87%d9%85%d8%b2%d9%85%d8%a7%d9%86%db%8c\"><\/span>\u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Asynchrony \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc Threading \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0633\u062a.  \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644\u060c &#8220;\u0646\u0627\u0647\u0645\u06af\u0627\u0645&#8221; \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631\u060c <em>\u06a9\u0627\u0645\u0644\u0627 \u062f\u0631 \u06cc\u06a9 \u0631\u0634\u062a\u0647<\/em>.<\/p>\n<p>\u0628\u0631 \u062e\u0644\u0627\u0641 threading\u060c \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646\u060c \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u0632\u0645\u0627\u0646 \u0648 \u0686\u06af\u0648\u0646\u06af\u06cc \u067e\u06cc\u0634\u200c\u06af\u06cc\u0631\u06cc \u062f\u0627\u0648\u0637\u0644\u0628\u0627\u0646\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0648 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0634\u0631\u0627\u06cc\u0637 \u0645\u0633\u0627\u0628\u0642\u0647 \u0631\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3 id=\"introductiontothepython37asynciomodule\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%af%d9%85%d9%87_%d8%a7%db%8c_%d8%a8%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_37_asyncio_%d9%85%d8%af%d9%88%d9%84\"><\/span>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 <code>asyncio<\/code> \u0645\u062f\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7\u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u062a\u0648\u0633\u0637 <code>asyncio<\/code> \u0645\u062f\u0648\u0644.<\/p>\n<h4 id=\"highlevelvslowlevelasyncioapi\">\u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 <code>asyncio<\/code> API<\/h4>\n<p><code>asyncio<\/code>  \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627 \u0628\u0647 API\u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 (\u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627) \u0648 API\u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 (\u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0686\u0627\u0631\u0686\u0648\u0628) \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0631\u0648\u06cc <code>asyncio<\/code>).<\/p>\n<p><strong>\u0647\u0631<\/strong> <code>asyncio<\/code>  \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0646\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0646\u0648\u0634\u062a.  \u0627\u06af\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0646\u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u062f\u060c \u0647\u0631\u06af\u0632 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062f\u0633\u062a \u0632\u062f\u0646 \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0646\u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u0627\u0648\u0635\u0627\u0641\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0647 API\u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0627\u0635\u0644\u06cc \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<h4 id=\"coroutines\">\u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0647\u0627<\/h4>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0627\u0644\u0641 <em>\u0631\u0648\u062a\u06cc\u0646<\/em> (\u06a9\u0648\u062a\u0627\u0647 \u0628\u0631\u0627\u06cc <em>\u0632\u06cc\u0631\u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0639\u0627\u0648\u0646\u06cc<\/em>) \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc <em>\u062f\u0627\u0648\u0637\u0644\u0628\u0627\u0646\u0647<\/em> \u0686\u0646\u062f\u0648\u0638\u06cc\u0641\u0647\u200c\u0627\u06cc \u067e\u06cc\u0634\u06af\u06cc\u0631\u0627\u0646\u0647: \u0628\u0647\u200c\u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0647\u0633\u062a\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u0627\u062c\u0628\u0627\u0631\u06cc \u0627\u0632 \u0622\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647\u200c\u0637\u0648\u0631 \u067e\u06cc\u0634\u06af\u06cc\u0631\u0627\u0646\u0647 \u0628\u0647 \u0631\u0648\u0627\u0644\u200c\u0647\u0627 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u0633\u0644\u06cc\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.  \u0627\u0635\u0637\u0644\u0627\u062d &#8220;\u06a9\u0648\u0631\u0648\u062a\u06cc\u0646&#8221; \u062f\u0631 \u0633\u0627\u0644 1958 \u062a\u0648\u0633\u0637 \u0645\u0644\u0648\u06cc\u0646 \u06a9\u0627\u0646\u0648\u06cc (\u0627\u0632 \u0634\u0647\u0631\u062a &#8220;\u0642\u0627\u0646\u0648\u0646 \u06a9\u0627\u0646\u0648\u06cc&#8221;) \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u06a9\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0641\u0639\u0627\u0644 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0628\u062f\u0627\u0639 \u0634\u062f.<\/p>\n<p>\u06a9\u0647 \u062f\u0631 <code>asyncio<\/code>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0642\u062f\u0645 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f <em>\u0686\u0634\u0645 \u0627\u0646\u062a\u0638\u0627\u0631<\/em>.<\/p>\n<h4 id=\"awaitablesasyncandawait\">Awaitables\u060c Async \u0648 Await<\/h4>\n<p>\u0628\u0647 \u0647\u0631 \u0634\u06cc\u0626\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u0646\u062a\u0638\u0631 \u0645\u0627\u0646\u062f (\u0628\u0647 \u0637\u0648\u0631 \u062f\u0627\u0648\u0637\u0644\u0628\u0627\u0646\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u06cc\u0634 \u062f\u0633\u062a\u06cc) <em>\u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631<\/em>.<\/p>\n<p>\u0631\u0627 <code>await<\/code> \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0641\u0639\u0644\u06cc \u0631\u0627 \u0628\u0647 \u062d\u0627\u0644\u062a \u062a\u0639\u0644\u06cc\u0642 \u062f\u0631 \u0645\u06cc \u0622\u0648\u0631\u062f \u0648 \u0645\u0648\u0631\u062f \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062d\u0627\u0644\u062a \u0627\u0646\u062a\u0638\u0627\u0631 \u0641\u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7\u060c \u0633\u0647 \u0634\u06cc\u0621 \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631 \u0647\u0633\u062a\u0646\u062f <code>coroutine<\/code>\u060c <code>task<\/code>\u060c \u0648 <code>future<\/code>.<\/p>\n<p>\u06cc\u06a9 <code>asyncio<\/code> <code>coroutine<\/code>  \u0647\u0631 \u062a\u0627\u0628\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0622\u0646 \u0628\u0627 \u067e\u06cc\u0634\u0648\u0646\u062f the \u0628\u0627\u0634\u062f <code>async<\/code> \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_coro<\/span>():<\/span>\n    <span class=\"hljs-keyword\">pass<\/span>\n<\/code><\/pre>\n<p>\u06cc\u06a9 <code>asyncio<\/code> <code>task<\/code>  \u06cc\u06a9 \u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 coroutine \u0631\u0627 \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0648\u0636\u0639\u06cc\u062a \u0622\u0646 \u0631\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u06a9\u0627\u0631 \u0628\u0627 <code>asyncio.create_task()<\/code>\u060c \u06cc\u0627 <code>asyncio.gather()<\/code>.<\/p>\n<p>\u06cc\u06a9 <code>asyncio<\/code> <code>future<\/code>  \u06cc\u06a9 \u0634\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u0646\u06af\u0647\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0645\u062d\u0627\u0633\u0628\u0647 \u06cc\u0627 \u0648\u0627\u06a9\u0634\u06cc \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631 \u0634\u062f\u0646 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0648 \u06cc\u06a9 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0628\u0631\u06af\u0634\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u062f \u06a9\u0647 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0622\u0645\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u0641\u0639\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u06cc\u06a9 \u06a9\u0627\u0631 \u0628\u0647 \u062c\u0632 \u062f\u0648 \u0631\u0648\u0634 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 a \u0631\u0627 \u0628\u0647 \u0627\u0631\u062b \u0645\u06cc \u0628\u0631\u062f <code>future<\/code>\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 \u0634\u0645\u0627 \u0647\u0631\u06af\u0632 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f a <code>future<\/code> \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0639\u062a\u0631\u0627\u0636 \u06a9\u0646\u06cc\u062f<\/p>\n<h4 id=\"eventloops\">\u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f<\/h4>\n<p>\u06a9\u0647 \u062f\u0631 <code>asyncio<\/code>\u060c \u06cc\u06a9 <em>\u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f<\/em> \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0634\u06cc\u0627\u0621 \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 awaitable \u0647\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a.  \u0647\u0631 <code>asyncio<\/code> \u0628\u0631\u0646\u0627\u0645\u0647 \u062d\u062f\u0627\u0642\u0644 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0627\u0631\u062f.  \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0686\u0646\u062f\u06cc\u0646 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u0645\u0627 <em>\u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0645\u062a\u0639\u062f\u062f \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 \u0628\u0647 \u0634\u062f\u062a \u0645\u0645\u0646\u0648\u0639 \u0627\u0633\u062a<\/em>.<\/p>\n<p>\u0627\u0631\u062c\u0627\u0639 \u0628\u0647 \u0634\u06cc \u062d\u0644\u0642\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f <code>asyncio.get_running_loop()<\/code>.<\/p>\n<h4 id=\"sleeping\">\u062e\u0648\u0627\u0628\u06cc\u062f\u0646<\/h4>\n<p>\u0631\u0627 <code>asyncio.sleep(delay)<\/code> \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0628\u0631\u0627\u06cc <code>delay<\/code> \u062b\u0627\u0646\u06cc\u0647  \u0628\u0631\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> asyncio\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    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Sleep now.\"<\/span>)\n    <span class=\"hljs-keyword\">await<\/span> asyncio.sleep(<span class=\"hljs-number\">1.5<\/span>)\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"OK, wake up!\"<\/span>)\n\nasyncio.run(main())\n<\/code><\/pre>\n<h4 id=\"initiatingthemaineventloop\">\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u0635\u0644\u06cc<\/h4>\n<p>\u0646\u0642\u0637\u0647 \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u0639\u0627\u0631\u0641 \u0628\u0647 \u06cc\u06a9 <code>asyncio<\/code> \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a <code>asyncio.run(main())<\/code>\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 <code>main()<\/code> \u06cc\u06a9 \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> asyncio\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_coro<\/span>(<span class=\"hljs-params\">arg<\/span>):<\/span>\n    <span class=\"hljs-string\">\"A coroutine.\"<\/span>  \n    <span class=\"hljs-built_in\">print<\/span>(arg)\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    <span class=\"hljs-string\">\"The top-level coroutine.\"<\/span>\n    <span class=\"hljs-keyword\">await<\/span> my_coro(<span class=\"hljs-number\">42<\/span>)\n\nasyncio.run(main())\n<\/code><\/pre>\n<p>\u0635\u062f\u0627 \u0632\u062f\u0646 <code>asyncio.run()<\/code> \u0628\u0647 \u0637\u0648\u0631 \u0636\u0645\u0646\u06cc \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f.  \u0634\u06cc \u062d\u0644\u0642\u0647 \u062f\u0627\u0631\u0627\u06cc \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 <code>loop.time()<\/code>\u060c \u06a9\u0647 \u06cc\u06a9 \u0634\u0646\u0627\u0648\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0632\u0645\u0627\u0646 \u062c\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0633\u0627\u0639\u062a \u062f\u0627\u062e\u0644\u06cc \u062d\u0644\u0642\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f<\/strong>: <code>asyncio.run()<\/code> \u062a\u0627\u0628\u0639 \u0631\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u062f\u0627\u062e\u0644 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0645\u0648\u062c\u0648\u062f \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0646\u0638\u0627\u0631\u062a\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062e\u0637\u0627\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f Anaconda \u06cc\u0627 Jupyter\u060c \u06a9\u0647 \u062e\u0648\u062f\u0634 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0648 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0628\u0627\u06cc\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0639\u0628\u0627\u0631\u062a \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f python \u0641\u0627\u06cc\u0644.