{"id":670,"date":"2026-09-24T09:00:00","date_gmt":"2026-09-24T09:00:00","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=670"},"modified":"2026-09-25T15:32:20","modified_gmt":"2026-09-25T15:32:20","slug":"gde-ispolzuetsya-python","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/gde-ispolzuetsya-python\/","title":{"rendered":"\u0413\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python \u0438 \u043a\u0430\u043a\u0438\u0435 \u0443 \u043d\u0435\u0433\u043e \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438"},"content":{"rendered":"<p><strong>Python<\/strong> \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e \u0432 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0432\u0435\u0431-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435, \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (\u0441\u043a\u0440\u0438\u043f\u0442\u044b, DevOps) \u0438 \u0430\u0432\u0442\u043e\u0442\u0435\u0441\u0442\u0430\u0445. \u0413\u043b\u0430\u0432\u043d\u044b\u0435 <strong>\u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u044f\u0437\u044b\u043a\u0430 Python<\/strong>: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 C\/C++\/Java, \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f (\u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u0445 \u043e\u0448\u0438\u0431\u043a\u0438 \u0442\u0438\u043f\u043e\u0432 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0440\u0430\u0431\u043e\u0442\u044b), GIL, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u0435\u0448\u0430\u0435\u0442 \u043f\u043e\u0442\u043e\u043a\u0430\u043c \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u044f\u0434\u0435\u0440 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430, \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438 \u0438 \u0441\u043b\u0430\u0431\u0430\u044f \u043f\u043e\u0437\u0438\u0446\u0438\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0438 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435.<\/p>\n<div class=\"oj-toc\" style=\"background:#f6f6f6;border-radius:8px;padding:14px 20px;margin:20px 0\">\n<p><strong>\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/strong><\/p>\n<ol>\n<li><a href=\"#s1\">\u0422\u0440\u0438 \u0442\u0435\u0440\u043c\u0438\u043d\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0443\u0442\u0430\u044e\u0442<\/a><\/li>\n<li><a href=\"#s2\">\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0442\u0435\u0441\u0442: \u043a\u0430\u043a\u0438\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0443 Python<\/a><\/li>\n<li><a href=\"#s3\">\u0413\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python: \u0441\u0444\u0435\u0440\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b<\/a><\/li>\n<li><a href=\"#s4\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 1: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0438 \u043a\u0430\u043a \u0435\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442<\/a><\/li>\n<li><a href=\"#s5\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 2: \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u0445<\/a><\/li>\n<li><a href=\"#s6\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 3: GIL \u0438 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f<\/a><\/li>\n<li><a href=\"#s7\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 4: \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438<\/a><\/li>\n<li><a href=\"#s8\">\u0411\u0440\u0430\u0442\u044c \u043b\u0438 Python \u043f\u043e\u0434 \u0432\u0430\u0448\u0443 \u0437\u0430\u0434\u0430\u0447\u0443<\/a><\/li>\n<li><a href=\"#s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/a><\/li>\n<li><a href=\"#s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/a><\/li>\n<li><a href=\"#s11\">FAQ<\/a><\/li>\n<\/ol>\n<\/div>\n<p>\u0415\u0441\u043b\u0438 \u044d\u0442\u043e \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0437 \u0442\u0435\u0441\u0442\u0430 \u00ab\u0432\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u0432\u0441\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u044b\u00bb, \u0442\u043e \u00ab\u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u00bb \u0438 \u00ab\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f (\u0434\u043b\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c)\u00bb &#8212; \u0432\u0435\u0440\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b. \u00ab\u0421\u043b\u043e\u0436\u043d\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u00bb, \u00ab\u043c\u0430\u043b\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u00bb, \u00ab\u043d\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u041e\u041e\u041f\u00bb \u0438 \u00ab\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\u00bb &#8212; \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435. \u0420\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430 &#8212; \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u043d\u0438\u0436\u0435, \u043f\u043e\u0442\u043e\u043c \u0441\u0444\u0435\u0440\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u043d\u0430 \u0434\u0435\u043b\u0435. \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 Python 3.14.7 (CPython) 24.09.2026.<\/p>\n<h2 id=\"s1\">\u0422\u0440\u0438 \u0442\u0435\u0440\u043c\u0438\u043d\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0443\u0442\u0430\u044e\u0442<\/h2>\n<ul>\n<li><strong>Python<\/strong> &#8212; \u044f\u0437\u044b\u043a: \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u044f\u0437\u044b\u043a\u0430.<\/li>\n<li><strong>CPython<\/strong> &#8212; \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440 \u043d\u0430 C, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f \u0441 python.org. \u041a\u043e\u0433\u0434\u0430 \u0433\u043e\u0432\u043e\u0440\u044f\u0442 \u00abPython \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439\u00bb \u0438\u043b\u0438 \u00ab\u0432 Python \u0435\u0441\u0442\u044c GIL\u00bb, \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 \u0438\u043c\u0435\u044e\u0442 \u0432 \u0432\u0438\u0434\u0443 \u0438\u043c\u0435\u043d\u043d\u043e \u0435\u0433\u043e.