{"id":110124,"date":"2025-05-22T21:20:26","date_gmt":"2025-05-22T16:50:26","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/"},"modified":"2025-05-22T21:20:26","modified_gmt":"2025-05-22T16:50:26","slug":"make-your-python-code-10x-faster-with-these-tricks-3lj4","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/","title":{"rendered":"\u0628\u0627 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f\u0647\u0627 \u06a9\u062f Python 10x \u062e\u0648\u062f \u0631\u0627 \u0633\u0631\u06cc\u0639\u062a\u0631 \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2515452\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<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:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#1_slots\" >1 __slots__<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%DA%98%D9%86%D8%B1%D8%A7%D8%AA%D9%88%D8%B1_x_for_x_in\" >2. \u0639\u0628\u0627\u0631\u0627\u062a \u0698\u0646\u0631\u0627\u062a\u0648\u0631 ((x for x in ...))<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-2\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#3_functoolslru_cache\" >3. functools.lru_cache<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-3\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#4_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A8%D8%A7_Numpy\" >4. \u0628\u0631\u062f\u0627\u0631 \u0628\u0627 Numpy<\/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:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-4\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#5_%D8%AA%D8%AF%D9%88%DB%8C%D9%86_%D8%B3%DB%8C%D8%AA%D9%88%D9%86\" >5. \u062a\u062f\u0648\u06cc\u0646 \u0633\u06cc\u062a\u0648\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-5\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#6_collectionsdefaultdict_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%81%D8%B1%D9%87%D9%86%DA%AF_%D9%84%D8%BA%D8%AA\" >6 collections.defaultdict \u0628\u0631\u0627\u06cc \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-6\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#7_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF%DB%8C_%D8%A8%D8%A7_strjoin\" >7. \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0628\u0627 str.join()<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-7\" >\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\" >\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1%DB%8C_%D8%AA%D9%88%D8%B3%D8%B7_%D9%86%D8%B3%D8%AE%D9%87_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86\" >\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u062a\u0648\u0633\u0637 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#1_slots-2\" >1 __slots__<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%DA%98%D9%86%D8%B1%D8%A7%D8%AA%D9%88%D8%B1_x_for_x_in-2\" >2. \u0639\u0628\u0627\u0631\u0627\u062a \u0698\u0646\u0631\u0627\u062a\u0648\u0631 ((x for x in ...))<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#3_functoolslru_cache-2\" >3 functools.lru_cache<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#4_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A8%D8%A7_Numpy-2\" >4. \u0628\u0631\u062f\u0627\u0631 \u0628\u0627 Numpy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#5_Cython\" >5. Cython<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#6_collectionsdefaultdict\" >6 collections.defaultdict<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#7_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF%DB%8C_%D8%B1%D8%B4%D8%AA%D9%87_%D8%A8%D8%A7_strjoin\" >7. \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0631\u0634\u062a\u0647 \u0628\u0627 str.join()<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/make-your-python-code-10x-faster-with-these-tricks-3lj4\/#%D8%B1%D8%B2%D9%88%D9%85%D9%87\" >\u0631\u0632\u0648\u0645\u0647<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_slots\"><\/span>\n<p>  <strong>1 <code>__slots__<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">class<\/span> <span class=\"nc\">Person<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">__slots__<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">name<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">age<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f<\/strong>: \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>__dict__<\/code> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0634\u06cc \u060c \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06a9\u0646\u062f \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648\u06cc\u0698\u06af\u06cc<\/strong>: \u0628\u0627 <code>__slots__<\/code>\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06a9\u0644\u06cc\u062f Find \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f.<\/li>\n<li>\n<strong>\u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u0646\u0645\u0648\u0646\u0647 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a<\/strong> \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c ETL \u060c \u0639\u0644\u0645 \u062f\u0627\u062f\u0647.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%DA%98%D9%86%D8%B1%D8%A7%D8%AA%D9%88%D8%B1_x_for_x_in\"><\/span>\n<p>  <strong>2. \u0639\u0628\u0627\u0631\u0627\u062a \u0698\u0646\u0631\u0627\u062a\u0648\u0631 (<code>(x for x in ...)