<\/p>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0632\u06cc\u0631 \u062e\u0637\u0648\u0637 \u0645\u062a\u0646 \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0639\u062f \u0627\u0632 \u0647\u0631 \u062e\u0637 \u06cc\u06a9 \u062b\u0627\u0646\u06cc\u0647 \u062a\u0627 \u0622\u062e\u0631\u06cc\u0646 \u062e\u0637 \u0645\u0633\u062f\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> asyncio\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_coro<\/span>(<span class=\"hljs-params\">delay<\/span>):<\/span>\n    loop = asyncio.get_running_loop()\n    end_time = loop.time() + delay\n    <span class=\"hljs-keyword\">while<\/span> <span class=\"hljs-literal\">True<\/span>:\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Blocking...\"<\/span>)\n        <span class=\"hljs-keyword\">await<\/span> asyncio.sleep(<span class=\"hljs-number\">1<\/span>)\n        <span class=\"hljs-keyword\">if<\/span> loop.time() &gt; end_time:\n            <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Done.\"<\/span>)\n            <span class=\"hljs-keyword\">break<\/span>\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    <span class=\"hljs-keyword\">await<\/span> my_coro(<span class=\"hljs-number\">3.0<\/span>)\n\nasyncio.run(main())\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Blocking...\nBlocking...\nBlocking...\nDone.\n<\/code><\/pre>\n<h4 id=\"tasks\">\u0648\u0638\u0627\u06cc\u0641<\/h4>\n<p>\u0648\u0638\u06cc\u0641\u0647 \u06cc\u06a9 \u0634\u06cc\u0621 \u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0631\u0627 \u0645\u06cc\u200c\u067e\u06cc\u0686\u062f.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u0631\u06cc \u06cc\u06a9 \u06a9\u0627\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0632\u06cc\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">asyncio.create_task(coro(args...))\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0634\u06cc\u0621 \u0648\u0638\u06cc\u0641\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u06a9\u0627\u0631 \u0628\u0647 \u062d\u0644\u0642\u0647 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f: \u00ab\u0628\u0647 \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u062f \u0648 \u062f\u0631 \u0627\u0633\u0631\u0639 \u0648\u0642\u062a \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u00bb.<\/p>\n<p>\u0627\u06af\u0631 \u0634\u0645\u0627 <em>\u062f\u0631 \u0627\u0646\u062a\u0638\u0627\u0631<\/em> \u06cc\u06a9 \u06a9\u0627\u0631\u060c \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u0641\u0639\u0644\u06cc \u0645\u0633\u062f\u0648\u062f \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0622\u0646 \u06a9\u0627\u0631 \u06a9\u0627\u0645\u0644 \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> asyncio\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_coro<\/span>(<span class=\"hljs-params\">n<\/span>):<\/span>\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"The answer is <span class=\"hljs-subst\">{n}<\/span>.\"<\/span>)\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    \n    \n    mytask = asyncio.create_task(my_coro(<span class=\"hljs-number\">42<\/span>))\n    \n    \n    \n    \n    <span class=\"hljs-keyword\">await<\/span> mytask\n\nasyncio.run(main())\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">The answer is 42.\n<\/code><\/pre>\n<p>Tasks \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0648\u0631\u0648\u062a\u06cc\u0646 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u0631\u062f.  \u0642\u0627\u0628\u0644 \u0630\u06a9\u0631 \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0648\u0638\u06cc\u0641\u0647\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0644\u063a\u0648 \u06cc\u06a9 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u062f\u0647\u06cc\u062f <code>.cancel()<\/code> \u0631\u0648\u0634.  \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0644\u063a\u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0686\u0631\u062e\u0647 \u0628\u0639\u062f\u06cc \u062d\u0644\u0642\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f.  \u0644\u063a\u0648 \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc \u0634\u0648\u062f: \u06a9\u0627\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0642\u0628\u0644 \u0627\u0632 \u0622\u0646 \u0686\u0631\u062e\u0647 \u06a9\u0627\u0645\u0644 \u0634\u0648\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0644\u063a\u0648 \u0631\u062e \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h4 id=\"gatheringawaitables\">\u06af\u0631\u062f\u0622\u0648\u0631\u06cc \u0645\u0648\u0627\u0631\u062f \u062f\u0631 \u0627\u0646\u062a\u0638\u0627\u0631<\/h4>\n<p>\u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0634\u062f <em>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0631\u062f<\/em> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06af\u0631\u0648\u0647\u060c \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0644\u06cc\u0633\u062a \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0627\u062e\u0644\u06cc <code>asyncio.gather(awaitables)<\/code>.