<\/li>\n<li><strong>\u0414\u0440\u0443\u0433\u0438\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438<\/strong> &#8212; PyPy (\u0441 JIT-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439), MicroPython (\u0434\u043b\u044f \u043c\u0438\u043a\u0440\u043e\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u043e\u0432). \u0423 \u043d\u0438\u0445 \u0434\u0440\u0443\u0433\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0447\u0430\u0441\u0442\u044c \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432 &#8212; \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u044f\u0437\u044b\u043a\u0430.<\/li>\n<\/ul>\n<h2 id=\"s2\">\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0442\u0435\u0441\u0442: \u043a\u0430\u043a\u0438\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0443 Python<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0442\u0430<\/th>\n<th>\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a?<\/th>\n<th>\u041f\u043e\u0447\u0435\u043c\u0443<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u041d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c<\/td>\n<td>\u0414\u0430<\/td>\n<td>CPython \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u0442 \u0431\u0430\u0439\u0442-\u043a\u043e\u0434; \u0447\u0438\u0441\u0442\u044b\u0435 \u0446\u0438\u043a\u043b\u044b \u043d\u0430 Python \u043e\u0431\u044b\u0447\u043d\u043e \u0432 \u0440\u0430\u0437\u044b \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u0435\u0435, \u0447\u0435\u043c \u0430\u043d\u0430\u043b\u043e\u0433 \u043d\u0430 C\/C++<\/td>\n<\/tr>\n<tr>\n<td>\u0414\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f (\u0434\u043b\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c)<\/td>\n<td>\u0414\u0430<\/td>\n<td>\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u0438\u043f\u0430 \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0441\u0442\u0440\u043e\u043a\u0438; \u0432 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u043a\u043e\u0434\u0435 \u0435\u0435 \u043b\u0435\u0433\u043a\u043e \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c<\/td>\n<\/tr>\n<tr>\n<td>\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043c\u043d\u043e\u0433\u043e\u043f\u043e\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 (GIL)<\/td>\n<td>\u0414\u0430<\/td>\n<td>\u0412 \u043e\u0431\u044b\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0435 CPython \u043f\u043e\u0442\u043e\u043a\u0438 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442 Python-\u043a\u043e\u0434 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u043d\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u044f\u0434\u0440\u0430\u0445<\/td>\n<\/tr>\n<tr>\n<td>\u0411\u043e\u043b\u044c\u0448\u043e\u0439 \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438<\/td>\n<td>\u0414\u0430<\/td>\n<td>\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 &#8212; \u043e\u0431\u044a\u0435\u043a\u0442 \u0441 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u043c: \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">int<\/code> \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 28 \u0431\u0430\u0439\u0442 \u043d\u0430 64-\u0431\u0438\u0442\u043d\u043e\u043c CPython, \u0431\u043e\u043b\u044c\u0448\u0438\u0435 &#8212; \u0431\u043e\u043b\u044c\u0448\u0435 (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">2**30<\/code> &#8212; 32 \u0431\u0430\u0439\u0442\u0430)<\/td>\n<\/tr>\n<tr>\n<td>\u0421\u043b\u0430\u0431\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0438 \u0444\u0440\u043e\u043d\u0442\u0435\u043d\u0434-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438<\/td>\n<td>\u0414\u0430, \u0441 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u043e\u0439<\/td>\n<td>\u0414\u043b\u044f iOS\/Android \u0438 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u044f\u0437\u044b\u043a\u0438 &#8212; Swift, Kotlin, JavaScript; Python-\u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0438\u0448\u0435\u0432\u044b\u0435<\/td>\n<\/tr>\n<tr>\n<td>\u0421\u043b\u043e\u0436\u043d\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441<\/td>\n<td>\u041d\u0435\u0442<\/td>\n<td>\u0421\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u043a\u0430\u043a \u0440\u0430\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0434\u043b\u044f \u043d\u043e\u0432\u0438\u0447\u043a\u0430<\/td>\n<\/tr>\n<tr>\n<td>\u041c\u0430\u043b\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a<\/td>\n<td>\u041d\u0435\u0442<\/td>\n<td>\u0412 PyPI \u043e\u043a\u043e\u043b\u043e 900 \u0442\u044b\u0441. \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 (\u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0431\u043e\u043b\u044c\u0448\u0430\u044f<\/td>\n<\/tr>\n<tr>\n<td>\u041d\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u041e\u041e\u041f<\/td>\n<td>\u041d\u0435\u0442<\/td>\n<td>Python \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u041e\u041e\u041f, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u043d\u044b\u0439 \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c<\/td>\n<\/tr>\n<tr>\n<td>\u041f\u043b\u0430\u0442\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f<\/td>\n<td>\u041d\u0435\u0442<\/td>\n<td>CPython \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 PSF<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0422\u043e\u0447\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0442\u0435\u0441\u0442\u0430\u0445 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f, \u043d\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u043e\u0434\u0438\u043d: \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 Python &#8212; \u044d\u0442\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c, \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f, \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u0438\u0437\u043c \u0438 \u043f\u0430\u043c\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0438 \u043d\u0435 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430.