{"id":5185,"date":"2022-12-22T10:42:45","date_gmt":"2022-12-22T10:42:45","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=5185"},"modified":"2022-12-22T10:47:02","modified_gmt":"2022-12-22T10:47:02","slug":"bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/","title":{"rendered":"\u0411\u043e\u043b\u044c\u0448\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442: \u043b\u0443\u0447\u0448\u0438\u0435 \u0441\u0442\u0430\u0442\u044c\u0438 \u043d\u0430 \u0425\u0430\u0431\u0440 \u0437\u0430 2022 \u0433\u043e\u0434"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_61 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #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 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title=\"\u041c\u043e\u0436\u0435\u0442 \u043b\u0438 Java-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u0430\u043c\u044f\u0442\u0438, \u0447\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440 \u043a\u0443\u0447\u0438\">\u041c\u043e\u0436\u0435\u0442 \u043b\u0438 Java-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u0430\u043c\u044f\u0442\u0438, \u0447\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440 \u043a\u0443\u0447\u0438<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_%D1%81%D0%BE%D0%B1%D1%80%D0%B0%D1%82%D1%8C_%D0%BF%D0%BE%D0%BA%D1%80%D1%8B%D1%82%D1%8C_%D1%82%D0%B5%D1%81%D1%82%D0%B0%D0%BC%D0%B8_%D0%B8_%D0%BE%D0%BF%D1%83%D0%B1%D0%BB%D0%B8%D0%BA%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_TypeScript-%D0%BF%D0%B0%D0%BA%D0%B5%D1%82_%D0%B2_npm_%D0%B2_2022_%D0%B3%D0%BE%D0%B4%D1%83\" title=\"\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u0442\u044c, \u043f\u043e\u043a\u0440\u044b\u0442\u044c \u0442\u0435\u0441\u0442\u0430\u043c\u0438 \u0438 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u0442\u044c TypeScript-\u043f\u0430\u043a\u0435\u0442 \u0432 npm \u0432 2022 \u0433\u043e\u0434\u0443\">\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u0442\u044c, \u043f\u043e\u043a\u0440\u044b\u0442\u044c \u0442\u0435\u0441\u0442\u0430\u043c\u0438 \u0438 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u0442\u044c TypeScript-\u043f\u0430\u043a\u0435\u0442 \u0432 npm \u0432 2022 \u0433\u043e\u0434\u0443<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A0%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0_%D0%BC%D0%BE%D0%B1%D0%B8%D0%BB%D1%8C%D0%BD%D1%8B%D1%85_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D0%B9_%D0%BD%D0%B0_Go\" title=\"\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Go\">\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Go<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%90%D0%BB%D0%B3%D0%BE%D1%80%D0%B8%D1%82%D0%BC_%D0%94%D0%B5%D0%B9%D0%BA%D1%81%D1%82%D1%80%D1%8B_%D0%A0%D0%B0%D0%B7%D0%B1%D0%BE%D1%80_%D0%97%D0%B0%D0%B4%D0%B0%D1%87\" title=\"\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0414\u0435\u0439\u043a\u0441\u0442\u0440\u044b. \u0420\u0430\u0437\u0431\u043e\u0440 \u0417\u0430\u0434\u0430\u0447\">\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0414\u0435\u0439\u043a\u0441\u0442\u0440\u044b. \u0420\u0430\u0437\u0431\u043e\u0440 \u0417\u0430\u0434\u0430\u0447<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#9_%D0%BF%D1%80%D0%B8%D1%87%D0%B8%D0%BD_%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_dataclasses_%D0%B2_Python\" title=\"9 \u043f\u0440\u0438\u0447\u0438\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c dataclasses \u0432 Python\">9 \u043f\u0440\u0438\u0447\u0438\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c dataclasses \u0432 Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D1%80%D0%B8%D0%BD%D1%86%D0%B8%D0%BF%D1%8B_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F_SOLID_%D1%81_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80%D0%B0%D0%BC%D0%B8_%D0%BD%D0%B0_Python\" title=\"\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f SOLID \u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \u043d\u0430 Python\">\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f SOLID \u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \u043d\u0430 Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#Flutter_for_Desktop_%E2%80%94_%D0%BD%D0%BE%D0%B2%D1%8B%D0%B9_%D0%BF%D0%BE%D0%B4%D1%85%D0%BE%D0%B4_%D0%BA_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B5_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D0%B9\" title=\"Flutter for Desktop \u2014 \u043d\u043e\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439\">Flutter for Desktop \u2014 \u043d\u043e\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9C%D0%B8%D0%BD%D0%B8-%D0%B8%D0%B3%D1%80%D0%B0_%D0%BD%D0%B0_Rust_macroquad\" title=\"\u041c\u0438\u043d\u0438-\u0438\u0433\u0440\u0430 \u043d\u0430 Rust + macroquad\">\u041c\u0438\u043d\u0438-\u0438\u0433\u0440\u0430 \u043d\u0430 Rust + macroquad<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A5%D0%B2%D0%B0%D1%82%D0%B8%D1%82_%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D0%B8%D1%82%D1%8C_%D1%87%D1%82%D0%BE_PHP_%D0%BC%D0%B5%D1%80%D1%82%D0%B2\" title=\"\u0425\u0432\u0430\u0442\u0438\u0442 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c, \u0447\u0442\u043e PHP \u043c\u0435\u0440\u0442\u0432\">\u0425\u0432\u0430\u0442\u0438\u0442 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c, \u0447\u0442\u043e PHP \u043c\u0435\u0440\u0442\u0432<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A0%D0%B0%D0%B7%D0%B1%D0%B8%D1%80%D0%B0%D0%B5%D0%BC%D1%81%D1%8F_%D1%81_%D0%B4%D0%B5%D0%BA%D0%BE%D1%80%D0%B0%D1%82%D0%BE%D1%80%D0%B0%D0%BC%D0%B8_%D0%B2_Python\" title=\"\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0441 \u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u0430\u043c\u0438 \u0432 Python\">\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0441 \u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u0430\u043c\u0438 \u0432 Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9C%D0%B8%D0%BD%D0%B8%D0%BC%D0%B0%D0%BB%D1%8C%D0%BD%D1%8B%D0%B5_API_%D0%B2_NET_6\" title=\"\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 API \u0432 .NET 6\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 API \u0432 .NET 6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%AD%D0%B2%D0%BE%D0%BB%D1%8E%D1%86%D0%B8%D1%8F_%D0%BB%D1%8F%D0%BC%D0%B1%D0%B4_%D0%B2_C14_C17_%D0%B8_C_20\" title=\"\u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043b\u044f\u043c\u0431\u0434 \u0432 C++14, C++17 \u0438 C ++20\">\u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043b\u044f\u043c\u0431\u0434 \u0432 C++14, C++17 \u0438 C ++20<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A1%D0%BF%D0%BE%D1%81%D0%BE%D0%B1%D1%8B_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B3%D1%80%D0%B0%D1%84%D0%B0_%D0%B2_%D0%BF%D0%B0%D0%BC%D1%8F%D1%82%D0%B8_%D0%BA%D0%BE%D0%BC%D0%BF%D1%8C%D1%8E%D1%82%D0%B5%D1%80%D0%B0\" title=\"\u0421\u043f\u043e\u0441\u043e\u0431\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0430\">\u0421\u043f\u043e\u0441\u043e\u0431\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%B0%D1%82%D1%82%D0%B5%D1%80%D0%BD%D1%8B_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F_%D0%B2_Dart\" title=\"\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 Dart\">\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 Dart<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A7%D0%B8%D1%81%D1%82%D1%8B%D0%B9_%D0%BA%D0%BE%D0%B4_%E2%80%94_%D0%BF%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B8%D0%B9_%D0%BF%D0%BE%D0%B4%D1%85%D0%BE%D0%B4\" title=\"\u0427\u0438\u0441\u0442\u044b\u0439 \u043a\u043e\u0434 \u2014 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434\">\u0427\u0438\u0441\u0442\u044b\u0439 \u043a\u043e\u0434 \u2014 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#_proto_%D0%B8_prototype\" title=\"__proto__ \u0438 prototype\">__proto__ \u0438 prototype<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#CICD_%D0%B8_%D0%B5%D1%89%D0%B5_%D0%BE%D0%B4%D0%B8%D0%BD_CD\" title=\"CI\/CD \u0438 \u0435\u0449\u0435 \u043e\u0434\u0438\u043d CD\">CI\/CD \u0438 \u0435\u0449\u0435 \u043e\u0434\u0438\u043d CD<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#10_%D0%B7%D0%B0%D0%B4%D0%B0%D1%87_%D1%81_JavaScript_Promise_%D0%B4%D0%BB%D1%8F_%D0%BF%D0%BE%D0%B4%D0%B3%D0%BE%D1%82%D0%BE%D0%B2%D0%BA%D0%B8_%D0%BA_%D1%81%D0%BE%D0%B1%D0%B5%D1%81%D0%B5%D0%B4%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F%D0%BC\" title=\"10 \u0437\u0430\u0434\u0430\u0447 \u0441 JavaScript Promise \u0434\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043a \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c\">10 \u0437\u0430\u0434\u0430\u0447 \u0441 JavaScript Promise \u0434\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043a \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%B0%D1%80%D1%81%D0%B8%D0%BD%D0%B3_JSON_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_Jackson\" title=\"\u041f\u0430\u0440\u0441\u0438\u043d\u0433 JSON \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Jackson\">\u041f\u0430\u0440\u0441\u0438\u043d\u0433 JSON \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Jackson<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%B5%D1%80%D0%B5%D0%B3%D1%80%D1%83%D0%B7%D0%BA%D0%B0_%D1%84%D1%83%D0%BD%D0%BA%D1%86%D0%B8%D0%B9_%D0%B2_TypeScript\" title=\"\u041f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0432 TypeScript\">\u041f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0432 TypeScript<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D0%B2%D0%B0%D0%BC_%D1%81%D0%BB%D0%B5%D0%B4%D1%83%D0%B5%D1%82_%D0%BF%D0%BE%D0%BB%D0%BD%D0%BE%D1%81%D1%82%D1%8C%D1%8E_%D0%BF%D0%B5%D1%80%D0%B5%D1%85%D0%BE%D0%B4%D0%B8%D1%82%D1%8C_%D0%BD%D0%B0_Kotlin\" title=\"\u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0430 Kotlin\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0430 Kotlin<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%BE%D0%B4%D1%80%D0%BE%D0%B1%D0%BD%D1%8B%D0%B9_%D1%80%D0%B0%D0%B7%D0%B1%D0%BE%D1%80_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D0%BE%D0%B3%D0%BE_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F_%D0%BD%D0%B0_Rust\" title=\"\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 Rust\">\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 Rust<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" title=\"\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\">\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%98%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D1%8B_%D1%81_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D1%8B%D0%BC_%D0%B8%D1%81%D1%85%D0%BE%D0%B4%D0%BD%D1%8B%D0%BC_%D0%BA%D0%BE%D0%B4%D0%BE%D0%BC_%D0%B4%D0%BB%D1%8F_%D0%BD%D0%B0%D0%B3%D1%80%D1%83%D0%B7%D0%BE%D1%87%D0%BD%D0%BE%D0%B3%D0%BE_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\" title=\"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u0447\u043d\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f\">\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u0447\u043d\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A1%D0%B5%D1%80%D1%82%D0%B8%D1%84%D0%B8%D1%86%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%BD%D1%8B%D0%B9_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D1%89%D0%B8%D0%BA\" title=\"\u0421\u0435\u0440\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a\">\u0421\u0435\u0440\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#API_%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D0%B1%D0%B5%D0%B7_Postman\" title=\"API \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 Postman\">API \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 Postman<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%90%D0%B4%D0%BC%D0%B8%D0%BD%D0%B8%D1%81%D1%82%D1%80%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" title=\"\u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\">\u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_Postgres_%D1%85%D1%80%D0%B0%D0%BD%D0%B8%D1%82_%D1%81%D1%82%D1%80%D0%BE%D0%BA%D0%B8\" title=\"\u041a\u0430\u043a Postgres \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u0442\u0440\u043e\u043a\u0438\">\u041a\u0430\u043a Postgres \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u0442\u0440\u043e\u043a\u0438<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9E%D1%81%D0%BD%D0%BE%D0%B2%D1%8B_Terraform\" title=\"\u041e\u0441\u043d\u043e\u0432\u044b Terraform\">\u041e\u0441\u043d\u043e\u0432\u044b Terraform<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#Just-in-Time_Kubernetes_%D0%A0%D1%83%D0%BA%D0%BE%D0%B2%D0%BE%D0%B4%D1%81%D1%82%D0%B2%D0%BE_%D0%BD%D0%B0%D1%87%D0%B8%D0%BD%D0%B0%D1%8E%D1%89%D0%B8%D0%BC_%D0%B4%D0%BB%D1%8F_%D0%BF%D0%BE%D0%BD%D0%B8%D0%BC%D0%B0%D0%BD%D0%B8%D1%8F_%D0%BE%D1%81%D0%BD%D0%BE%D0%B2%D0%BD%D1%8B%D1%85_%D0%BA%D0%BE%D0%BD%D1%86%D0%B5%D0%BF%D1%86%D0%B8%D0%B9_Kubernetes\" title=\"Just-in-Time