<\/code>)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"nf\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">**<\/span><span class=\"mi\">2<\/span> <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1_000_000<\/span><span class=\"p\">))<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-2\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0644\u06cc\u0633\u062a \u0647\u0627\u06cc \u0645\u0648\u0642\u062a \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/strong>: <code>sum([x**2 for x in ...])<\/code> \u0627\u0628\u062a\u062f\u0627 \u0644\u06cc\u0633\u062a\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u060c \u0633\u067e\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f SUM \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f<\/strong>: \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"3_functoolslru_cache\"><\/span>\n<p>  <strong>3. <code>functools.lru_cache<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">functools<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">lru_cache<\/span>\n\n<span class=\"nd\">@lru_cache<\/span><span class=\"p\">(<\/span><span class=\"n\">maxsize<\/span><span class=\"o\">=<\/span><span class=\"bp\">None<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">fib<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">return<\/span> <span class=\"nf\">fib<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"nf\">fib<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span> <span class=\"k\">if<\/span> <span class=\"n\">n<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">1<\/span> <span class=\"k\">else<\/span> <span class=\"n\">n<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-3\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u062c\u062f\u062f \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/strong>: \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0647\u0645\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062a\u0648\u0627\u0628\u0639 \u062e\u0627\u0644\u0635 (\u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u2192 \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0628\u0647)<\/strong>: \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0645\u0627\u0646\u0646\u062f Fibonacci \u060c \u062c\u0633\u062a\u062c\u0648 \u062f\u0631 \u062f\u0631\u062e\u062a.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"4_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A8%D8%A7_Numpy\"><\/span>\n<p>  <strong>4. \u0628\u0631\u062f\u0627\u0631 \u0628\u0627 Numpy<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n<span class=\"n\">arr<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">arr<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">2<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-4\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u062f\u0631 C<\/strong>: numpy \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u062f\u0631 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0645\u062a\u0646\u0627\u0642\u0636 (\u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u062f\u0631 C) \u060c \u0628\u062f\u0648\u0646 \u062d\u0644\u0642\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062f\u0648\u0631 \u0632\u062f\u0646 \u06af\u06cc\u0644<\/strong>: \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"5_%D8%AA%D8%AF%D9%88%DB%8C%D9%86_%D8%B3%DB%8C%D8%AA%D9%88%D9%86\"><\/span>\n<p>  <strong>5. \u062a\u062f\u0648\u06cc\u0646 \u0633\u06cc\u062a\u0648\u0646<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># example.pyx (Cython)\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">sum<\/span><span class=\"p\">(<\/span><span class=\"nb\">int<\/span> <span class=\"n\">a<\/span><span class=\"p\">,<\/span> <span class=\"nb\">int<\/span> <span class=\"n\">b<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">a<\/span> <span class=\"o\">+<\/span> <span class=\"n\">b<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-5\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 C \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/strong>: Cython \u06a9\u062f \u0631\u0627 \u062f\u0631 \u067e\u0633\u0648\u0646\u062f\u0647\u0627\u06cc \u0628\u0648\u0645\u06cc C \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0627\u0646\u0648\u0627\u0639 \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u062f<\/strong>: \u0627\u0646\u0648\u0627\u0639 \u0631\u0627 \u0627\u0639\u0644\u0627\u0645 \u06a9\u0646\u06cc\u062f (<code>int<\/code>\u0628\u0627 <code>float<\/code>) \u060c \u0627\u0632 \u062a\u0627\u06cc\u067e \u067e\u0648\u06cc\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631<\/strong>: 100x \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"6_collectionsdefaultdict_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%81%D8%B1%D9%87%D9%86%DA%AF_%D9%84%D8%BA%D8%AA\"><\/span>\n<p>  <strong>6 <code>collections.defaultdict<\/code> \u0628\u0631\u0627\u06cc \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">collections<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">defaultdict<\/span>\n<span class=\"n\">count<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">defaultdict<\/span><span class=\"p\">(<\/span><span class=\"nb\">int<\/span><span class=\"p\">)<\/span> <span class=\"c1\"># Initialize values by default\n<\/span><span