<\/p>\n<h2 id=\"s3\">\u0413\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python: \u0441\u0444\u0435\u0440\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b<\/h2>\n<p>Python \u0432\u044b\u0431\u0438\u0440\u0430\u044e\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u0432\u0430\u0436\u043d\u0435\u0435 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0447\u0435\u043c \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0421\u0444\u0435\u0440\u0430<\/th>\n<th>\u0422\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438<\/th>\n<th>\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0412\u0435\u0431-\u0431\u044d\u043a\u0435\u043d\u0434<\/td>\n<td>API, \u0441\u0430\u0439\u0442\u044b, \u0430\u0434\u043c\u0438\u043d\u043a\u0438, \u043c\u0438\u043a\u0440\u043e\u0441\u0435\u0440\u0432\u0438\u0441\u044b<\/td>\n<td>Django, FastAPI, Flask<\/td>\n<\/tr>\n<tr>\n<td>\u0414\u0430\u043d\u043d\u044b\u0435 \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430<\/td>\n<td>\u041e\u0447\u0438\u0441\u0442\u043a\u0430 \u0442\u0430\u0431\u043b\u0438\u0446, \u043e\u0442\u0447\u0435\u0442\u044b, \u0433\u0440\u0430\u0444\u0438\u043a\u0438<\/td>\n<td>pandas, NumPy, Jupyter, Matplotlib<\/td>\n<\/tr>\n<tr>\n<td>\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438 \u0418\u0418<\/td>\n<td>\u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 LLM<\/td>\n<td>PyTorch, scikit-learn<\/td>\n<\/tr>\n<tr>\n<td>\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0438 DevOps<\/td>\n<td>\u0421\u043a\u0440\u0438\u043f\u0442\u044b, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432<\/td>\n<td>\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, Ansible (\u043d\u0430\u043f\u0438\u0441\u0430\u043d \u043d\u0430 Python)<\/td>\n<\/tr>\n<tr>\n<td>\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/td>\n<td>\u0410\u0432\u0442\u043e\u0442\u0435\u0441\u0442\u044b API \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u0432<\/td>\n<td>pytest, Playwright, Selenium<\/td>\n<\/tr>\n<tr>\n<td>\u041d\u0430\u0443\u043a\u0430 \u0438 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u044f<\/td>\n<td>\u0420\u0430\u0441\u0447\u0435\u0442\u044b, \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/td>\n<td>SciPy, SymPy<\/td>\n<\/tr>\n<tr>\n<td>\u0421\u043a\u0440\u0438\u043f\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c<\/td>\n<td>\u041f\u043b\u0430\u0433\u0438\u043d\u044b \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f<\/td>\n<td>Blender, QGIS, GIMP<\/td>\n<\/tr>\n<tr>\n<td>\u041c\u0438\u043a\u0440\u043e\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u044b \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435<\/td>\n<td>\u0423\u0447\u0435\u0431\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430, \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u044b<\/td>\n<td>MicroPython, Raspberry Pi<\/td>\n<\/tr>\n<tr>\n<td>\u0414\u0435\u0441\u043a\u0442\u043e\u043f<\/td>\n<td>\u0412\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0443\u0442\u0438\u043b\u0438\u0442\u044b \u0441 \u043e\u043a\u043d\u0430\u043c\u0438<\/td>\n<td>Tkinter, PySide6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0412 \u0438\u0433\u0440\u0430\u0445 Python \u043e\u0431\u044b\u0447\u043d\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0435 \u0437\u0430 \u0434\u0432\u0438\u0436\u043e\u043a, \u0430 \u0437\u0430 \u043b\u043e\u0433\u0438\u043a\u0443 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u0441\u0430\u043c \u0434\u0432\u0438\u0436\u043e\u043a \u043f\u0438\u0448\u0443\u0442 \u043d\u0430 C++, \u0430 Python \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u044e\u0442 \u043a\u0430\u043a \u044f\u0437\u044b\u043a \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432. \u0414\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u044b\u0445 2D-\u0438\u0433\u0440 \u0435\u0441\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 Pygame.<\/p>\n<h3>\u0413\u0434\u0435 Python \u0432\u044b\u0431\u0438\u0440\u0430\u044e\u0442 \u0440\u0435\u0434\u043a\u043e<\/h3>\n<ul>\n<li><strong>\u041d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f.<\/strong> \u0414\u043b\u044f iOS \u043f\u0438\u0448\u0443\u0442 \u043d\u0430 Swift, \u0434\u043b\u044f Android &#8212; \u043d\u0430 Kotlin. Kivy \u0438 BeeWare \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u0440\u0430\u0442\u044c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043d\u0430 Python, \u043d\u043e \u044d\u0442\u043e \u043d\u0438\u0448\u0435\u0432\u044b\u0439 \u043f\u0443\u0442\u044c. \u0417\u0430\u0442\u043e Python \u0447\u0430\u0441\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043e\u0431\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435.<\/li>\n<li><strong>\u0424\u0440\u043e\u043d\u0442\u0435\u043d\u0434 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435.<\/strong> \u0417\u0434\u0435\u0441\u044c JavaScript\/TypeScript. Python \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 WebAssembly (Pyodide), \u043d\u043e \u0434\u043b\u044f \u043e\u0431\u044b\u0447\u043d\u044b\u0445 \u0441\u0430\u0439\u0442\u043e\u0432 \u044d\u0442\u043e \u044d\u043a\u0437\u043e\u0442\u0438\u043a\u0430.<\/li>\n<li><strong>\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0436\u0435\u0441\u0442\u043a\u043e\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f.<\/strong> \u0414\u0440\u0430\u0439\u0432\u0435\u0440\u044b, \u044f\u0434\u0440\u0430 \u041e\u0421, \u0434\u0432\u0438\u0436\u043a\u0438 \u0438\u0433\u0440 &#8212; C, C++, Rust: \u043d\u0443\u0436\u0435\u043d \u0442\u043e\u0447\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043f\u0430\u043c\u044f\u0442\u0438 \u0438 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0443\u0435\u043c\u044b\u0435 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438.<\/li>\n<\/ul>\n<h2 id=\"s4\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 1: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0438 \u043a\u0430\u043a \u0435\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442<\/h2>\n<p>\u0421\u0440\u0430\u0432\u043d\u0438\u043c \u0446\u0438\u043a\u043b \u043d\u0430 \u0447\u0438\u0441\u0442\u043e\u043c Python \u0438 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">sum<\/code>, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 C:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">timeit<\/span>\n\n<span style=\"color: #E06C75\">N<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #D19A66\">10_000_000<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">loop_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">n<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">total<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #D19A66\">0<\/span>\n    <span style=\"color: #C678DD\">for<\/span> <span style=\"color: #E06C75\">i<\/span> <span style=\"color: #56B6C2\">in<\/span> <span style=\"color: #E5C07B\">range<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">n<\/span><span