Kubernetes: \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u043c \u0434\u043b\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0439 Kubernetes\">Just-in-Time Kubernetes: \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u043c \u0434\u043b\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0439 Kubernetes<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%BE%D0%B3%D0%B4%D0%B0_%D0%BF%D0%BE%D0%BC%D0%BE%D0%B3%D0%B0%D0%B5%D1%82_%D0%BF%D0%B0%D1%80%D1%82%D0%B8%D1%86%D0%B8%D0%BE%D0%BD%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80_%D0%B2_PostgreSQL\" title=\"\u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u0430\u0440\u0442\u0438\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u0440\u0438\u043c\u0435\u0440 \u0432 PostgreSQL\">\u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u0430\u0440\u0442\u0438\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u0440\u0438\u043c\u0435\u0440 \u0432 PostgreSQL<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%BE%D0%B6%D0%B0%D0%BB%D1%83%D0%B9%D1%81%D1%82%D0%B0_%D0%BF%D1%80%D0%B5%D0%BA%D1%80%D0%B0%D1%82%D0%B8%D1%82%D0%B5_%D0%BF%D0%B8%D1%81%D0%B0%D1%82%D1%8C_shell-%D1%81%D0%BA%D1%80%D0%B8%D0%BF%D1%82%D1%8B\" title=\"\u041f\u043e\u0436\u0430\u043b\u0443\u0439\u0441\u0442\u0430, \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u0435 \u043f\u0438\u0441\u0430\u0442\u044c shell-\u0441\u043a\u0440\u0438\u043f\u0442\u044b\">\u041f\u043e\u0436\u0430\u043b\u0443\u0439\u0441\u0442\u0430, \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u0435 \u043f\u0438\u0441\u0430\u0442\u044c shell-\u0441\u043a\u0440\u0438\u043f\u0442\u044b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A3%D1%87%D0%B8%D0%BC%D1%81%D1%8F_%D0%B6%D0%B8%D1%82%D1%8C_%D1%81_Kafka_%D0%B1%D0%B5%D0%B7_Zookeeper\" title=\"\u0423\u0447\u0438\u043c\u0441\u044f \u0436\u0438\u0442\u044c \u0441 Kafka \u0431\u0435\u0437 Zookeeper\">\u0423\u0447\u0438\u043c\u0441\u044f \u0436\u0438\u0442\u044c \u0441 Kafka \u0431\u0435\u0437 Zookeeper<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9D%D0%B5%D0%BE%D0%B6%D0%B8%D0%B4%D0%B0%D0%BD%D0%BD%D0%B0%D1%8F_%D0%BD%D0%B0%D1%85%D0%BE%D0%B4%D0%BA%D0%B0_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D0%B0%D1%8F_%D0%BE%D1%81%D0%B2%D0%BE%D0%B1%D0%BE%D0%B6%D0%B4%D0%B0%D0%B5%D1%82_20_GB_%D0%BD%D0%B5%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%B8%D0%BD%D0%B4%D0%B5%D0%BA%D1%81%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D1%80%D0%B0%D0%BD%D1%81%D1%82%D0%B2%D0%B0\" title=\"\u041d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u0430\u044f \u043d\u0430\u0445\u043e\u0434\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0430\u0435\u0442 20 GB \u043d\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430\">\u041d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u0430\u044f \u043d\u0430\u0445\u043e\u0434\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0430\u0435\u0442 20 GB \u043d\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A0%D0%B0%D0%B7%D0%B4%D0%B5%D0%BB%D1%8F%D0%B9_%D0%B8_%D0%B2%D0%BB%D0%B0%D1%81%D1%82%D0%B2%D1%83%D0%B9_%D0%98%D0%B7%D0%BE%D0%BB%D1%8F%D1%86%D0%B8%D1%8F_%D0%BF%D1%80%D0%BE%D1%86%D0%B5%D1%81%D1%81%D0%BE%D0%B2_%D0%B2_Linux\" title=\"\u0420\u0430\u0437\u0434\u0435\u043b\u044f\u0439 \u0438 \u0432\u043b\u0430\u0441\u0442\u0432\u0443\u0439. \u0418\u0437\u043e\u043b\u044f\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 Linux\">\u0420\u0430\u0437\u0434\u0435\u043b\u044f\u0439 \u0438 \u0432\u043b\u0430\u0441\u0442\u0432\u0443\u0439. \u0418\u0437\u043e\u043b\u044f\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 Linux<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#NSA_k8s_security_%D0%90%D0%B3%D0%B5%D0%BD%D1%82%D1%81%D1%82%D0%B2%D0%BE_%D0%BD%D0%B0%D1%86%D0%B8%D0%BE%D0%BD%D0%B0%D0%BB%D1%8C%D0%BD%D0%BE%D0%B9_%D0%B1%D0%B5%D0%B7%D0%BE%D0%BF%D0%B0%D1%81%D0%BD%D0%BE%D1%81%D1%82%D0%B8_%D1%80%D0%B0%D1%81%D0%BA%D1%80%D1%8B%D0%B2%D0%B0%D0%B5%D1%82_%D1%81%D0%B5%D0%BA%D1%80%D0%B5%D1%82%D1%8B_Kubernetes\" title=\"NSA k8s security: \u0410\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u043e \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u044b Kubernetes\">NSA k8s security: \u0410\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u043e \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u044b Kubernetes<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A1%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D0%B5_PostgreSQL_2022_13_%D0%B8%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%BE%D0%B2_%D0%BE%D1%82%D0%BB%D0%B8%D1%87%D0%BD%D1%8B%D1%85_%D0%BE%D1%82_psql\" title=\"\u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 PostgreSQL 2022: 13 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0445 \u043e\u0442 psql\">\u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 PostgreSQL 2022: 13 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0445 \u043e\u0442 psql<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D1%8F%D0%BC%D0%B8_%D0%B2_Linux_%D0%A7%D0%B0%D1%81%D1%82%D1%8C_1_%D0%A5%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D1%85_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85\" title=\"\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 1. \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\">\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 1. \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D1%8F%D0%BC%D0%B8_%D0%B2_Linux_%D0%A7%D0%B0%D1%81%D1%82%D1%8C_2_%D0%9D%D0%B5%D0%BF%D1%80%D0%B0%D0%B2%D0%B8%D0%BB%D1%8C%D0%BD%D0%B0%D1%8F_%D0%BD%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0_%D0%B4%D0%BE%D1%81%D1%82%D1%83%D0%BF%D0%B0\" title=\"\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 2. \u041d\u0435\/\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430\">\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 2. \u041d\u0435\/\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#Data_Science\" title=\"Data Science\">Data Science<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_%D1%83%D0%BF%D0%B0%D0%BA%D0%BE%D0%B2%D1%8B%D0%B2%D0%B0%D1%82%D1%8C_%D0%B8_%D0%B4%D0%B8%D1%81%D1%82%D1%80%D0%B8%D0%B1%D1%83%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D1%8F_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_MLFlow\" title=\"\u041a\u0430\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e MLFlow\">\u041a\u0430\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e MLFlow<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A4%D1%80%D0%B5%D0%B9%D0%BC%D0%B2%D0%BE%D1%80%D0%BA%D0%B8_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B4%D0%BB%D1%8F_PHP-%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%87%D0%B8%D0%BA%D0%BE%D0%B2\" title=\"\u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f PHP-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432\">\u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f PHP-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#17_%D0%BB%D1%83%D1%87%D1%88%D0%B8%D1%85_%D0%B8%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%BE%D0%B2_%D0%B8_%D1%82%D0%B5%D1%85%D0%BD%D0%BE%D0%BB%D0%BE%D0%B3%D0%B8%D0%B9_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%8B_%D1%81_%D0%B1%D0%BE%D0%BB%D1%8C%D1%88%D0%B8%D0%BC%D0%B8_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D0%BC%D0%B8\" title=\"17 \u043b\u0443\u0447\u0448\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438\">17 \u043b\u0443\u0447\u0448\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9C%D0%B0%D1%82%D1%81%D1%82%D0%B0%D1%82_%D0%B8_%D0%BE%D0%BF%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D1%8F_%D0%BD%D0%B0_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%83\" title=\"\u041c\u0430\u0442\u0441\u0442\u0430\u0442 \u0438 \u043e\u043f\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0443\">\u041c\u0430\u0442\u0441\u0442\u0430\u0442 \u0438 \u043e\u043f\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0443<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-48\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#NoRecSys_%D0%9C%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5_%E2%80%94_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D0%BD%D0%B8%D0%BA_%D0%B2_%D1%84%D0%BE%D1%80%D0%BC%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B8_%D0%B0%D1%81%D1%81%D0%BE%D1%80%D1%82%D0%B8%D0%BC%D0%B5%D0%BD%D1%82%D0%B0_%D1%82%D0%BE%D0%B2%D0%B0%D1%80%D0%BE%D0%B2_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B8%D1%82%D0%B5%D0%B9%D0%BB%D0%B0\" title=\"NoRecSys. \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u2014 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0430\u0441\u0441\u043e\u0440\u0442\u0438\u043c\u0435\u043d\u0442\u0430 \u0442\u043e\u0432\u0430\u0440\u043e\u0432 \u0434\u043b\u044f \u0440\u0438\u0442\u0435\u0439\u043b\u0430\">NoRecSys. \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u2014 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0430\u0441\u0441\u043e\u0440\u0442\u0438\u043c\u0435\u043d\u0442\u0430 \u0442\u043e\u0432\u0430\u0440\u043e\u0432 \u0434\u043b\u044f \u0440\u0438\u0442\u0435\u0439\u043b\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-49\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F_%D0%BE%D0%B1%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0_%D0%B8%D0%B7%D0%BE%D0%B1%D1%80%D0%B0%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F_%D0%BB%D0%B8%D0%BD%D0%B8%D0%B8_%D0%B3%D0%BE%D1%80%D0%B8%D0%B7%D0%BE%D0%BD%D1%82%D0%B0_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_Python\" title=\"\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043b\u0438\u043d\u0438\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python\">\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043b\u0438\u043d\u0438\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-50\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5\" title=\"\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\">\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-51\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#33_%D0%BF%D0%B8%D1%82%D0%BE%D0%BD%D0%B0_%D0%B7%D0%BE%D0%BE%D0%BF%D0%B0%D1%80%D0%BA_%D0%BF%D0%BE%D0%B7%D0%B8%D1%86%D0%B8%D0%B9_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D1%83%D1%8E%D1%82_%D0%B7%D0%BD%D0%B0%D0%BD%D0%B8%D1%8F_python\" title=\"33 \u043f\u0438\u0442\u043e\u043d\u0430: \u0437\u043e\u043e\u043f\u0430\u0440\u043a \u043f\u043e\u0437\u0438\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0437\u043d\u0430\u043d\u0438\u044f python\">33 \u043f\u0438\u0442\u043e\u043d\u0430: \u0437\u043e\u043e\u043f\u0430\u0440\u043a \u043f\u043e\u0437\u0438\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0437\u043d\u0430\u043d\u0438\u044f python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-52\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D0%BE%D1%86%D0%B5%D0%BD%D0%BA%D0%B0_%D0%B7%D0%B0%D0%B4%D0%B0%D1%87_%D1%81%D0%BB%D0%BE%D0%BC%D0%B0%D0%BB%D0%B0_Agile\" title=\"\u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u0446\u0435\u043d\u043a\u0430 \u0437\u0430\u0434\u0430\u0447 \u0441\u043b\u043e\u043c\u0430\u043b\u0430 Agile\">\u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u0446\u0435\u043d\u043a\u0430 \u0437\u0430\u0434\u0430\u0447 \u0441\u043b\u043e\u043c\u0430\u043b\u0430 Agile<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-53\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_%D0%BF%D0%BE%D0%B1%D0%B5%D0%B4%D0%B8%D1%82%D1%8C_%D1%85%D0%B0%D0%BE%D1%81_%D0%B2_%D0%BA%D0%BE%D0%BC%D0%B0%D0%BD%D0%B4%D0%B5_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B8_%D0%B8_%D1%8D%D1%84%D1%84%D0%B5%D0%BA%D1%82%D0%B8%D0%B2%D0%BD%D0%BE_%D1%83%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D1%8F%D1%82%D1%8C_%D0%BE%D0%B6%D0%B8%D0%B4%D0%B0%D0%BD%D0%B8%D1%8F%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BA%D0%B0%D0%B7%D1%87%D0%B8%D0%BA%D0%BE%D0%B2\" title=\"\u041a\u0430\u043a \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u044c \u0445\u0430\u043e\u0441 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u0432?\">\u041a\u0430\u043a \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u044c \u0445\u0430\u043e\u0441 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u0432?