class=\"n\">count<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">word<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-6\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06af\u0631 \u06a9\u0644\u06cc\u062f \u0631\u0627 \u062f\u0631 \u0628\u0631\u0631\u0633\u06cc \u0647\u0627\u06cc DICT \u06a9\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f \u060c \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/strong>: \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u06a9\u062a\u0627\u0644 \u0639\u0627\u062f\u06cc \u060c \u0622\u06cc\u0627 \u0627\u0628\u062a\u062f\u0627 \u06a9\u0644\u06cc\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631. <code>defaultdict<\/code> \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f<\/li>\n<li>\n<strong>\u06a9\u0645\u062a\u0631 \u062a\u0645\u0627\u0633 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639<\/strong>: \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 <code>dict.setdefault()<\/code> \u06cc\u0627 <code>try\/except KeyError<\/code>\u0628\u0634\u0631<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"7_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF%DB%8C_%D8%A8%D8%A7_strjoin\"><\/span>\n<p>  <strong>7. \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0628\u0627 <code>str.join()<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"sh\">\"\"<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">str_list<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D8%AA%D8%B1%D9%81%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D9%85%D8%9F-7\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong>:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0631\u0634\u062a\u0647 \u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u067e\u0630\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f<\/strong>: \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u060c \u0647\u0631\u06a9\u062f\u0627\u0645 <code>+=<\/code> \u06cc\u06a9 \u0634\u06cc\u0621 \u0631\u0634\u062a\u0647 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f (\u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f o (n\u00b2) \u0627\u0633\u062a).<\/li>\n<li>\n<strong><code>join()<\/code>  \u062d\u0627\u0641\u0638\u0647 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647<\/strong>: \u0628\u0647 \u0647\u0631 \u0645\u0648\u0631\u062f \u062f\u0631 \u06cc\u06a9 \u0639\u0645\u0644 \u0641\u0642\u0637 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f (\u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f O (n) \u0627\u0633\u062a).<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\"><\/span>\n<p>  <strong>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u062d\u0635\u06cc\u0631<\/th>\n<th>\u0628\u0647\u0628\u0648\u062f\u06cc<\/th>\n<th>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>__slots__<\/code><\/td>\n<td>20-30 \u066a ~ \u0633\u0631\u06cc\u0639\u062a\u0631<\/td>\n<td>\u062f\u0633\u062a \u0632\u062f\u0646 \u0628\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0634\u06cc\u0621 \u0645\u0627\u0644\u067e\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0698\u0646\u0631\u0627\u062a\u0648\u0631<\/td>\n<td>2-5x (\u062f\u0631 \u062d\u0627\u0641\u0638\u0647)<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/td>\n<\/tr>\n<tr>\n<td><code>lru_cache<\/code><\/td>\n<td>10-100x (\u0633\u0631\u0639\u062a)<\/td>\n<td>\u062a\u0648\u0627\u0628\u0639 \u0628\u0627\u0632\u06af\u0634\u062a\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0639\u0645\u0627\u0642<\/td>\n<td>10-1000x<\/td>\n<td>\u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u062a\u0631\u06cc\u0633<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u06cc\u062a\u0648\u0646<\/td>\n<td>10-100x<\/td>\n<td>\u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u0633\u0646\u06af\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td><code>defaultdict<\/code><\/td>\n<td>2 \u0628\u0631\u0627\u0628\u0631<\/td>\n<td>\u0634\u0645\u0627\u0631\u0634<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u06a9\u0627\u0646\u0633<\/td>\n<td\/>\n<td\/>\n<\/tr>\n<tr>\n<td><code>str.join()<\/code><\/td>\n<td>10-100x (\u0628\u0632\u0631\u06af N)<\/td>\n<td>\u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0647\u0627\u06cc \u0645\u062a\u0646 \u062c\u0645\u0639\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1%DB%8C_%D8%AA%D9%88%D8%B3%D8%B7_%D9%86%D8%B3%D8%AE%D9%87_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86\"><\/span>\n<p>  <strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u062a\u0648\u0633\u0637 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_slots-2\"><\/span>\n<p>  <strong>1 <code>__slots__<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong> Python 2.7 \u0648 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc Python 3.x (3.0+).\n<\/li>\n<li>\n<strong>\u062c\u0632\u0626\u06cc\u0627\u062a:<\/strong> \u062f\u0631 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a.\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%B9%D8%A8%D8%A7%D8%B1%D8%A7%D8%AA_%DA%98%D9%86%D8%B1%D8%A7%D8%AA%D9%88%D8%B1_x_for_x_in-2\"><\/span>\n<p>  <strong>2. \u0639\u0628\u0627\u0631\u0627\u062a \u0698\u0646\u0631\u0627\u062a\u0648\u0631 (<code>(x for x in ...)<\/code>)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong> Python 2.4+ (\u0627\u0645\u0627 \u062f\u0631 Python 3.x \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a).