style=\"color: #ABB2BF\">):<\/span>\n        <span style=\"color: #E06C75\">total<\/span> <span style=\"color: #56B6C2\">+=<\/span> <span style=\"color: #E06C75\">i<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">total<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">builtin_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">n<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E5C07B\">sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E5C07B\">range<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">n<\/span><span style=\"color: #ABB2BF\">))<\/span>\n\n\n<span style=\"color: #C678DD\">assert<\/span> <span style=\"color: #E06C75\">loop_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">N<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #E06C75\">builtin_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">N<\/span><span style=\"color: #ABB2BF\">)<\/span>\n<span style=\"color: #E06C75\">t_loop<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">timeit<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">timeit<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #C678DD\">lambda<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">loop_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">N<\/span><span style=\"color: #ABB2BF\">),<\/span> <span style=\"color: #E06C75\">number<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #D19A66\">3<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">\/<\/span> <span style=\"color: #D19A66\">3<\/span>\n<span style=\"color: #E06C75\">t_builtin<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">timeit<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">timeit<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #C678DD\">lambda<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">builtin_sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">N<\/span><span style=\"color: #ABB2BF\">),<\/span> <span style=\"color: #E06C75\">number<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #D19A66\">3<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">\/<\/span> <span style=\"color: #D19A66\">3<\/span>\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"\u0446\u0438\u043a\u043b for:    {<\/span><span style=\"color: #E06C75\">t_loop<\/span><span style=\"color: #98C379\">:.3f} \u0441\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"sum(range):  {<\/span><span style=\"color: #E06C75\">t_builtin<\/span><span style=\"color: #98C379\">:.3f} \u0441\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"\u0440\u0430\u0437\u043d\u0438\u0446\u0430:     {<\/span><span style=\"color: #E06C75\">t_loop<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #56B6C2\">\/<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">t_builtin<\/span><span style=\"color: #98C379\">:.1f}x\"<\/span><span style=\"color: #ABB2BF\">)<\/span><\/code><\/pre>\n<p>\u0412\u044b\u0432\u043e\u0434 \u0432 \u043c\u043e\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 (\u0447\u0438\u0441\u043b\u0430 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430 \u0438 \u0432\u0435\u0440\u0441\u0438\u0438, \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b\u043e\u0441\u044c \u0432 \u0434\u0432\u0443\u0445 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0445):<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">\u0446\u0438\u043a\u043b for:    0.165 \u0441\nsum(range):  0.069 \u0441\n\u0440\u0430\u0437\u043d\u0438\u0446\u0430:     2.4x\n<\/code><\/pre>\n<p>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439, \u043d\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442, \u0433\u0434\u0435 \u0446\u0438\u043a\u043b \u043a\u0440\u0443\u0442\u0438\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 C-\u043a\u043e\u0434\u0430, \u0431\u044b\u0441\u0442\u0440\u0435\u0435. \u041d\u0430 \u044d\u0442\u043e\u043c \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u044f Python: \u0442\u044f\u0436\u0435\u043b\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u043e\u0442\u0434\u0430\u044e\u0442 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u043c \u043d\u0430 C\/C++ (NumPy, PyTorch), \u0430 Python \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u00ab\u043a\u043b\u0435\u0435\u043c\u00bb \u043c\u0435\u0436\u0434\u0443 \u043d\u0438\u043c\u0438. \u0414\u0440\u0443\u0433\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b &#8212; PyPy \u0441 JIT-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439, Cython, \u0432\u044b\u043d\u043e\u0441 \u0433\u043e\u0440\u044f\u0447\u0435\u0433\u043e \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432 Rust \u0438\u043b\u0438 C. \u0412 CPython 3.13 \u043f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 JIT-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440; \u0432 3.14 \u043e\u043d \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u044f\u0432\u043d\u043e.<\/p>\n<p>\u0413\u0440\u0430\u043d\u0438\u0446\u0430: \u0434\u043b\u044f \u0432\u0435\u0431-\u0441\u0435\u0440\u0432\u0438\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0436\u0434\u0435\u0442 \u0431\u0430\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u043b\u0438 \u0441\u0435\u0442\u044c, \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430 \u0447\u0430\u0441\u0442\u043e \u043d\u0435 \u0433\u043b\u0430\u0432\u043d\u043e\u0435 \u0443\u0437\u043a\u043e\u0435 \u043c\u0435\u0441\u0442\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u0440\u044f\u0439\u0442\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u043e\u043c (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">cProfile<\/code>), \u043f\u043e\u0442\u043e\u043c \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0439\u0442\u0435.<\/p>\n<h2 id=\"s5\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 2: \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u0445<\/h2>\n<p>\u0422\u0438\u043f\u044b \u0432 Python \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0440\u0435\u0434\u043a\u043e\u0439 \u0432\u0435\u0442\u043a\u0435 \u043a\u043e\u0434\u0430 \u0436\u0438\u0432\u0435\u0442 \u043d\u0435\u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0439, \u043f\u043e\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0442\u0443\u0434\u0430 \u043d\u0435 \u0434\u043e\u0439\u0434\u0435\u0442.