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-54\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%92%D0%B0%D0%B6%D0%BD%D1%8B%D0%B5_%D0%BE%D1%81%D0%BD%D0%BE%D0%B2%D1%8B_%D1%84%D1%80%D0%B5%D0%B9%D0%BC%D0%B2%D0%BE%D1%80%D0%BA%D0%B0_%D0%A1%D0%BA%D1%80%D0%B0%D0%BC_%D0%BF%D1%80%D0%BE_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D1%8B%D0%B5_%D0%B7%D0%B0%D0%B1%D1%8B%D0%B2%D0%B0%D1%8E%D1%82\" title=\"\u0412\u0430\u0436\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u044b \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0421\u043a\u0440\u0430\u043c, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u044e\u0442\">\u0412\u0430\u0436\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u044b \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0421\u043a\u0440\u0430\u043c, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u044e\u0442<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-55\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9B%D0%B8%D1%87%D0%BD%D0%B0%D1%8F_%D0%BF%D1%80%D0%BE%D0%B4%D1%83%D0%BA%D1%82%D0%B8%D0%B2%D0%BD%D0%BE%D1%81%D1%82%D1%8C\" title=\"\u041b\u0438\u0447\u043d\u0430\u044f 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href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_%D0%BC%D1%8B_%D1%81%D0%B0%D0%BC%D0%B8_%D1%81%D0%B5%D0%B1%D1%8F_%D0%BB%D0%BE%D0%B2%D0%B8%D0%BC_%D0%B2_%D0%BA%D0%B0%D1%80%D1%8C%D0%B5%D1%80%D0%BD%D0%BE%D0%B9_%D0%BB%D0%BE%D0%B2%D1%83%D1%88%D0%BA%D0%B5\" title=\"\u041a\u0430\u043a \u043c\u044b \u0441\u0430\u043c\u0438 \u0441\u0435\u0431\u044f \u043b\u043e\u0432\u0438\u043c \u0432 \u043a\u0430\u0440\u044c\u0435\u0440\u043d\u043e\u0439 \u043b\u043e\u0432\u0443\u0448\u043a\u0435\">\u041a\u0430\u043a \u043c\u044b \u0441\u0430\u043c\u0438 \u0441\u0435\u0431\u044f \u043b\u043e\u0432\u0438\u043c \u0432 \u043a\u0430\u0440\u044c\u0435\u0440\u043d\u043e\u0439 \u043b\u043e\u0432\u0443\u0448\u043a\u0435<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-58\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%9A%D0%B0%D0%BA_%D0%B2%D1%8B%D1%80%D0%B0%D0%B7%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE_%D0%BE%D1%82%D0%B2%D0%B5%D1%87%D0%B0%D1%82%D1%8C_%D0%BD%D0%B0_%D0%B2%D0%BE%D0%BF%D1%80%D0%BE%D1%81%D1%8B_%D0%BD%D0%B0_%D0%B0%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%BE%D0%BC_%D1%8F%D0%B7%D1%8B%D0%BA%D0%B5_%D0%B8_%D0%B7%D0%B2%D1%83%D1%87%D0%B0%D1%82%D1%8C_%D1%83%D0%B1%D0%B5%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE\" title=\"\u041a\u0430\u043a \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0438 \u0437\u0432\u0443\u0447\u0430\u0442\u044c \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\">\u041a\u0430\u043a \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0438 \u0437\u0432\u0443\u0447\u0430\u0442\u044c \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-59\" href=\"https:\/\/otus.ru\/journal\/bolshoj-dajdzhest-luchshie-stati-na-habr-za-2022-god\/#%D0%90%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%B8%D0%B9_%E2%80%94_%D1%8D%D1%82%D0%BE_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D0%BE\" title=\"\u0410\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0441\u0442\u043e\">\u0410\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439 \u2014 \u044d\u0442\u043e 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\u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0422\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u043e\u0441\u043b\u0443\u0436\u0438\u0442 \u0432\u0430\u043c \u0432\u0441\u044e \u0436\u0438\u0437\u043d\u044c. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/675668\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0435\u0440\u0435\u0439\u0442\u0438\">\u041f\u0435\u0440\u0435\u0439\u0442\u0438<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%97%D0%B0%D1%87%D0%B5%D0%BC_%D0%BF%D0%B8%D1%81%D0%B0%D1%82%D1%8C_%D0%BD%D0%B0_C_%D0%B2_2022_%D0%B3%D0%BE%D0%B4%D1%83\"><\/span>\u0417\u0430\u0447\u0435\u043c \u043f\u0438\u0441\u0430\u0442\u044c \u043d\u0430 C++ \u0432 2022 \u0433\u043e\u0434\u0443?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041e\u0441\u043d\u043e\u0432\u044b C++ \u0431\u044b\u043b\u0438 \u0437\u0430\u043b\u043e\u0436\u0435\u043d\u044b \u0435\u0449\u0435 40 \u043b\u0435\u0442 \u043d\u0430\u0437\u0430\u0434, \u043d\u043e \u043e\u043d \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0432\u0441\u0435\u043c\u0435\u0441\u0442\u043d\u043e. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0441 \u0432\u0430\u043c\u0438 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f, \u0433\u0434\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0438 \u043f\u043e\u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u0435\u043c, \u0435\u0441\u0442\u044c \u043b\u0438 \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0443\u0449\u0435\u0435. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/701324\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e C++\">\u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e C++<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%BE%D0%B6%D0%B5%D1%82_%D0%BB%D0%B8_Java-%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D0%B5_%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_%D0%B1%D0%BE%D0%BB%D1%8C%D1%88%D0%B5_%D0%BF%D0%B0%D0%BC%D1%8F%D1%82%D0%B8_%D1%87%D0%B5%D0%BC_%D1%80%D0%B0%D0%B7%D0%BC%D0%B5%D1%80_%D0%BA%D1%83%D1%87%D0%B8\"><\/span>\u041c\u043e\u0436\u0435\u0442 \u043b\u0438 Java-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u0430\u043c\u044f\u0442\u0438, \u0447\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440 \u043a\u0443\u0447\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u0432\u044b \u0437\u0430\u043c\u0435\u0447\u0430\u043b\u0438, \u0447\u0442\u043e Java-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0442\u044c \u043b\u0438\u043c\u0438\u0442 \u043f\u0430\u043c\u044f\u0442\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0432 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0435&nbsp;<strong>-Xmx<\/strong>&nbsp;(\u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u043a\u0443\u0447\u0438). \u0414\u0435\u043b\u043e \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e JVM \u043f\u043e\u043c\u0438\u043c\u043e \u043a\u0443\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u0430\u043c\u044f\u0442\u0438. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/705982\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_%D1%81%D0%BE%D0%B1%D1%80%D0%B0%D1%82%D1%8C_%D0%BF%D0%BE%D0%BA%D1%80%D1%8B%D1%82%D1%8C_%D1%82%D0%B5%D1%81%D1%82%D0%B0%D0%BC%D0%B8_%D0%B8_%D0%BE%D0%BF%D1%83%D0%B1%D0%BB%D0%B8%D0%BA%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_TypeScript-%D0%BF%D0%B0%D0%BA%D0%B5%D1%82_%D0%B2_npm_%D0%B2_2022_%D0%B3%D0%BE%D0%B4%D1%83\"><\/span>\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u0442\u044c, \u043f\u043e\u043a\u0440\u044b\u0442\u044c \u0442\u0435\u0441\u0442\u0430\u043c\u0438 \u0438 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u0442\u044c TypeScript-\u043f\u0430\u043a\u0435\u0442 \u0432 npm \u0432 2022 \u0433\u043e\u0434\u0443<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0441 \u0432\u0430\u043c\u0438 \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u0441 \u043d\u0443\u043b\u044f \u0438 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u0443\u0435\u043c \u0432&nbsp; NPM TypeScript-\u043f\u0430\u043a\u0435\u0442, \u043d\u0435 \u0437\u0430\u0431\u044b\u0432 \u043f\u0440\u043e Jest \u0434\u043b\u044f \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0442\u0435\u0441\u0442\u0430\u043c\u0438. \u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442, \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u043c TypeScript, \u043d\u0430\u043f\u0438\u0448\u0435\u043c \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0435\u0441\u0442\u044b \u0432 Jest \u0438 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u0443\u0435\u043c \u0435\u0433\u043e \u0432 NPM. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/704398\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u043e\u0433\u043d\u0430\u043b\u0438\">\u041f\u043e\u0433\u043d\u0430\u043b\u0438<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0_%D0%BC%D0%BE%D0%B1%D0%B8%D0%BB%D1%8C%D0%BD%D1%8B%D1%85_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D0%B9_%D0%BD%D0%B0_Go\"><\/span>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Go<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041e\u0431\u0441\u0443\u0434\u0438\u043c \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u043a \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Go \u0434\u043b\u044f \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/698140\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%90%D0%BB%D0%B3%D0%BE%D1%80%D0%B8%D1%82%D0%BC_%D0%94%D0%B5%D0%B9%D0%BA%D1%81%D1%82%D1%80%D1%8B_%D0%A0%D0%B0%D0%B7%D0%B1%D0%BE%D1%80_%D0%97%D0%B0%D0%B4%D0%B0%D1%87\"><\/span>\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0414\u0435\u0439\u043a\u0441\u0442\u0440\u044b. \u0420\u0430\u0437\u0431\u043e\u0440 \u0417\u0430\u0434\u0430\u0447<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u043e\u0438\u0441\u043a \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0442\u0438 \u0432 \u0433\u0440\u0430\u0444\u0435. \u0422\u0430\u043a\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u0447\u0430\u0441\u0442\u043e \u0438 \u0432 \u043f\u043e\u0432\u0441\u0435\u0434\u043d\u0435\u0432\u043d\u043e\u0439 \u0436\u0438\u0437\u043d\u0438, \u0438 \u0432 \u043c\u0438\u0440\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u0421\u043f\u0440\u0430\u0432\u0438\u0442\u044c\u0441\u044f \u0441 \u0442\u0430\u043a\u0438\u043c\u0438 \u0432\u044b\u0437\u043e\u0432\u0430\u043c\u0438 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u043e\u0434\u0445\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0432 \u0430\u0440\u0441\u0435\u043d\u0430\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430 \u2014 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0414\u0435\u0439\u043a\u0441\u0442\u0440\u044b.<\/p>\n\n\n\n<p>\u0415\u0441\u043b\u0438 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u043d\u0430\u0439\u0442\u0438 \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0447\u0435\u043c \u044d\u0442\u043e\u0442 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043b\u0443\u0447\u0448\u0435 BFS (\u043f\u043e\u0438\u0441\u043a\u0430 \u0432 \u0448\u0438\u0440\u0438\u043d\u0443), \u043f\u0440\u0438 \u043a\u0430\u043a\u0438\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c, \u0438 \u043a\u0430\u043a\u0438\u0435 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u043d\u043e \u0441 \u0435\u0433\u043e \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0440\u0435\u0448\u0430\u0442\u044c, <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/599621\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0447\u0438\u0442\u0430\u0439\u0442\u0435 \u0434\u0430\u043b\u0435\u0435.\">\u0447\u0438\u0442\u0430\u0439\u0442\u0435 \u0434\u0430\u043b\u0435\u0435.<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_%D0%BF%D1%80%D0%B8%D1%87%D0%B8%D0%BD_%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_dataclasses_%D0%B2_Python\"><\/span>9 \u043f\u0440\u0438\u0447\u0438\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c dataclasses \u0432 Python<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041d\u0430\u0447\u0438\u043d\u0430\u044f \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 3.7, \u0432 Python \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b&nbsp;<code>dataclasses<\/code>, \u043d\u043e\u0432\u044b\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b, \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0439 \u043a\u043b\u0430\u0441\u0441\u044b, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0435 \u0438 \u0438\u043d\u043a\u0430\u043f\u0441\u0443\u043b\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435. \u042f \u043d\u0430\u0447\u0430\u043b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044c, \u0438 \u043c\u043d\u0435 \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u043b\u043e\u0441\u044c. \u041d\u0430\u0432\u0441\u043a\u0438\u0434\u043a\u0443 \u044d\u0442\u043e\u043c\u0443 \u0435\u0441\u0442\u044c \u0434\u0432\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u043c\u0435\u043d\u044c\u0448\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, \u043b\u0443\u0447\u0448\u0430\u044f \u0447\u0438\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043a\u043e\u0434\u0430. \u0421\u0432\u043e\u0438 \u043f\u0435\u0440\u0432\u044b\u0435 \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u043e\u0431\u0449\u0438\u043b \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435. \u0420\u0430\u0441\u0441\u043a\u0430\u0436\u0443 \u043e&nbsp;<code>dataclasses<\/code>, \u043a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043e\u043d\u0438 \u0440\u0435\u0448\u0430\u044e\u0442 \u0438 \u043e 9 \u043f\u0440\u0438\u044f\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043d\u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/650257\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a> <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%B8%D0%BD%D1%86%D0%B8%D0%BF%D1%8B_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F_SOLID_%D1%81_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80%D0%B0%D0%BC%D0%B8_%D0%BD%D0%B0_Python\"><\/span>\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f SOLID \u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \u043d\u0430 Python<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u2013 \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f. \u041a\u043e\u0433\u0434\u0430 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2013 \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0442\u0430\u043a, \u0447\u0442\u043e\u0431\u044b \u041f\u041e \u0431\u044b\u043b\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043e \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043b\u0443\u0447\u0448\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043b\u0443\u0447\u0448\u0435\u0439 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b. \u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b\u0438 \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u041e\u0434\u043d\u043e\u0439 \u0438\u0437 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0441\u0440\u0435\u0434\u0438 \u043d\u0438\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 \u043f\u043e\u0434 \u0430\u0431\u0431\u0440\u0435\u0432\u0438\u0430\u0442\u0443\u0440\u043e\u0439 SOLID. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/651753\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e\">\u0427\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Flutter_for_Desktop_%E2%80%94_%D0%BD%D0%BE%D0%B2%D1%8B%D0%B9_%D0%BF%D0%BE%D0%B4%D1%85%D0%BE%D0%B4_%D0%BA_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B5_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D0%B9\"><\/span>Flutter for Desktop \u2014 \u043d\u043e\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 desktop-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Flutter \u0438 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f \u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430\u043c\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/659159\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%B8%D0%BD%D0%B8-%D0%B8%D0%B3%D1%80%D0%B0_%D0%BD%D0%B0_Rust_macroquad\"><\/span>\u041c\u0438\u043d\u0438-\u0438\u0433\u0440\u0430 \u043d\u0430 Rust + macroquad<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>macroquad \u2014 \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u0438 \u0443\u0434\u043e\u0431\u043d\u0430\u044f Rust \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 2D \u0438\u0433\u0440. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0440\u043e\u0441\u0441\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u043e\u0439 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 Windows, Linux, MacOs, HTML5, Android, IOS. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/660503\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A5%D0%B2%D0%B0%D1%82%D0%B8%D1%82_%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D0%B8%D1%82%D1%8C_%D1%87%D1%82%D0%BE_PHP_%D0%BC%D0%B5%D1%80%D1%82%D0%B2\"><\/span>\u0425\u0432\u0430\u0442\u0438\u0442 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c, \u0447\u0442\u043e PHP \u043c\u0435\u0440\u0442\u0432<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u00ab\u0412\u044b\u0443\u0447\u0438\u0442\u044c \u0434\u0440\u0443\u0433\u043e\u0439 \u044f\u0437\u044b\u043a\u00bb \u2014 \u0438\u0434\u0435\u044f \u043e\u0447\u0435\u043d\u044c \u0445\u043e\u0440\u043e\u0448\u0430\u044f, \u043d\u043e \u043d\u0435 \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u00abphp \u0443\u043c\u0438\u0440\u0430\u0435\u0442\u00bb \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0435\u043f\u0440\u0430\u0432\u0434\u0430. \u0412\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u0447\u0438\u0442\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u044f\u0437\u044b\u043a\u0438, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u0438 \u0431\u0443\u0434\u0443\u0442 \u043f\u043e\u043b\u0435\u0437\u043d\u044b \u0434\u043b\u044f \u0432\u0430\u0441 \u043a\u0430\u043a \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430. \u0415\u0441\u043b\u0438 \u0431\u044b PHP \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043c\u0438\u0440\u0430\u043b, \u0442\u043e, \u043a\u043e\u043d\u0435\u0447\u043d\u043e, \u0443 \u0432\u0430\u0441 \u0431\u044b\u043b\u0430 \u0431\u044b \u0435\u0449\u0435 \u043e\u0434\u043d\u0430 (\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0432\u0435\u0441\u043a\u0430\u044f) \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0434\u0432\u0438\u0433\u0430\u0442\u044c\u0441\u044f \u0434\u0430\u043b\u044c\u0448\u0435, \u043d\u043e \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441, \u0432 \u0434\u0430\u043d\u043d\u044b\u0439 \u043c\u043e\u043c\u0435\u043d\u0442, \u043e\u043d <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/661913\/\" target=\"_blank\" rel=\"noopener\" title=\"\u043d\u0435 \u0443\u043c\u0438\u0440\u0430\u0435\u0442.\">\u043d\u0435 \u0443\u043c\u0438\u0440\u0430\u0435\u0442.<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B0%D0%B7%D0%B1%D0%B8%D1%80%D0%B0%D0%B5%D0%BC%D1%81%D1%8F_%D1%81_%D0%B4%D0%B5%D0%BA%D0%BE%D1%80%D0%B0%D1%82%D0%BE%D1%80%D0%B0%D0%BC%D0%B8_%D0%B2_Python\"><\/span>\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0441 \u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u0430\u043c\u0438 \u0432 Python<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0414\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u044b \u2013 \u044d\u0442\u043e \u043e\u0431\u0435\u0440\u0442\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 (\u0438\u043b\u0438 \u043a\u043b\u0430\u0441\u0441\u043e\u0432) \u0432 Python, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0430\u0431\u043e\u0442\u044b \u044d\u0442\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438. \u0414\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440 \u0430\u0431\u0441\u0442\u0440\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u0441\u0432\u043e\u0439 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b. \u041d\u043e\u0442\u0430\u0446\u0438\u044f \u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u0430 \u0432 \u0446\u0435\u043b\u043e\u043c \u043d\u0430\u0438\u043c\u0435\u043d\u0435\u0435 \u0438\u043d\u0432\u0430\u0437\u0438\u0432\u043d\u0430. \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u0438\u0441\u0430\u0442\u044c \u0441\u0432\u043e\u0439 \u043a\u043e\u0434 \u0442\u0430\u043a, \u043a\u0430\u043a \u0435\u043c\u0443 \u0445\u043e\u0447\u0435\u0442\u0441\u044f, \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u0412\u0441\u0435 \u044d\u0442\u043e \u0437\u0432\u0443\u0447\u0438\u0442 \u043a\u0440\u0430\u0439\u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u043e, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u0430\u0432\u0430\u0439\u0442\u0435 <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/666016\/\" target=\"_blank\" rel=\"noopener\" title=\"\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0441\u044f \u043a \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\">\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0441\u044f \u043a \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c<\/a>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%B8%D0%BD%D0%B8%D0%BC%D0%B0%D0%BB%D1%8C%D0%BD%D1%8B%D0%B5_API_%D0%B2_NET_6\"><\/span>\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 API \u0432 .NET 6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 REST API \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u043c\u043d\u043e\u0433\u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u0412\u044b\u0431\u043e\u0440 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0442\u0430\u043a\u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0448\u0438\u0440\u043e\u043a, \u043d\u043e \u0435\u0441\u043b\u0438 \u0432\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043d\u0430 C#, \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0431\u0443\u0434\u0443\u0442 \u0432\u0435\u0441\u044c\u043c\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b. API \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u043e\u0432 \u0431\u044b\u043b\u0438 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u043c\u0438 \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0433\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043d\u043e .NET 6 \u043c\u0435\u043d\u044f\u0435\u0442 \u044d\u0442\u0443 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u044f <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/666676\/\" target=\"_blank\" rel=\"noopener\" title=\"\u043d\u043e\u0432\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\">\u043d\u043e\u0432\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c<\/a>.&nbsp;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%AD%D0%B2%D0%BE%D0%BB%D1%8E%D1%86%D0%B8%D1%8F_%D0%BB%D1%8F%D0%BC%D0%B1%D0%B4_%D0%B2_C14_C17_%D0%B8_C_20\"><\/span>\u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043b\u044f\u043c\u0431\u0434 \u0432 C++14, C++17 \u0438 C ++20<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041b\u044f\u043c\u0431\u0434\u0430-\u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u2014 \u043e\u0434\u043d\u0430 \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0444\u0438\u0447 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0433\u043e C++. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440, \u043a\u0430\u043a \u043e\u043d\u0438 \u0431\u044b\u043b\u0438 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 C++11, \u043b\u044f\u043c\u0431\u0434\u044b \u043f\u0440\u043e\u043d\u0438\u043a\u043b\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u0434\u043e\u0432\u0443\u044e \u0431\u0430\u0437\u0443 \u043d\u0430 C++. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0435\u043c \u043e\u0431 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u044d\u0442\u0430\u043f\u0430\u0445. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/673580\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BF%D0%BE%D1%81%D0%BE%D0%B1%D1%8B_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B3%D1%80%D0%B0%D1%84%D0%B0_%D0%B2_%D0%BF%D0%B0%D0%BC%D1%8F%D1%82%D0%B8_%D0%BA%D0%BE%D0%BC%D0%BF%D1%8C%D1%8E%D1%82%D0%B5%D1%80%D0%B0\"><\/span>\u0421\u043f\u043e\u0441\u043e\u0431\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041e\u0431\u0441\u0443\u0434\u0438\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0430 \u0434\u043b\u044f \u0435\u0433\u043e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u041f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a\u0438\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043f\u043e\u0441\u043e\u0431\u0430. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/675730\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%B0%D1%82%D1%82%D0%B5%D1%80%D0%BD%D1%8B_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F_%D0%B2_Dart\"><\/span>\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 Dart<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0449\u0438\u0445 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Dart (\u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 Dart 2.17). <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/678714\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A7%D0%B8%D1%81%D1%82%D1%8B%D0%B9_%D0%BA%D0%BE%D0%B4_%E2%80%94_%D0%BF%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B8%D0%B9_%D0%BF%D0%BE%D0%B4%D1%85%D0%BE%D0%B4\"><\/span>\u0427\u0438\u0441\u0442\u044b\u0439 \u043a\u043e\u0434 \u2014 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043f\u043e\u043f\u044b\u0442\u0430\u0435\u043c\u0441\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0447\u0438\u0441\u0442\u043e\u043c\u0443 \u043a\u043e\u0434\u0443. \u041d\u0435 \u0432\u0434\u0430\u0432\u0430\u044f\u0441\u044c \u0432 \u0442\u0435\u043e\u0440\u0438\u044e,&nbsp;\u043f\u043e\u043a\u0430\u0436\u0435\u043c, <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/682922\/\" target=\"_blank\" rel=\"noopener\" title=\"\u043a\u0430\u043a \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0427\u0438\u0441\u0442\u044b\u0439 \u041a\u043e\u0434\">\u043a\u0430\u043a \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0427\u0438\u0441\u0442\u044b\u0439 \u041a\u043e\u0434<\/a>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"_proto_%D0%B8_prototype\"><\/span>__proto__ \u0438 prototype<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0421\u0442\u0430\u0442\u044c\u044f \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0442\u043e\u043b\u043a\u043d\u0443\u043b\u0438\u0441\u044c \u0441 JS \u0432 \u0442\u043e \u0432\u0440\u0435\u043c\u044f, \u043a\u043e\u0433\u0434\u0430 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 __proto__ \u0438 prototype \u043d\u0430 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u0443\u0436\u0435 \u043d\u0435\u0442, \u0430 \u0436\u0435\u043b\u0430\u043d\u0438\u0435 \u043f\u043e\u043d\u044f\u0442\u044c, \u043a\u0430\u043a \u044d\u0442\u043e \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u043e \u00ab\u043f\u043e\u0434 \u043a\u0430\u043f\u043e\u0442\u043e\u043c\u00bb, \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/685528\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CICD_%D0%B8_%D0%B5%D1%89%D0%B5_%D0%BE%D0%B4%D0%B8%D0%BD_CD\"><\/span>CI\/CD \u0438 \u0435\u0449\u0435 \u043e\u0434\u0438\u043d CD<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438 pipelines \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/686138\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_%D0%B7%D0%B0%D0%B4%D0%B0%D1%87_%D1%81_JavaScript_Promise_%D0%B4%D0%BB%D1%8F_%D0%BF%D0%BE%D0%B4%D0%B3%D0%BE%D1%82%D0%BE%D0%B2%D0%BA%D0%B8_%D0%BA_%D1%81%D0%BE%D0%B1%D0%B5%D1%81%D0%B5%D0%B4%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F%D0%BC\"><\/span>10 \u0437\u0430\u0434\u0430\u0447 \u0441 JavaScript Promise \u0434\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043a \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Promise \u2014 \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044c JavaScript \u043a\u0430\u043a \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u041d\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0432\u0430\u043c \u044d\u0442\u043e \u0438\u043b\u0438 \u043d\u0435\u0442, \u043f\u043e\u043d\u044f\u0442\u044c \u0435\u0433\u043e \u0432 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043f\u0440\u0438\u0434\u0435\u0442\u0441\u044f. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043f\u0440\u0438\u0432\u0435\u043b\u0438 10 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u043a\u043e\u0434\u0430 \u0441 Promise, \u043d\u0430\u0447\u0438\u043d\u0430\u044f \u043e\u0442 \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u043c. \u0413\u043e\u0442\u043e\u0432\u044b? <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/686670\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041d\u0430\u0447\u043d\u0435\u043c!\">\u041d\u0430\u0447\u043d\u0435\u043c!<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%B0%D1%80%D1%81%D0%B8%D0%BD%D0%B3_JSON_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_Jackson\"><\/span>\u041f\u0430\u0440\u0441\u0438\u043d\u0433 JSON \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Jackson<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0411\u043e\u043b\u044c\u0448\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0432\u0435\u0431\u0430 \u043d\u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u0448\u043d\u0438\u0439 \u0434\u0435\u043d\u044c \u043e\u0431\u043c\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 JSON. \u0412\u0435\u0431-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0434\u0430\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 IoT \u043e\u0431\u0449\u0430\u044e\u0442\u0441\u044f \u0434\u0440\u0443\u0433 \u0441 \u0434\u0440\u0443\u0433\u043e\u043c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f JSON. \u041f\u0440\u043e\u0441\u0442\u043e\u0439 \u0438 \u0433\u0438\u0431\u043a\u0438\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 JSON \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c \u043b\u044e\u0431\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044e, \u0447\u0442\u043e\u0431\u044b \u0432\u044b\u0436\u0438\u0442\u044c \u0432 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c \u043c\u0438\u0440\u0435. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/687004\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%B5%D1%80%D0%B5%D0%B3%D1%80%D1%83%D0%B7%D0%BA%D0%B0_%D1%84%D1%83%D0%BD%D0%BA%D1%86%D0%B8%D0%B9_%D0%B2_TypeScript\"><\/span>\u041f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0432 TypeScript<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u2014 \u044d\u0442\u043e \u0442\u0430 \u043e\u0431\u043b\u0430\u0441\u0442\u044c TS, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u043d\u0435\u0432\u0438\u0434\u0438\u043c\u043e\u0439 \u0437\u043e\u043d\u0435 \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0437\u0443\u0447\u0430\u043b\u0438 JS, \u0430 \u043f\u043e\u0442\u043e\u043c \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0435 \u00ab\u043d\u0430 \u0445\u043e\u0434\u0443\u00bb \u043d\u0430\u0447\u0430\u043b\u0438 \u043e\u0441\u0432\u0430\u0438\u0432\u0430\u0442\u044c TS. \u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e, \u0435\u0441\u043b\u0438 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 JS \u043d\u0435 \u0431\u044b\u043b\u043e \u0441\u0432\u044f\u0437\u0430\u043d\u043e \u0441 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u043e\u043c \u0438\u043b\u0438 \u043b\u044e\u0431\u044b\u043c \u0434\u0440\u0443\u0433\u0438\u043c \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0437\u0443\u0447\u0430\u043b\u0438 JS \u043d\u0430 \u043a\u0443\u0440\u0441\u0430\u0445, \u0442\u043e \u0432\u044b \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0443\u0441\u043b\u044b\u0448\u0438\u0442\u0435 \u0442\u0430\u043c \u043f\u0440\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439, \u043f\u0440\u043e\u0441\u0442\u043e \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432 JS \u044d\u0442\u043e\u0433\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 \u043d\u0435\u0442. \u0410 \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u0441\u0430\u043c\u0438 \u043d\u0430\u0447\u043d\u0435\u0442\u0435 \u0438\u0437\u0443\u0447\u0430\u0442\u044c TS, \u0442\u043e \u0432\u044b \u043d\u0435 \u043d\u0430\u0442\u043a\u043d\u0435\u0442\u0435\u0441\u044c \u043d\u0430 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439, \u043f\u0440\u043e\u0441\u0442\u043e \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u0430\u0436\u0435 \u043d\u0435 \u043f\u043e\u0434\u043e\u0437\u0440\u0435\u0432\u0430\u0435\u0442\u0435 \u043e \u043d\u0435\u0439. \u0415\u0441\u043b\u0438, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0432 \u0432\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435, \u0432\u044b \u0437\u0430\u0434\u0430\u043b\u0438\u0441\u044c \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u00ab\u0427\u0442\u043e \u0437\u0430 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0430 \u0442\u0430\u043a\u0430\u044f?\u00bb, \u0442\u043e \u044d\u0442\u0430 <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/688270\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0441\u0442\u0430\u0442\u044c\u044f \u0434\u043b\u044f \u0432\u0430\u0441.\">\u0441\u0442\u0430\u0442\u044c\u044f \u0434\u043b\u044f \u0432\u0430\u0441.<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D0%B2%D0%B0%D0%BC_%D1%81%D0%BB%D0%B5%D0%B4%D1%83%D0%B5%D1%82_%D0%BF%D0%BE%D0%BB%D0%BD%D0%BE%D1%81%D1%82%D1%8C%D1%8E_%D0%BF%D0%B5%D1%80%D0%B5%D1%85%D0%BE%D0%B4%D0%B8%D1%82%D1%8C_%D0%BD%D0%B0_Kotlin\"><\/span>\u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0430 Kotlin<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c 18 \u043f\u0440\u0438\u0447\u0438\u043d, \u043f\u043e\u0447\u0435\u043c\u0443 \u0434\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0432\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u044f\u0437\u044b\u043a Kotlin, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0435\u0439 JetBrains. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/689436\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c\">\u0423\u0437\u043d\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D0%B4%D1%80%D0%BE%D0%B1%D0%BD%D1%8B%D0%B9_%D1%80%D0%B0%D0%B7%D0%B1%D0%BE%D1%80_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D0%BE%D0%B3%D0%BE_%D0%BF%D1%80%D0%B8%D0%BB%D0%BE%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F_%D0%BD%D0%B0_Rust\"><\/span>\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 Rust<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0439\u0434\u044f \u043f\u043e \u0432\u0441\u0435\u043c \u044d\u0442\u0430\u043f\u0430\u043c, \u043d\u0430\u0447\u0438\u043d\u0430\u044f \u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/692470\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:49px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\">\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/mark><span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%98%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D1%8B_%D1%81_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D1%8B%D0%BC_%D0%B8%D1%81%D1%85%D0%BE%D0%B4%D0%BD%D1%8B%D0%BC_%D0%BA%D0%BE%D0%B4%D0%BE%D0%BC_%D0%B4%D0%BB%D1%8F_%D0%BD%D0%B0%D0%B3%D1%80%D1%83%D0%B7%D0%BE%D1%87%D0%BD%D0%BE%D0%B3%D0%BE_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\"><\/span>\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u0447\u043d\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043b\u0443\u0447\u0448\u0438\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u0447\u043d\u043e\u0433\u043e \u0438 \u0441\u0442\u0440\u0435\u0441\u0441-\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0438\u0445 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/697494\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0435\u0440\u0435\u0439\u0442\u0438\">\u041f\u0435\u0440\u0435\u0439\u0442\u0438<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%B5%D1%80%D1%82%D0%B8%D1%84%D0%B8%D1%86%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%BD%D1%8B%D0%B9_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D1%89%D0%B8%D0%BA\"><\/span>\u0421\u0435\u0440\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c, \u043a\u0430\u043a\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b \u0438 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u044b \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 \u043c\u0438\u0440\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0430\u0432\u0442\u043e\u0440 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u0441\u044f \u0441\u0432\u043e\u0438\u043c \u043e\u043f\u044b\u0442\u043e\u043c \u0438\u0445 \u0441\u0434\u0430\u0447\u0438, \u0438 \u0447\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0435\u043c\u0443 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u043b\u043e\u0441\u044c. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/697492\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"API_%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D0%B1%D0%B5%D0%B7_Postman\"><\/span>API \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 Postman<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043e\u0434\u043d\u0443 \u0438\u0437 \u043b\u0443\u0447\u0448\u0438\u0445 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432 \u044d\u0442\u043e\u043c\u0443 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u043c\u0443 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0443. \u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u0435\u043c, \u043a\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Postman \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/697968\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c\">\u0423\u0437\u043d\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:55px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%90%D0%B4%D0%BC%D0%B8%D0%BD%D0%B8%D1%81%D1%82%D1%80%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_Postgres_%D1%85%D1%80%D0%B0%D0%BD%D0%B8%D1%82_%D1%81%D1%82%D1%80%D0%BE%D0%BA%D0%B8\"><\/span>\u041a\u0430\u043a Postgres \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u0442\u0440\u043e\u043a\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0410\u0432\u0442\u043e\u0440\u0443 \u0441\u0442\u0430\u0442\u044c\u0438 \u0441\u0442\u0430\u043b\u043e \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f, \u043a\u0430\u043a PostgreSQL \u0445\u0440\u0430\u043d\u0438\u0442 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0434\u0438\u0441\u043a\u0435, \u0438 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0441\u0432\u043e\u0435\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u043d \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u043f\u043e\u0434\u0435\u043b\u0438\u043b\u0441\u044f <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/699812\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435.\">\u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435.