<\/p>\n<p>\u0631\u0627 <code>asyncio.gather()<\/code> \u0627\u0646\u062a\u0638\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u0646\u062a\u0638\u0627\u0631\u0627\u062a \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634\u0648\u0646\u062f \u0622\u0646 \u0628\u0627\u0634\u062f <code>await<\/code>.<\/p>\n<p>\u0627\u06af\u0631 \u0647\u0631 \u0639\u0646\u0635\u0631\u06cc \u0627\u0632 <em>\u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631<\/em> \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0633\u062a\u060c \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u06af\u0631\u062f\u0622\u0648\u0631\u06cc \u0631\u0648\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0645\u0631\u062a\u0628\u0637 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0648\u0642\u062a\u06cc \u0647\u0645\u0647 \u0648\u0638\u0627\u06cc\u0641 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u200c\u0634\u062f\u0647 \u06a9\u0627\u0645\u0644 \u0634\u062f\u0646\u062f\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0641\u0647\u0631\u0633\u062a\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 <em>\u0642\u0627\u0628\u0644 \u0627\u0646\u062a\u0638\u0627\u0631<\/em> \u062a\u0631\u062a\u06cc\u0628 \u0644\u06cc\u0633\u062a<\/li>\n<li>\u0647\u0631 \u06a9\u0627\u0631 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u063a\u0648 \u0634\u0648\u062f\u060c \u0628\u062f\u0648\u0646 \u0644\u063a\u0648 \u0633\u0627\u06cc\u0631 \u0648\u0638\u0627\u06cc\u0641.<\/li>\n<li>\u062e\u0648\u062f \u06af\u0631\u062f\u0647\u0645\u0627\u06cc\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0644\u063a\u0648 \u06a9\u0631\u062f \u0648 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647\u0627 \u0631\u0627 \u0644\u063a\u0648 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<h4 id=\"exampleasyncwebrequestswithaiohttp\">\u0645\u062b\u0627\u0644: \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0648\u0628 \u0628\u0627 <code>aiohttp<\/code><\/h4>\n<p>\u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u06cc\u0646 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <code>asyncio<\/code> API \u0647\u0627 \u0642\u0627\u0628\u0644 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0646\u0633\u062e\u0647 \u0632\u06cc\u0631 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc Python 3.7 \u0627\u0632 Scott Robinson&#8217;s nifty \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a. <code>asyncio<\/code> \u0645\u062b\u0627\u0644.  \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0648 \u0627\u0632 \u0627\u0647\u0631\u0645 <code>aiohttp<\/code> \u0645\u0627\u0698\u0648\u0644 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u067e\u0633\u062a \u0647\u0627\u06cc \u0628\u0631\u062a\u0631 \u0631\u0648\u06cc Reddit\u060c \u0648 \u062e\u0631\u0648\u062c\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 console.<\/p>\n<p>\u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f <code>aiohttp<\/code> \u0645\u0627\u0698\u0648\u0644 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0627\u0698\u0648\u0644 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0632\u06cc\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f pip \u062f\u0633\u062a\u0648\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install --user aiohttp<\/span>\n<\/code><\/pre>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> sys  \n<span class=\"hljs-keyword\">import<\/span> asyncio  \n<span class=\"hljs-keyword\">import<\/span> aiohttp  \n<span class=\"hljs-keyword\">import<\/span> json\n<span class=\"hljs-keyword\">import<\/span> datetime\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_json<\/span>(<span class=\"hljs-params\">client, url<\/span>):<\/span>  \n    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">with<\/span> client.get(url) <span