<\/p>\n<p>\u041d\u0435\u0432\u0435\u0440\u043d\u044b\u0439 \u043a\u043e\u0434:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">format_total<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prices<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">currency<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">total<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E5C07B\">sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prices<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E06C75\">currency<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #98C379\">\"RUB\"<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #98C379\">f\"{<\/span><span style=\"color: #E06C75\">total<\/span><span style=\"color: #98C379\">} \u0440\u0443\u0431.\"<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">total<\/span> <span style=\"color: #56B6C2\">+<\/span> <span style=\"color: #98C379\">\" \"<\/span> <span style=\"color: #56B6C2\">+<\/span> <span style=\"color: #E06C75\">currency<\/span>  <span style=\"color: #7F848E\"># \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0440\u0435\u0434\u043a\u043e\u0439 \u0432\u0435\u0442\u043a\u0435<\/span>\n\n\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">format_total<\/span><span style=\"color: #ABB2BF\">([<\/span><span style=\"color: #D19A66\">100<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">250<\/span><span style=\"color: #ABB2BF\">],<\/span> <span style=\"color: #98C379\">\"RUB\"<\/span><span style=\"color: #ABB2BF\">))<\/span>  <span style=\"color: #7F848E\"># 350 \u0440\u0443\u0431.<\/span>\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">format_total<\/span><span style=\"color: #ABB2BF\">([<\/span><span style=\"color: #D19A66\">100<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">250<\/span><span style=\"color: #ABB2BF\">],<\/span> <span style=\"color: #98C379\">\"USD\"<\/span><span style=\"color: #ABB2BF\">))<\/span>  <span style=\"color: #7F848E\"># \u043f\u0430\u0434\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0434\u0435\u0441\u044c<\/span><\/code><\/pre>\n<p>\u0424\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: \u043f\u0435\u0440\u0432\u044b\u0439 \u0432\u044b\u0437\u043e\u0432 \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">350 \u0440\u0443\u0431.<\/code>, \u0432\u0442\u043e\u0440\u043e\u0439 \u043f\u0430\u0434\u0430\u0435\u0442.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">350 \u0440\u0443\u0431.\nTraceback (most recent call last):\n  File &quot;\/w\/typing_bug.py&quot;, line 9, in &lt;module&gt;\n    print(format_total([100, 250], &quot;USD&quot;))  # \u043f\u0430\u0434\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0434\u0435\u0441\u044c\n          ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^\n  File &quot;\/w\/typing_bug.py&quot;, line 5, in format_total\n    return total + &quot; &quot; + currency  # \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0440\u0435\u0434\u043a\u043e\u0439 \u0432\u0435\u0442\u043a\u0435\n           ~~~~~~^~~~~\nTypeError: unsupported operand type(s) for +: &#x27;int&#x27; and &#x27;str&#x27;\n<\/code><\/pre>\n<p>\u0415\u0441\u043b\u0438 \u0432 \u0442\u0435\u0441\u0442\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0443\u0431\u043b\u0438, \u0442\u0430\u043a\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u0434\u043e\u0435\u0434\u0435\u0442 \u0434\u043e \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u0435\u043d\u0430. \u0412 \u043c\u0430\u043b\u0435\u043d\u044c\u043a\u043e\u043c \u0441\u043a\u0440\u0438\u043f\u0442\u0435 \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u043d\u0430 \u0441\u043e\u0442\u043d\u0438 \u0442\u044b\u0441\u044f\u0447 \u0441\u0442\u0440\u043e\u043a &#8212; \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0439 \u0440\u0438\u0441\u043a. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 <strong>\u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u0442\u0438\u043f\u043e\u0432<\/strong> \u0438 \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440: \u043e\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u043e\u0434 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430. \u0422\u0430 \u0436\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u044f, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0438\u0433\u043d\u0430\u0442\u0443\u0440\u0430 &#8212; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">def format_total(prices: list[int], currency: str) -&gt; str:<\/code>, \u0442\u0435\u043b\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 mypy (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">mypy typing_hints.py<\/code>):<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">typing_hints.py:5: error: Incompatible return value type (got &quot;int&quot;, expected &quot;str&quot;)  [return-value]\ntyping_hints.py:5: error: Unsupported operand types for + (&quot;int&quot; and &quot;str&quot;)  [operator]\nFound 2 errors in 1 file (checked 1 source file)\n<\/code><\/pre>\n<p>\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">format_total<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prices<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">list<\/span><span style=\"color: #ABB2BF\">[<\/span><span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">],<\/span> <span style=\"color: #E06C75\">currency<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">str<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">-&gt;<\/span> <span style=\"color: #E5C07B\">str<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E06C75\">total<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E5C07B\">sum<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prices<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E06C75\">currency<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #98C379\">\"RUB\"<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #98C379\">f\"{<\/span><span style=\"color: #E06C75\">total<\/span><span style=\"color: #98C379\">} \u0440\u0443\u0431.\"<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #98C379\">f\"{<\/span><span style=\"color: #E06C75\">total<\/span><span style=\"color: #98C379\">} {<\/span><span style=\"color: #E06C75\">currency<\/span><span style=\"color: #98C379\">}\"<\/span>\n\n\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">format_total<\/span><span style=\"color: #ABB2BF\">([<\/span><span style=\"color: #D19A66\">100<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">250<\/span><span style=\"color: #ABB2BF\">],<\/span> <span style=\"color: #98C379\">\"RUB\"<\/span><span style=\"color: #ABB2BF\">))<\/span>  <span style=\"color: #7F848E\"># 350 \u0440\u0443\u0431.