<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9E%D1%81%D0%BD%D0%BE%D0%B2%D1%8B_Terraform\"><\/span>\u041e\u0441\u043d\u043e\u0432\u044b Terraform<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0427\u0442\u043e\u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 Terraform \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u043e, \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430 EC2 \u0432 AWS. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/696694\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e\">\u0427\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Just-in-Time_Kubernetes_%D0%A0%D1%83%D0%BA%D0%BE%D0%B2%D0%BE%D0%B4%D1%81%D1%82%D0%B2%D0%BE_%D0%BD%D0%B0%D1%87%D0%B8%D0%BD%D0%B0%D1%8E%D1%89%D0%B8%D0%BC_%D0%B4%D0%BB%D1%8F_%D0%BF%D0%BE%D0%BD%D0%B8%D0%BC%D0%B0%D0%BD%D0%B8%D1%8F_%D0%BE%D1%81%D0%BD%D0%BE%D0%B2%D0%BD%D1%8B%D1%85_%D0%BA%D0%BE%D0%BD%D1%86%D0%B5%D0%BF%D1%86%D0%B8%D0%B9_Kubernetes\"><\/span>Just-in-Time Kubernetes: \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u043c \u0434\u043b\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0439 Kubernetes<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043d\u0430 \u0442\u0435\u043c\u044b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Kubernetes?<\/li>\n\n\n\n<li>\u0412\u044b\u0441\u043e\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0437\u0433\u043b\u044f\u0434: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 Kubernetes;<\/li>\n\n\n\n<li>\u041a\u043e\u043f\u0430\u0435\u043c \u0433\u043b\u0443\u0431\u0436\u0435: \u0420\u0435\u0441\u0443\u0440\u0441\u044b, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u044b \u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b;<\/li>\n\n\n\n<li>\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 kubectl \u0434\u043b\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 Kubernetes.<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/650231\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041a \u0441\u0442\u0430\u0442\u044c\u0435\">\u041a \u0441\u0442\u0430\u0442\u044c\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%BE%D0%B3%D0%B4%D0%B0_%D0%BF%D0%BE%D0%BC%D0%BE%D0%B3%D0%B0%D0%B5%D1%82_%D0%BF%D0%B0%D1%80%D1%82%D0%B8%D1%86%D0%B8%D0%BE%D0%BD%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80_%D0%B2_PostgreSQL\"><\/span>\u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u0430\u0440\u0442\u0438\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u0440\u0438\u043c\u0435\u0440 \u0432 PostgreSQL<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 \u043f\u0430\u0440\u0442\u0438\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435, \u043e\u0431\u0441\u0443\u0434\u0438\u043c \u0432\u044b\u0431\u043e\u0440 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b. \u0423\u0447\u0442\u0435\u043c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0449\u0438\u0435 \u0438\u0437 \u0441\u0430\u043c\u0438\u0445 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/656869\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D0%B6%D0%B0%D0%BB%D1%83%D0%B9%D1%81%D1%82%D0%B0_%D0%BF%D1%80%D0%B5%D0%BA%D1%80%D0%B0%D1%82%D0%B8%D1%82%D0%B5_%D0%BF%D0%B8%D1%81%D0%B0%D1%82%D1%8C_shell-%D1%81%D0%BA%D1%80%D0%B8%D0%BF%D1%82%D1%8B\"><\/span>\u041f\u043e\u0436\u0430\u043b\u0443\u0439\u0441\u0442\u0430, \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u0435 \u043f\u0438\u0441\u0430\u0442\u044c shell-\u0441\u043a\u0440\u0438\u043f\u0442\u044b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412\u043e \u0432\u0440\u0435\u043c\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\u043e\u0439-\u043b\u0438\u0431\u043e \u0437\u0430\u0434\u0430\u0447\u0438 \u0432\u044b \u0447\u0430\u0441\u0442\u043e \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0435\u0442\u0435\u0441\u044c \u0441 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c shell-\u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432. \u0423 \u0432\u0430\u0441 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c bash-\u0441\u043a\u0440\u0438\u043f\u0442 \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0443\u043f\u0430\u043a\u043e\u0432\u043a\u0438 \u0438 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0442\u043e\u0447\u043a\u0438 \u0432\u0445\u043e\u0434\u0430 \u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440. \u041f\u043e \u043c\u0435\u0440\u0435 \u0432\u043e\u0437\u0440\u0430\u0441\u0442\u0430\u044e\u0449\u0435\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u043a\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u0432\u0430\u0448 shell-\u0441\u043a\u0440\u0438\u043f\u0442. \u0412\u0441\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0445\u043e\u0440\u043e\u0448\u043e. \u041d\u043e \u0432\u043e\u0442 \u043e\u0434\u043d\u0430\u0436\u0434\u044b shell-\u0441\u043a\u0440\u0438\u043f\u0442 \u0441\u043e\u0432\u0435\u0440\u0448\u0430\u0435\u0442 \u0447\u0442\u043e-\u0442\u043e&nbsp;<em>\u0441\u043e\u0432\u0441\u0435\u043c \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435<\/em>. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/657841\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\">\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A3%D1%87%D0%B8%D0%BC%D1%81%D1%8F_%D0%B6%D0%B8%D1%82%D1%8C_%D1%81_Kafka_%D0%B1%D0%B5%D0%B7_Zookeeper\"><\/span>\u0423\u0447\u0438\u043c\u0441\u044f \u0436\u0438\u0442\u044c \u0441 Kafka \u0431\u0435\u0437 Zookeeper<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e\u0431 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044f\u0445 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 KRaft \u0438 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 Kafka \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 Zookeeper. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/670440\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0420\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f\">\u0420\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9D%D0%B5%D0%BE%D0%B6%D0%B8%D0%B4%D0%B0%D0%BD%D0%BD%D0%B0%D1%8F_%D0%BD%D0%B0%D1%85%D0%BE%D0%B4%D0%BA%D0%B0_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D0%B0%D1%8F_%D0%BE%D1%81%D0%B2%D0%BE%D0%B1%D0%BE%D0%B6%D0%B4%D0%B0%D0%B5%D1%82_20_GB_%D0%BD%D0%B5%D0%B8%D1%81%D0%BF%D0%BE%D0%BB%D1%8C%D0%B7%D0%BE%D0%B2%D0%B0%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%B8%D0%BD%D0%B4%D0%B5%D0%BA%D1%81%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D1%80%D0%B0%D0%BD%D1%81%D1%82%D0%B2%D0%B0\"><\/span>\u041d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u0430\u044f \u043d\u0430\u0445\u043e\u0434\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0430\u0435\u0442 20 GB \u043d\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041d\u0430\u0447\u043d\u0435\u043c \u0441 \u043a\u043e\u043d\u0446\u0430: \u0432 \u0438\u0442\u043e\u0433\u0435 \u043d\u0430\u043c&nbsp;\u0443\u0434\u0430\u043b\u043e\u0441\u044c \u043e\u0441\u0432\u043e\u0431\u043e\u0434\u0438\u0442\u044c \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 70 GB \u043d\u0435 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043d\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430<strong>&nbsp;<\/strong>\u0431\u0435\u0437 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432 \u0438 \u0434\u0430\u043d\u043d\u044b\u0445.&nbsp;<a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/672102\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c, \u043a\u0430\u043a\">\u0423\u0437\u043d\u0430\u0442\u044c, \u043a\u0430\u043a<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B0%D0%B7%D0%B4%D0%B5%D0%BB%D1%8F%D0%B9_%D0%B8_%D0%B2%D0%BB%D0%B0%D1%81%D1%82%D0%B2%D1%83%D0%B9_%D0%98%D0%B7%D0%BE%D0%BB%D1%8F%D1%86%D0%B8%D1%8F_%D0%BF%D1%80%D0%BE%D1%86%D0%B5%D1%81%D1%81%D0%BE%D0%B2_%D0%B2_Linux\"><\/span>\u0420\u0430\u0437\u0434\u0435\u043b\u044f\u0439 \u0438 \u0432\u043b\u0430\u0441\u0442\u0432\u0443\u0439. \u0418\u0437\u043e\u043b\u044f\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 Linux<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 cgroups, \u043e\u0431\u0441\u0443\u0434\u0438\u043c \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043d\u043e\u0432\u043e\u0439 cgroups v2 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0435\u043c \u0442\u0435\u043c\u0443 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Linux Containers. \u0414\u0430 \u043f\u0440\u0435\u0431\u0443\u0434\u0435\u0442 \u0441 \u0432\u0430\u043c\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/673960\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"NSA_k8s_security_%D0%90%D0%B3%D0%B5%D0%BD%D1%82%D1%81%D1%82%D0%B2%D0%BE_%D0%BD%D0%B0%D1%86%D0%B8%D0%BE%D0%BD%D0%B0%D0%BB%D1%8C%D0%BD%D0%BE%D0%B9_%D0%B1%D0%B5%D0%B7%D0%BE%D0%BF%D0%B0%D1%81%D0%BD%D0%BE%D1%81%D1%82%D0%B8_%D1%80%D0%B0%D1%81%D0%BA%D1%80%D1%8B%D0%B2%D0%B0%D0%B5%D1%82_%D1%81%D0%B5%D0%BA%D1%80%D0%B5%D1%82%D1%8B_Kubernetes\"><\/span>NSA k8s security: \u0410\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u043e \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u044b Kubernetes<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438&nbsp;\u0413\u0430\u0439\u0434\u0430 \u043f\u043e \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 Kubernetes. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u043b\u0430\u0434 \u043f\u0440\u0438\u0437\u0432\u0430\u043d \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Kubernetes \u0437\u0430 \u0441\u0447\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043b\u0443\u0447\u0448\u0438\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432, \u043f\u0440\u0438\u0437\u0432\u0430\u043d\u043d\u044b\u0445 \u0443\u043c\u0435\u043d\u044c\u0448\u0438\u0442\u044c \u0440\u0430\u0434\u0438\u0443\u0441 \u0430\u0442\u0430\u043a\u0438, \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f \u0432 \u0441\u043b\u0443\u0447\u0430\u044f \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/681696\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D0%B5_PostgreSQL_2022_13_%D0%B8%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%BE%D0%B2_%D0%BE%D1%82%D0%BB%D0%B8%D1%87%D0%BD%D1%8B%D1%85_%D0%BE%D1%82_psql\"><\/span>\u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 PostgreSQL 2022: 13 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0445 \u043e\u0442 psql<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0443\u043f\u043e\u0440 \u0441\u0434\u0435\u043b\u0430\u043d \u043d\u0430 \u0442\u0435\u043c\u0443 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0438 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 PostgreSQL, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 PostgreSQL \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/690266\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D1%8F%D0%BC%D0%B8_%D0%B2_Linux_%D0%A7%D0%B0%D1%81%D1%82%D1%8C_1_%D0%A5%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D1%85_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85\"><\/span>\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 1. \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0424\u0430\u0439\u043b\u044b \u0432 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043a\u0430\u0445 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 Linux \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u043e\u0439 \u0432\u0441\u0435\u0433\u043e. \u0414\u043b\u044f Linux \u0432\u0441\u0435 \u0435\u0441\u0442\u044c \u0444\u0430\u0439\u043b. \u0414\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0444\u0430\u0439\u043b\u044b \u044d\u0442\u043e \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044a\u0435\u043a\u0442\u044b \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u043d\u043e \u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430, \u0442\u043e\u043d\u043d\u0435\u043b\u0438, \u0441\u043e\u043a\u0435\u0442\u044b \u0438 \u043c\u043d\u043e\u0433\u043e\u0435 \u0434\u0440\u0443\u0433\u043e\u0435. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c, \u043d\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b \u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0442\u0435\u043c \u0438\u043b\u0438 \u0438\u043d\u044b\u043c \u0444\u0430\u0439\u043b\u0430\u043c \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043f\u0440\u0430\u0432 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u043e\u0431\u0440\u0430\u0449\u0430\u044e\u0449\u0435\u0433\u043e\u0441\u044f \u043a \u0444\u0430\u0439\u043b\u0443. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/689416\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\">\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D1%83%D1%87%D0%B5%D1%82%D0%BD%D1%8B%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D1%8F%D0%BC%D0%B8_%D0%B2_Linux_%D0%A7%D0%B0%D1%81%D1%82%D1%8C_2_%D0%9D%D0%B5%D0%BF%D1%80%D0%B0%D0%B2%D0%B8%D0%BB%D1%8C%D0%BD%D0%B0%D1%8F_%D0%BD%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0_%D0%B4%D0%BE%D1%81%D1%82%D1%83%D0%BF%D0%B0\"><\/span>\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0438\u0441\u044f\u043c\u0438 \u0432 Linux. \u0427\u0430\u0441\u0442\u044c 2. \u041d\u0435\/\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412&nbsp;\u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438&nbsp;\u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u041e\u0421 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 \u041b\u0438\u043d\u0443\u043a\u0441. \u0422\u0435\u043f\u0435\u0440\u044c \u043f\u0435\u0440\u0435\u0439\u0434\u0435\u043c \u043a \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044e \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u0438 \u043d\u0435 \u043e\u0447\u0435\u043d\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/690810\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Science\"><\/span>Data Science<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_%D1%83%D0%BF%D0%B0%D0%BA%D0%BE%D0%B2%D1%8B%D0%B2%D0%B0%D1%82%D1%8C_%D0%B8_%D0%B4%D0%B8%D1%81%D1%82%D1%80%D0%B8%D0%B1%D1%83%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D1%82%D1%8C_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D1%8F_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_MLFlow\"><\/span>\u041a\u0430\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e MLFlow<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043a\u0430\u0436\u0435\u043c \u043e MLflow, \u0435\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 \u0438 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430\u0445. \u0410 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0435, \u043a\u0430\u043a MLflow \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/698130\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c\">\u0423\u0437\u043d\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A4%D1%80%D0%B5%D0%B9%D0%BC%D0%B2%D0%BE%D1%80%D0%BA%D0%B8_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B4%D0%BB%D1%8F_PHP-%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%87%D0%B8%D0%BA%D0%BE%D0%B2\"><\/span>\u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f PHP-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u0445 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c PHP. \u041d\u0430\u0447\u043d\u0435\u043c \u0441 \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/599985\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"17_%D0%BB%D1%83%D1%87%D1%88%D0%B8%D1%85_%D0%B8%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%BE%D0%B2_%D0%B8_%D1%82%D0%B5%D1%85%D0%BD%D0%BE%D0%BB%D0%BE%D0%B3%D0%B8%D0%B9_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%8B_%D1%81_%D0%B1%D0%BE%D0%BB%D1%8C%D1%88%D0%B8%D0%BC%D0%B8_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D0%BC%D0%B8\"><\/span>17 \u043b\u0443\u0447\u0448\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043e\u0431\u0437\u043e\u0440 17 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c \u0434\u043b\u044f&nbsp;\u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0445 \u0432 \u0430\u043b\u0444\u0430\u0432\u0438\u0442\u043d\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u0441 \u043a\u0440\u0430\u0442\u043a\u0438\u043c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0438\u0445 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/659657\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0421\u043c\u043e\u0442\u0440\u0435\u0442\u044c\">\u0421\u043c\u043e\u0442\u0440\u0435\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%B0%D1%82%D1%81%D1%82%D0%B0%D1%82_%D0%B8_%D0%BE%D0%BF%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D1%8F_%D0%BD%D0%B0_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%83\"><\/span>\u041c\u0430\u0442\u0441\u0442\u0430\u0442 \u0438 \u043e\u043f\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0443<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0414\u0435\u043b\u0438\u043c\u0441\u044f \u0441 \u0432\u0430\u043c\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u043c \u0448\u0443\u0442\u043e\u0447\u043d\u044b\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u043c, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043a\u0440\u043e\u0435\u0442 \u043c\u0435\u0442\u043e\u0434\u0438\u043a\u0443 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 A\/B \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u043f\u043e\u0432\u0441\u0435\u0434\u043d\u0435\u0432\u043d\u043e\u0439 \u0436\u0438\u0437\u043d\u0438. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/665434\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e\u0435\">\u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e\u0435<\/a>&nbsp;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"NoRecSys_%D0%9C%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5_%E2%80%94_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D0%BD%D0%B8%D0%BA_%D0%B2_%D1%84%D0%BE%D1%80%D0%BC%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B8_%D0%B0%D1%81%D1%81%D0%BE%D1%80%D1%82%D0%B8%D0%BC%D0%B5%D0%BD%D1%82%D0%B0_%D1%82%D0%BE%D0%B2%D0%B0%D1%80%D0%BE%D0%B2_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B8%D1%82%D0%B5%D0%B9%D0%BB%D0%B0\"><\/span>NoRecSys. \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u2014 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0430\u0441\u0441\u043e\u0440\u0442\u0438\u043c\u0435\u043d\u0442\u0430 \u0442\u043e\u0432\u0430\u0440\u043e\u0432 \u0434\u043b\u044f \u0440\u0438\u0442\u0435\u0439\u043b\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0421\u0442\u0430\u0442\u044c\u044f \u043f\u0440\u043e \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u043f\u043e\u043b\u043e\u0436\u043d\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c &#8212; \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u0430\u043c\u043e\u0433\u043e \u043d\u0435\u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e \u0442\u043e\u0432\u0430\u0440\u0430 \u0434\u043b\u044f \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u0435\u043b\u0435\u0439. \u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u043d\u043e\u0432\u044b\u0439 \u0442\u043e\u0432\u0430\u0440, \u0438 \u043a\u0430\u043a \u0432\u044b\u044f\u0432\u043b\u044f\u0442\u044c \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u043e\u0432\u0430\u0440\u0430, \u0438\u0437-\u0437\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0438\u0442\u0435\u0439\u043b \u0438 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0438 \u0442\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0434\u0430\u0436\u0438.<\/p>\n\n\n\n<p>\u0410\u0432\u0442\u043e\u0440 \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0443 \u043d\u0435\u0433\u043e \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u0438\u0434\u0435\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0430\u0441\u0441\u043e\u0440\u0442\u0438\u043c\u0435\u043d\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043a\u043e\u043b\u043b\u0435\u043a\u0446\u0438\u0438 \u0432 \u0440\u0438\u0442\u0435\u0439\u043b\u0435. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/685460\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c\">\u0427\u0438\u0442\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F_%D0%BE%D0%B1%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0_%D0%B8%D0%B7%D0%BE%D0%B1%D1%80%D0%B0%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F_%D0%BB%D0%B8%D0%BD%D0%B8%D0%B8_%D0%B3%D0%BE%D1%80%D0%B8%D0%B7%D0%BE%D0%BD%D1%82%D0%B0_%D1%81_%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D1%8C%D1%8E_Python\"><\/span>\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043b\u0438\u043d\u0438\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041a\u0440\u0430\u0442\u043a\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043b\u0438\u043d\u0438\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u043f\u0430\u043d\u043e\u0440\u0430\u043c\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/695462\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0435\u0440\u0435\u0439\u0442\u0438\">\u041f\u0435\u0440\u0435\u0439\u0442\u0438<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:53px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A3%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5\"><\/span>\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"33_%D0%BF%D0%B8%D1%82%D0%BE%D0%BD%D0%B0_%D0%B7%D0%BE%D0%BE%D0%BF%D0%B0%D1%80%D0%BA_%D0%BF%D0%BE%D0%B7%D0%B8%D1%86%D0%B8%D0%B9_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D1%83%D1%8E%D1%82_%D0%B7%D0%BD%D0%B0%D0%BD%D0%B8%D1%8F_python\"><\/span>33 \u043f\u0438\u0442\u043e\u043d\u0430: \u0437\u043e\u043e\u043f\u0430\u0440\u043a \u043f\u043e\u0437\u0438\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0437\u043d\u0430\u043d\u0438\u044f python<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041f\u0435\u0440\u0435\u0434 \u0430\u0432\u0442\u043e\u0440\u043e\u043c \u0432\u0441\u0442\u0430\u043b\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0441\u043e\u0431\u0440\u0430\u0442\u044c \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0434\u0430\u0442\u0430-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u0443\u0434\u0443\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u044d\u0442\u043e\u0439 \u0441\u0430\u043c\u043e\u0439 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u043e\u0439: \u043f\u0438\u0441\u0430\u0442\u044c \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0434\u0430\u0442\u0430-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0438 \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0434\u0430\u0442\u0430-\u043b\u0435\u0439\u043a \u0434\u0430\u043d\u043d\u044b\u043c\u0438. \u0422\u0430\u043a\u0436\u0435 \u043d\u0443\u0436\u043d\u044b \u0431\u044b\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u044b\u0441\u044f\u0447 \u0442\u0430\u0431\u043b\u0438\u0446, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u043e\u0442\u0435\u043d \u0434\u0430\u0442\u0430-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u043e\u0442\u0435\u043d \u0433\u0438\u0433\u0430\u0439\u0431\u0430\u0439\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u0435\u043d\u044c. \u0411\u043e\u0434\u0440\u043e\u0435 \u043f\u0440\u0435\u0434\u0438\u0441\u043b\u043e\u0432\u0438\u0435, \u043d\u0435 \u043f\u0440\u0430\u0432\u0434\u0430 \u043b\u0438? <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/701588\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\">\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D0%BE%D1%86%D0%B5%D0%BD%D0%BA%D0%B0_%D0%B7%D0%B0%D0%B4%D0%B0%D1%87_%D1%81%D0%BB%D0%BE%D0%BC%D0%B0%D0%BB%D0%B0_Agile\"><\/span>\u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u0446\u0435\u043d\u043a\u0430 \u0437\u0430\u0434\u0430\u0447 \u0441\u043b\u043e\u043c\u0430\u043b\u0430 Agile<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0427\u0442\u043e\u0431\u044b \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u0433\u0438\u0431\u043a\u0438\u043c\u0438, \u043d\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0437\u043d\u0430\u0442\u044c \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u0438 \u0440\u0438\u0441\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u043f\u043b\u044e\u0441\u044b \u0438 \u043c\u0438\u043d\u0443\u0441\u044b \u043e\u0446\u0435\u043d\u043a\u0438 \u0432 Story Points. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0442\u043e\u0447\u043d\u043e\u0435 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/706692\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c\">\u0423\u0437\u043d\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_%D0%BF%D0%BE%D0%B1%D0%B5%D0%B4%D0%B8%D1%82%D1%8C_%D1%85%D0%B0%D0%BE%D1%81_%D0%B2_%D0%BA%D0%BE%D0%BC%D0%B0%D0%BD%D0%B4%D0%B5_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B8_%D0%B8_%D1%8D%D1%84%D1%84%D0%B5%D0%BA%D1%82%D0%B8%D0%B2%D0%BD%D0%BE_%D1%83%D0%BF%D1%80%D0%B0%D0%B2%D0%BB%D1%8F%D1%82%D1%8C_%D0%BE%D0%B6%D0%B8%D0%B4%D0%B0%D0%BD%D0%B8%D1%8F%D0%BC%D0%B8_%D0%B7%D0%B0%D0%BA%D0%B0%D0%B7%D1%87%D0%B8%D0%BA%D0%BE%D0%B2\"><\/span>\u041a\u0430\u043a \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u044c \u0445\u0430\u043e\u0441 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u0432?