\n<\/li>\n<li>\n<strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3:<\/strong><\/p>\n<ul>\n<li>\u0698\u0646\u0631\u0627\u062a\u0648\u0631\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0647\u0633\u062a\u0646\u062f.\n<\/li>\n<li>\n<code>range()<\/code>  \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u06cc\u06a9 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0627\u0633\u062a (\u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 2 \u060c \u0644\u06cc\u0633\u062a\u06cc \u0628\u0648\u062f).\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"3_functoolslru_cache-2\"><\/span>\n<p>  <strong>3 <code>functools.lru_cache<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong><\/p>\n<ul>\n<li>Python 3.2+ (\u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f).\n<\/li>\n<li>Python 2.7 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f <code>pip install functools32<\/code>\u0628\u0634\u0631\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 Python 3.8+:<\/strong><\/p>\n<ul>\n<li>\u062c\u062f\u06cc\u062f <code>user_function<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc.\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D8%A8%D8%A7_Numpy-2\"><\/span>\n<p>  <strong>4. \u0628\u0631\u062f\u0627\u0631 \u0628\u0627 Numpy<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong> Python 2.7 \u0648 Python 3.x (\u0628\u0631\u0627\u06cc Python 3.7+ \u0628\u0647 Numpy 1.16 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f).\n<\/li>\n<li>\n<strong>\u062a\u0648\u0635\u06cc\u0647:<\/strong> \u0628\u0631\u0627\u06cc Python 3.9+ (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0647\u062a\u0631) \u0627\u0632 numpy \u2265 1.19 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"5_Cython\"><\/span>\n<p>  <strong>5. Cython<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong><\/p>\n<ul>\n<li>Python 2.7 (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 Cython 0.29.x).\n<\/li>\n<li>Python 3.x (\u0628\u0631\u0627\u06cc Python 3.11+ \u0628\u0647 Cython \u2265 3.0 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f).\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0647\u0645:<\/strong><\/p>\n<ul>\n<li>\u067e\u0627\u06cc\u062a\u0648\u0646 3.11+ \u0645\u062a\u0631\u062c\u0645 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0634\u06a9\u0627\u0641 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u06cc\u0646 \u0628\u0648\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0633\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"6_collectionsdefaultdict\"><\/span>\n<p>  <strong>6 <code>collections.defaultdict<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong> Python 2.5+ \u0648 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc Python 3.x.\n<\/li>\n<li>\n<strong>\u0647\u06cc\u0686 \u062a\u063a\u06cc\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0646\u0633\u062e\u0647 \u0647\u0627 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/strong>\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"7_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF%DB%8C_%D8%B1%D8%B4%D8%AA%D9%87_%D8%A8%D8%A7_strjoin\"><\/span>\n<p>  <strong>7. \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0631\u0634\u062a\u0647 \u0628\u0627 <code>str.join()<\/code><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631:<\/strong> Python 2.x \u0648 3.x.\n<\/li>\n<li>\n<strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 3.9+:<\/strong><\/p>\n<ul>\n<li>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u062f\u0631 \u06a9\u0646\u062a\u0631\u0644 \u0631\u0634\u062a\u0647 (PEP 584).\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D8%B2%D9%88%D9%85%D9%87\"><\/span>\n<p>  <strong>\u0631\u0632\u0648\u0645\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: <code>__slots__<\/code>\u0628\u0627 <code>defaultdict<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<strong>\u06a9\u0627\u0631\u0622\u06cc\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647<\/strong>: \u0698\u0646\u0631\u0627\u062a\u0648\u0631\u0647\u0627 \u060c Numpy \u060c Cython.<\/li>\n<li>\n<strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc<\/strong>: <code>lru_cache<\/code>\u0628\u0627 <code>str.join()<\/code>\u0628\u0634\u0631<\/li>\n<\/ul><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1 __slots__ class Person: __slots__ = [&#8216;name&#8217;, &#8216;age&#8217;] \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f \u0686\u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f: \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f __dict__ \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0634\u06cc \u060c \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0648 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":110125,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-110124","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110124","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=110124"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110124\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/110125"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=110124"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=110124"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=110124"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}