<\/span>\n<span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">format_total<\/span><span style=\"color: #ABB2BF\">([<\/span><span style=\"color: #D19A66\">100<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #D19A66\">250<\/span><span style=\"color: #ABB2BF\">],<\/span> <span style=\"color: #98C379\">\"USD\"<\/span><span style=\"color: #ABB2BF\">))<\/span>  <span style=\"color: #7F848E\"># 350 USD<\/span><\/code><\/pre>\n<p>mypy \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">Success: no issues found in 1 source file<\/code>. \u0412\u0430\u0436\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0441\u0430\u043c \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (mypy, pyright) \u0438 \u0442\u0435\u0441\u0442\u043e\u0432.<\/p>\n<h2 id=\"s6\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 3: GIL \u0438 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f<\/h2>\n<p><strong>GIL<\/strong> (Global Interpreter Lock) &#8212; \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0430 \u0432 CPython, \u0438\u0437-\u0437\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0432 \u043e\u0434\u0438\u043d \u043c\u043e\u043c\u0435\u043d\u0442 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 Python-\u0431\u0430\u0439\u0442-\u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u043f\u043e\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u0414\u043b\u044f \u0437\u0430\u0434\u0430\u0447, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0436\u0434\u0443\u0442 \u0441\u0435\u0442\u044c \u0438\u043b\u0438 \u0434\u0438\u0441\u043a, \u043f\u043e\u0442\u043e\u043a\u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b: \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f GIL \u043e\u0442\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0443\u0441\u043a\u043e\u0440\u044f\u044e\u0442 \u0440\u0430\u0431\u043e\u0442\u0443.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">sys<\/span>\n<span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">time<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">concurrent.futures<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">ThreadPoolExecutor<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">ProcessPoolExecutor<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">count<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">n<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #C678DD\">while<\/span> <span style=\"color: #E06C75\">n<\/span> <span style=\"color: #56B6C2\">&gt;<\/span> <span style=\"color: #D19A66\">0<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #E06C75\">n<\/span> <span style=\"color: #56B6C2\">-=<\/span> <span style=\"color: #D19A66\">1<\/span>\n\n\n<span style=\"color: #E06C75\">N<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #D19A66\">100_000_000<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">run<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">executor_cls<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">workers<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">start<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">time<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">perf_counter<\/span><span style=\"color: #ABB2BF\">()<\/span>\n    <span style=\"color: #C678DD\">with<\/span> <span style=\"color: #E06C75\">executor_cls<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">max_workers<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">workers<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #C678DD\">as<\/span> <span style=\"color: #E06C75\">ex<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #E5C07B\">list<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">ex<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">map<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">count<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #ABB2BF\">[<\/span><span style=\"color: #E06C75\">N<\/span> <span style=\"color: #56B6C2\">\/\/<\/span> <span style=\"color: #E06C75\">workers<\/span><span style=\"color: #ABB2BF\">]<\/span> <span style=\"color: #56B6C2\">*<\/span> <span style=\"color: #E06C75\">workers<\/span><span style=\"color: #ABB2BF\">))<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">time<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">perf_counter<\/span><span style=\"color: #ABB2BF\">()<\/span> <span style=\"color: #56B6C2\">-<\/span> <span style=\"color: #E06C75\">start<\/span>\n\n\n<span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E06C75\">__name__<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #98C379\">\"__main__\"<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"GIL \u0432\u043a\u043b\u044e\u0447\u0435\u043d:\"<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">sys<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">_is_gil_enabled<\/span><span style=\"color: #ABB2BF\">())<\/span>\n    <span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"1 \u043f\u043e\u0442\u043e\u043a:     {<\/span><span style=\"color: #E06C75\">run<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">ThreadPoolExecutor<\/span><span style=\"color: #ABB2BF\">, <\/span><span style=\"color: #D19A66\">1<\/span><span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #98C379\">:.2f} \u0441\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"2 \u043f\u043e\u0442\u043e\u043a\u0430:    {<\/span><span style=\"color: #E06C75\">run<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">ThreadPoolExecutor<\/span><span style=\"color: #ABB2BF\">, <\/span><span style=\"color: #D19A66\">2<\/span><span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #98C379\">:.2f} \u0441\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #E5C07B\">print<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">f\"2 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430:  {<\/span><span style=\"color: #E06C75\">run<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">ProcessPoolExecutor<\/span><span style=\"color: #ABB2BF\">, <\/span><span