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041a\u0430\u0436\u0434\u044b\u0439, \u043a\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u0432 \u0438 \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432, \u043d\u0430\u0432\u0435\u0440\u043d\u044f\u043a\u0430 \u0438\u0441\u043f\u044b\u0442\u044b\u0432\u0430\u043b \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u043d\u0430\u0440\u0430\u0441\u0442\u0430\u044e\u0449\u0435\u0433\u043e \u0445\u0430\u043e\u0441\u0430 \u0438 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0433\u043e \u0430\u0432\u0440\u0430\u043b\u0430. \u041a\u0430\u043a \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u2014 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0438\u0437\u043c\u043e\u0442\u0430\u043d\u043d\u043e\u0441\u0442\u044c \u043a\u043e\u043c\u0430\u043d\u0434\u044b. \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435\u0434\u043e\u0432\u043e\u043b\u044c\u0441\u0442\u0432\u043e \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u0432 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u0431\u0438\u0437\u043d\u0435\u0441\u0430 \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c? <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/676548\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f\">\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%92%D0%B0%D0%B6%D0%BD%D1%8B%D0%B5_%D0%BE%D1%81%D0%BD%D0%BE%D0%B2%D1%8B_%D1%84%D1%80%D0%B5%D0%B9%D0%BC%D0%B2%D0%BE%D1%80%D0%BA%D0%B0_%D0%A1%D0%BA%D1%80%D0%B0%D0%BC_%D0%BF%D1%80%D0%BE_%D0%BA%D0%BE%D1%82%D0%BE%D1%80%D1%8B%D0%B5_%D0%B7%D0%B0%D0%B1%D1%8B%D0%B2%D0%B0%D1%8E%D1%82\"><\/span>\u0412\u0430\u0436\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u044b \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0421\u043a\u0440\u0430\u043c, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u044e\u0442<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u041c\u043d\u043e\u0433\u0438\u0435, \u0433\u043e\u0432\u043e\u0440\u044f \u043f\u0440\u043e \u0421\u043a\u0440\u0430\u043c, \u0432 \u043f\u0435\u0440\u0432\u0443\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0432\u0441\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0442 \u043f\u0440\u043e \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u043a\u043e\u043c\u0430\u043d\u0434\u044b. \u041d\u043e \u044d\u0442\u043e \u043b\u0438\u0448\u044c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0445\u0443\u0448\u043a\u043e\u0439 \u0430\u0439\u0441\u0431\u0435\u0440\u0433\u0430 \u0432\u0441\u0435\u0433\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430.<\/p>\n\n\n\n<p>\u0414\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u044f \u0447\u0430\u0441\u0442\u043e \u043f\u0440\u043e\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u0430\u043a \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u043f\u0440\u0430\u0436\u043d\u0435\u043d\u0438\u044f \u0438 \u0440\u0438\u0442\u0443\u0430\u043b\u044b, \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0439 \u0438\u0437 \u0434\u0438\u0441\u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430. \u0414\u0430\u044e\u0442 \u043b\u0438 \u0442\u0430\u043a\u0438\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u0443 \u0431\u0435\u0437 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0430\u0436\u043d\u044b\u0445 \u043e\u0441\u043d\u043e\u0432? \u041e\u0442\u0432\u0435\u0442 \u043e\u0447\u0435\u0432\u0438\u0434\u0435\u043d. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/693358\/\" title=\"\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c\u0441\u044f\">\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c\u0441\u044f<\/a>, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0441\u0442\u043e\u044f\u0442\u044c \u0437\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u044f\u043c\u0438.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9B%D0%B8%D1%87%D0%BD%D0%B0%D1%8F_%D0%BF%D1%80%D0%BE%D0%B4%D1%83%D0%BA%D1%82%D0%B8%D0%B2%D0%BD%D0%BE%D1%81%D1%82%D1%8C\"><\/span>\u041b\u0438\u0447\u043d\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B0%D0%B1%D0%BE%D1%82%D0%B0_%D0%B8%D0%B7_%D0%B4%D0%BE%D0%BC%D0%B0\"><\/span>\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0434\u043e\u043c\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0430\u0432\u0442\u043e\u0440 \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e \u0442\u0440\u0435\u0445 \u0432\u0430\u0436\u043d\u044b\u0445 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0437 \u0434\u043e\u043c\u0430: \u0437\u0430\u0449\u0438\u0442\u0430 \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044f, \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e, \u0438 \u043e\u0442\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f; \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0448\u0430\u0433\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u0430\u0441\u043f\u0435\u043a\u0442. \u0421\u043e\u0432\u0435\u0442\u044b \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0442\u0430\u043a \u0438 \u043f\u0440\u0438 \u0434\u0438\u0441\u0442\u0430\u043d\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0443\u0447\u0435\u0431\u0435. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/600019\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0427\u0438\u0442\u0430\u0442\u044c \u0441\u043e\u0432\u0435\u0442\u044b\">\u0427\u0438\u0442\u0430\u0442\u044c \u0441\u043e\u0432\u0435\u0442\u044b<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_%D0%BC%D1%8B_%D1%81%D0%B0%D0%BC%D0%B8_%D1%81%D0%B5%D0%B1%D1%8F_%D0%BB%D0%BE%D0%B2%D0%B8%D0%BC_%D0%B2_%D0%BA%D0%B0%D1%80%D1%8C%D0%B5%D1%80%D0%BD%D0%BE%D0%B9_%D0%BB%D0%BE%D0%B2%D1%83%D1%88%D0%BA%D0%B5\"><\/span>\u041a\u0430\u043a \u043c\u044b \u0441\u0430\u043c\u0438 \u0441\u0435\u0431\u044f \u043b\u043e\u0432\u0438\u043c \u0432 \u043a\u0430\u0440\u044c\u0435\u0440\u043d\u043e\u0439 \u043b\u043e\u0432\u0443\u0448\u043a\u0435<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u043a\u043e\u043d\u0446\u0435 2007 \u0433\u043e\u0434\u0430 \u0430\u0432\u0442\u043e\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0441\u043e\u0444\u0442-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u043c \u0432 \u043c\u0438\u043d\u0438\u0441\u0442\u0435\u0440\u0441\u0442\u0432\u0435 \u0418\u0422 \u0443\u0436\u0435 \u043f\u043e\u0447\u0442\u0438 \u043f\u044f\u0442\u044c \u043b\u0435\u0442. \u0411\u044b\u043b \u043f\u0440\u043e\u0439\u0434\u0435\u043d \u0434\u043e\u043b\u0433\u0438\u0439 \u043f\u0443\u0442\u044c \u043e\u0442 \u0434\u0436\u0443\u043d\u0430 \u0434\u043e \u0441\u0435\u043d\u044c\u043e\u0440\u0430 \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0447\u0442\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044f\u043b \u043a \u0441\u0435\u0431\u0435 \u0440\u043e\u043b\u044c \u0442\u0438\u043c\u043b\u0438\u0434\u0430. \u0412\u0438\u0434\u0435\u043b \u0441\u0435\u0431\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0440\u0443\u043b\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438.<\/p>\n\n\n\n<p>\u041d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u0435 \u0443\u0436\u0435 \u0442\u0430\u043a\u043e\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0431\u044b\u043b \u0438 \u0431\u044b\u043b\u043e \u044f\u0441\u043d\u043e, \u0447\u0442\u043e \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u043e\u0433\u043e\u043d\u044b \u043e\u043d \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f. \u0422\u0443\u0442 \u0430\u0432\u0442\u043e\u0440 \u0438 \u043f\u043e\u0447\u0443\u0432\u0441\u0442\u0432\u043e\u0432\u0430\u043b, \u0447\u0442\u043e \u0443\u043f\u0435\u0440\u0441\u044f \u0432 \u0441\u0442\u0435\u043d\u0443 \u0438 \u043d\u0438\u043a\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441\u0430 \u043d\u0435 \u0432\u0438\u0434\u0430\u0442\u044c \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0440\u0430\u0431\u043e\u0442\u044b. \u0420\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u0430\u044f \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044f. \u041a\u0430\u043a \u0438\u0437 \u043d\u0435\u0435 \u0432\u044b\u0448\u0435\u043b \u0430\u0432\u0442\u043e\u0440 \u0441\u0442\u0430\u0442\u044c\u0438? <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/657529\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0423\u0437\u043d\u0430\u0442\u044c\">\u0423\u0437\u043d\u0430\u0442\u044c<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%B0%D0%BA_%D0%B2%D1%8B%D1%80%D0%B0%D0%B7%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE_%D0%BE%D1%82%D0%B2%D0%B5%D1%87%D0%B0%D1%82%D1%8C_%D0%BD%D0%B0_%D0%B2%D0%BE%D0%BF%D1%80%D0%BE%D1%81%D1%8B_%D0%BD%D0%B0_%D0%B0%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%BE%D0%BC_%D1%8F%D0%B7%D1%8B%D0%BA%D0%B5_%D0%B8_%D0%B7%D0%B2%D1%83%D1%87%D0%B0%D1%82%D1%8C_%D1%83%D0%B1%D0%B5%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE\"><\/span>\u041a\u0430\u043a \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0438 \u0437\u0432\u0443\u0447\u0430\u0442\u044c \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u043e\u0442 \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0435\u0439 \u044f\u0437\u044b\u043a\u0430 \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044f\u0445, 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href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/697896\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0440\u043e\u043a\u0430\u0447\u0430\u0442\u044c \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439\">\u041f\u0440\u043e\u043a\u0430\u0447\u0430\u0442\u044c \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%90%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%B8%D0%B9_%E2%80%94_%D1%8D%D1%82%D0%BE_%D0%BF%D1%80%D0%BE%D1%81%D1%82%D0%BE\"><\/span>\u0410\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0441\u0442\u043e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 \u0448\u0432\u0435\u0434\u0441\u043a\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0434\u0435\u043b\u0438\u0442\u0441\u044f \u0441\u043e\u0432\u0435\u0442\u0430\u043c\u0438 \u043f\u043e \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044e \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 \u0438 \u0434\u0435\u043b\u0438\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b. <a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/663748\/\" target=\"_blank\" rel=\"noopener\" title=\"\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u0440\u043e\u043a\u0430\u0447 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u0433\u043e\">\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u0440\u043e\u043a\u0430\u0447 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u0433\u043e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 17 \u0443\u0431\u043e\u0439\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 GitHub, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u043e \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0422\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u043e\u0441\u043b\u0443\u0436\u0438\u0442 \u0432\u0430\u043c \u0432\u0441\u044e \u0436\u0438\u0437\u043d\u044c. \u041f\u0435\u0440\u0435\u0439\u0442\u0438 \u0417\u0430\u0447\u0435\u043c \u043f\u0438\u0441\u0430\u0442\u044c \u043d\u0430 C++ \u0432 2022 \u0433\u043e\u0434\u0443? \u041e\u0441\u043d\u043e\u0432\u044b C++ \u0431\u044b\u043b\u0438 \u0437\u0430\u043b\u043e\u0436\u0435\u043d\u044b \u0435\u0449\u0435 40 \u043b\u0435\u0442 \u043d\u0430\u0437\u0430\u0434, \u043d\u043e \u043e\u043d \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0432\u0441\u0435\u043c\u0435\u0441\u0442\u043d\u043e. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0441 \u0432\u0430\u043c\u0438 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f, \u0433\u0434\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0438 \u043f\u043e\u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0430\u0435\u043c, \u0435\u0441\u0442\u044c \u043b\u0438 \u0443 \u043d\u0435\u0433\u043e<\/p>\n","protected":false},"author":10,"featured_media":5189,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4,1],"tags":[151,219,153,69,62],"class_list":{"0":"post-5185","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-polza","8":"category-pro-it","9":"tag-data-science","10":"tag-podborka-statej","11":"tag-razrabotka","12":"tag-testirovanie","13":"tag-upravlenie"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/5185","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/comments?post=5185"}],"version-history":[{"count":4,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/5185\/revisions"}],"predecessor-version":[{"id":5192,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/5185\/revisions\/5192"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media\/5189"}],"wp:attachment":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media?parent=5185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/categories?post=5185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/tags?post=5185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}