class=\"hljs-keyword\">as<\/span> response:\n        <span class=\"hljs-keyword\">assert<\/span> response.status == <span class=\"hljs-number\">200<\/span>\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-keyword\">await<\/span> response.read()\n\n<span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_reddit_top<\/span>(<span class=\"hljs-params\">subreddit, client, numposts<\/span>):<\/span>  \n    data = <span class=\"hljs-keyword\">await<\/span> get_json(client, <span class=\"hljs-string\">'https:\/\/www.reddit.com\/r\/'<\/span> + \n        subreddit + <span class=\"hljs-string\">'\/top.json\u061fsort=top&amp;t=day&amp;limit='<\/span> +\n        <span class=\"hljs-built_in\">str<\/span>(numposts))\n\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'\\n\/r\/<span class=\"hljs-subst\">{subreddit}<\/span>:'<\/span>)\n\n    j = json.loads(data.decode(<span class=\"hljs-string\">'utf-8'<\/span>))\n    <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> j(<span class=\"hljs-string\">'data'<\/span>)(<span class=\"hljs-string\">'children'<\/span>):\n        score = i(<span class=\"hljs-string\">'data'<\/span>)(<span class=\"hljs-string\">'score'<\/span>)\n        title = i(<span class=\"hljs-string\">'data'<\/span>)(<span class=\"hljs-string\">'title'<\/span>)\n        link = i(<span class=\"hljs-string\">'data'<\/span>)(<span class=\"hljs-string\">'url'<\/span>)\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'\\t'<\/span> + <span class=\"hljs-built_in\">str<\/span>(score) + <span class=\"hljs-string\">': '<\/span> + title + <span class=\"hljs-string\">'\\n\\t\\t('<\/span> + link + <span class=\"hljs-string\">')'<\/span>)\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    <span class=\"hljs-built_in\">print<\/span>(datetime.datetime.now().strftime(<span class=\"hljs-string\">\"%A, %B %d, %I:%M %p\"<\/span>))\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'---------------------------'<\/span>)\n    loop = asyncio.get_running_loop()  \n    <span class=\"hljs-keyword\">async<\/span> <span class=\"hljs-keyword\">with<\/span> aiohttp.ClientSession(loop=loop) <span class=\"hljs-keyword\">as<\/span> client:\n        <span class=\"hljs-keyword\">await<\/span> asyncio.gather(\n            get_reddit_top(<span class=\"hljs-string\">'python'<\/span>, client, <span class=\"hljs-number\">3<\/span>),\n            get_reddit_top(<span class=\"hljs-string\">'programming'<\/span>, client, <span class=\"hljs-number\">4<\/span>),\n            get_reddit_top(<span class=\"hljs-string\">'asyncio'<\/span>, client, <span class=\"hljs-number\">2<\/span>),\n            get_reddit_top(<span class=\"hljs-string\">'dailyprogrammer'<\/span>, client, <span class=\"hljs-number\">1<\/span>)\n            )\n\nasyncio.run(main())\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f \u06a9\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0644\u06cc\u0644\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc JSON \u0628\u0647 \u0645\u062d\u0636 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0648\u0627\u0628\u0633\u062a\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e \u0633\u0631\u0648\u0631 \u0648 \u062a\u0623\u062e\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0645\u06cc\u0627\u0646\u06cc.  \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0644\u06cc\u0646\u0648\u06a9\u0633\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627 \u067e\u06cc\u0634\u0648\u0646\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644) \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. <code>watch -n 5<\/code>\u060c \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0647\u0631 5 \u062b\u0627\u0646\u06cc\u0647 \u062a\u0627\u0632\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/overview-async-io-python-3-7-1.gif\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"otherhighlevelapis\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%a7%db%8c%d8%b1_api%d9%87%d8%a7%db%8c_%d8%b3%d8%b7%d8%ad_%d8%a8%d8%a7%d9%84%d8%a7\"><\/span>\u0633\u0627\u06cc\u0631 API\u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u06cc\u0646 \u0645\u0631\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u06cc\u06a9 \u067e\u0627\u06cc\u0647 \u0645\u062d\u06a9\u0645 \u0627\u0632 \u0631\u0648\u0634\u060c \u0632\u0645\u0627\u0646 \u0648 \u0686\u0631\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u062f\u0647\u062f <code>asyncio<\/code>.  \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 <code>asyncio<\/code> API\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u062c\u0631\u06cc\u0627\u0646<\/strong>\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc TCP \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646.<\/li>\n<li><strong>\u0642\u0641\u0644 \u06a9\u0631\u062f\u0646<\/strong>\u060c <strong>\u0631\u0648\u06cc\u062f\u0627\u062f<\/strong>\u060c <strong>\u0648\u0636\u0639\u06cc\u062a<\/strong>\u060c \u0622\u0646\u0627\u0644\u0648\u06af \u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u06af\u0627\u0645 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 <strong>\u0646\u062e \u0632\u0646\u06cc<\/strong> \u0645\u062f\u0648\u0644.<\/li>\n<li><strong>\u0641\u0631\u0622\u06cc\u0646\u062f \u0641\u0631\u0639\u06cc<\/strong>\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0632\u06cc\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0647\u0645\u06af\u0627\u0645\u060c \u0645\u0627\u0646\u0646\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u067e\u0648\u0633\u062a\u0647.<\/li>\n<li><strong>\u0635\u0641<\/strong>\u060c \u06cc\u06a9 \u0622\u0646\u0627\u0644\u0648\u06af \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0632 <strong>\u0635\u0641<\/strong> \u0645\u062f\u0648\u0644.<\/li>\n<li><strong>\u0627\u0633\u062a\u062b\u0646\u0627<\/strong>\u060c \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u0647\u0627 \u062f\u0631 \u06a9\u062f\u0647\u0627\u06cc \u0647\u0645\u06af\u0627\u0645.<\/li>\n<\/ul>\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>\u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0628\u0647 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>asyncio<\/code> \u0627\u06af\u0631 \u0646\u0648\u0634\u062a\u0646 \u062f\u0631 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0627 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u06cc\u062f.  \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u0645\u0631\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631\u06a9 \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0686\u06af\u0648\u0646\u06af\u06cc\u060c \u0632\u0645\u0627\u0646 \u0648 \u0686\u0631\u0627\u06cc\u06cc \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u062f\u0647\u062f <code>asyncio<\/code>.<\/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                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-22 19:50:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16256&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;\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc Async IO \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7&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>\u067e\u0627\u06cc\u062a\u0648\u0646 3 asyncio \u0645\u0627\u0698\u0648\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc I\/O \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0627\u0698\u0648\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.4 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f \u0648 \u0628\u0627 \u0647\u0631 \u0627\u0646\u062a\u0634\u0627\u0631 \u062c\u0632\u0626\u06cc \u0628\u0639\u062f\u06cc\u060c \u0645\u0627\u0698\u0648\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u0631\u0648\u0634 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.7 \u0627\u0633\u062a. [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16257,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[1749,4445,1747,1746,1754,1751,1744,2750,3362,1752,4054],"class_list":["post-16256","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","tag-python","tag-async","tag-python-vps","tag-vps-","tag-1754","tag-1751","tag-1744","tag-2750","tag-3362","tag-1752","tag-4054"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16256","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=16256"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16256\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16257"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16256"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16256"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16256"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}