style=\"color: #D19A66\">2<\/span><span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #98C379\">:.2f} \u0441\"<\/span><span style=\"color: #ABB2BF\">)<\/span><\/code><\/pre>\n<p>\u0412\u044b\u0432\u043e\u0434 \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u0435 \u0441 \u0434\u0432\u0443\u043c\u044f \u044f\u0434\u0440\u0430\u043c\u0438 (\u0432\u0440\u0435\u043c\u044f \u0443 \u0432\u0430\u0441 \u0431\u0443\u0434\u0435\u0442 \u0434\u0440\u0443\u0433\u0438\u043c):<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\">GIL \u0432\u043a\u043b\u044e\u0447\u0435\u043d: True\n1 \u043f\u043e\u0442\u043e\u043a:     0.99 \u0441\n2 \u043f\u043e\u0442\u043e\u043a\u0430:    1.14 \u0441\n2 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430:  0.84 \u0441\n<\/code><\/pre>\n<p>\u0414\u0432\u0430 \u043f\u043e\u0442\u043e\u043a\u0430 \u043d\u0435 \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e: \u0432 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0432\u0440\u0435\u043c\u044f \u0434\u0432\u0443\u0445 \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0434\u0435\u0440\u0436\u0430\u043b\u043e\u0441\u044c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043e\u0434\u043d\u043e\u0433\u043e. \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u043e\u0431\u0445\u043e\u0434\u044f\u0442 GIL, \u043d\u043e \u043d\u0430 \u0434\u0432\u0443\u0445\u044a\u044f\u0434\u0435\u0440\u043d\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u0435 \u0432\u044b\u0438\u0433\u0440\u044b\u0448 \u043d\u0435\u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d (\u0432 \u0434\u0440\u0443\u0433\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 \u0442\u0435 \u0436\u0435 2 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0437\u0430\u043d\u044f\u043b\u0438 1.24 \u0441 \u043f\u0440\u043e\u0442\u0438\u0432 1.11 \u0441 \u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u0442\u043e\u043a\u0430): \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u044a\u0435\u0434\u0430\u044e\u0442 \u0447\u0430\u0441\u0442\u044c \u0432\u044b\u0433\u043e\u0434\u044b. \u0427\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0445 \u044f\u0434\u0435\u0440 \u0438 \u0434\u043b\u0438\u043d\u043d\u0435\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435, \u0442\u0435\u043c \u0437\u0430\u043c\u0435\u0442\u043d\u0435\u0435 \u043f\u043e\u043b\u044c\u0437\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041e\u0431\u0445\u043e\u0434\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 &#8212; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">multiprocessing<\/code>\/<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">ProcessPoolExecutor<\/code>, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043d\u0430 C, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0430\u043c\u0438 \u043e\u0442\u043f\u0443\u0441\u043a\u0430\u044e\u0442 GIL, \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 CPython \u0431\u0435\u0437 GIL (free-threaded). \u041d\u0430\u0447\u0438\u043d\u0430\u044f \u0441 Python 3.14 \u0442\u0430\u043a\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043d\u043e \u044d\u0442\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e. \u0424\u0443\u043d\u043a\u0446\u0438\u044f <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">sys._is_gil_enabled()<\/code> \u0435\u0441\u0442\u044c \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 3.13.<\/p>\n<h2 id=\"s7\">\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a 4: \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438<\/h2>\n<p>\u0412 Python \u0432\u0441\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f &#8212; \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0414\u0430\u0436\u0435 \u043c\u0430\u043b\u0435\u043d\u044c\u043a\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u0447\u0435\u0442\u0447\u0438\u043a \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0442\u0438\u043f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">sys.getsizeof(1)<\/code> \u043d\u0430 64-\u0431\u0438\u0442\u043d\u043e\u043c CPython 3.14 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 28 \u0431\u0430\u0439\u0442, \u0430 \u043f\u0443\u0441\u0442\u043e\u0439 \u0441\u043f\u0438\u0441\u043e\u043a &#8212; 56 \u0431\u0430\u0439\u0442. \u0414\u043b\u044f \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u0447\u0438\u0441\u0435\u043b \u0432 \u0441\u043f\u0438\u0441\u043a\u0435 \u044d\u0442\u043e \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u043c\u0430\u0441\u0441\u0438\u0432 \u0438\u0437 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 8-\u0431\u0430\u0439\u0442\u043e\u0432\u044b\u0445 \u0447\u0438\u0441\u0435\u043b \u0432 C. \u041d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0445\u0440\u0430\u043d\u044f\u0442 \u0432 \u043c\u0430\u0441\u0441\u0438\u0432\u0430\u0445 NumPy \u0438\u043b\u0438 \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">array<\/code> \u0438\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438.<\/p>\n<h2 id=\"s8\">\u0411\u0440\u0430\u0442\u044c \u043b\u0438 Python \u043f\u043e\u0434 \u0432\u0430\u0448\u0443 \u0437\u0430\u0434\u0430\u0447\u0443<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0417\u0430\u0434\u0430\u0447\u0430<\/th>\n<th>Python \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442?<\/th>\n<th>\u041a\u043e\u0433\u0434\u0430 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0434\u0440\u0443\u0433\u043e\u0435<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0421\u0430\u0439\u0442 \u0438\u043b\u0438 API<\/td>\n<td>\u0414\u0430<\/td>\n<td>\u041d\u0443\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430\u044f \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u043d\u0430 \u044f\u0434\u0440\u043e &#8212; Go, Java, C#<\/td>\n<\/tr>\n<tr>\n<td>\u0410\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, ML<\/td>\n<td>\u0414\u0430, \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440<\/td>\n<td>\u0413\u043e\u0442\u043e\u0432\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 &#8212; \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0430\u0446\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b<\/td>\n<\/tr>\n<tr>\n<td>\u0421\u043a\u0440\u0438\u043f\u0442\u044b \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f<\/td>\n<td>\u0414\u0430<\/td>\n<td>\u0421\u043a\u0440\u0438\u043f\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0431\u0435\u0437 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430 &#8212; Go \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430<\/td>\n<\/tr>\n<tr>\n<td>\u041c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435<\/td>\n<td>\u0421\u043a\u043e\u0440\u0435\u0435 \u043d\u0435\u0442<\/td>\n<td>Swift \u0434\u043b\u044f iOS, Kotlin \u0434\u043b\u044f Android<\/td>\n<\/tr>\n<tr>\n<td>\u0414\u0432\u0438\u0436\u043e\u043a \u0438\u0433\u0440\u044b, \u0434\u0440\u0430\u0439\u0432\u0435\u0440<\/td>\n<td>\u041d\u0435\u0442<\/td>\n<td>C++, Rust<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/h2>\n<ul>\n<li>Python \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0432 \u0432\u0435\u0431-\u0431\u044d\u043a\u0435\u043d\u0434\u0435, \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 ML, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u0430\u043a \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0439 \u044f\u0437\u044b\u043a \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432.<\/li>\n<li>\u0412\u0435\u0440\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b \u0442\u0435\u0441\u0442\u0430 \u043e \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0430\u0445: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u0445; \u0442\u0430\u043a\u0436\u0435 \u043a \u043c\u0438\u043d\u0443\u0441\u0430\u043c \u043e\u0442\u043d\u043e\u0441\u044f\u0442 GIL \u0438 \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438.<\/li>\n<li>\u0421\u043b\u043e\u0436\u043d\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u043d\u0435\u0445\u0432\u0430\u0442\u043a\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u041e\u041e\u041f &#8212; \u043d\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 Python.<\/li>\n<li>\u0421\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0438 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u0438\u0437\u043c \u043e\u0431\u0445\u043e\u0434\u044f\u0442 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u043c\u0438 \u043d\u0430 C, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438, PyPy; \u043e\u0448\u0438\u0431\u043a\u0438 \u0442\u0438\u043f\u043e\u0432 \u043b\u043e\u0432\u044f\u0442 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 mypy.<\/li>\n<li>\u0414\u043b\u044f \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439, \u0444\u0440\u043e\u043d\u0442\u0435\u043d\u0434\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 Python \u0432\u044b\u0431\u0438\u0440\u0430\u044e\u0442 \u0440\u0435\u0434\u043a\u043e.<\/li>\n<\/ul>\n<h2 id=\"s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/h2>\n<p>\u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0441\u0438\u043b\u044c\u043d\u044b\u0445 \u0438 \u0441\u043b\u0430\u0431\u044b\u0445 \u0441\u0442\u043e\u0440\u043e\u043d \u044f\u0437\u044b\u043a\u0430 \u043d\u0443\u0436\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u0434 \u0437\u0430\u0434\u0430\u0447\u0443: \u043a\u043e\u0433\u0434\u0430 \u043f\u0438\u0441\u0430\u0442\u044c \u043d\u0430 \u0447\u0438\u0441\u0442\u043e\u043c Python, \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0442\u044c NumPy \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043a\u043e\u0433\u0434\u0430 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c mypy \u0432 \u043f\u0440\u043e\u0435\u043a\u0442. \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u043e\u0431 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u0441\u0430\u043c\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430 &#8212; \u0432 \u0441\u0442\u0430\u0442\u044c\u0435 <a href=\"\/journal\/izuchenie-python-ot-a-do-ya-vse-o-yazyke-i-ego-osobennostyah\/\">\u0418\u0437\u0443\u0447\u0435\u043d\u0438\u0435 Python \u043e\u0442 \u0410 \u0434\u043e \u042f<\/a>.<\/p>\n<div class=\"oj-cta\" style=\"background:#fbf4e4;border-left:4px solid #c9962b;border-radius:8px;padding:16px 20px;margin:24px 0\">\n<p style=\"margin:0 0 8px\"><strong>\u041e\u0441\u0432\u043e\u0439\u0442\u0435 \u0442\u0435\u043c\u0443 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435<\/strong><\/p>\n<p>\u0415\u0441\u043b\u0438 \u0445\u043e\u0442\u0438\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e \u043e\u0441\u0432\u043e\u0438\u0442\u044c \u044f\u0437\u044b\u043a \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u043a\u043e\u0434\u0430 \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u044f\u043c\u0438, \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u043a\u0443\u0440\u0441 <a href=\"https:\/\/otus.ru\/lessons\/python-basic\/?int_article=gde-ispolzuetsya-python&amp;int_place=article&amp;int_variant=v1\">\u00abPython-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a. \u0411\u0430\u0437\u043e\u0432\u044b\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c\u00bb<\/a>. \u041f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u0444\u043e\u0440\u043c\u0430\u0442 \u043c\u043e\u0436\u043d\u043e \u043d\u0430 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0445 <a href=\"https:\/\/otus.ru\/events\/?int_article=gde-ispolzuetsya-python&amp;int_place=article&amp;int_variant=v1\">\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0443\u0440\u043e\u043a\u0430\u0445 Otus<\/a>.<\/p>\n<\/div>\n<h2 id=\"s11\">FAQ<\/h2>\n<p><strong>Python &#8212; \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0438\u043b\u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u044f\u0437\u044b\u043a?<\/strong><br \/>\nCPython \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a \u0432 \u0431\u0430\u0439\u0442-\u043a\u043e\u0434 (\u0444\u0430\u0439\u043b\u044b <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.pyc<\/code>), \u0430 \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0435\u0433\u043e \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0412 \u0431\u044b\u0442\u043e\u0432\u043e\u043c \u0441\u043c\u044b\u0441\u043b\u0435 \u0435\u0433\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u043c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0435\u0442\u0441\u044f.<\/p>\n<p><strong>\u041c\u043e\u0436\u043d\u043e \u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043d\u0430 Python?<\/strong><br \/>\n\u041c\u043e\u0436\u043d\u043e \u0447\u0435\u0440\u0435\u0437 Kivy \u0438\u043b\u0438 BeeWare; \u0441 Python 3.13 iOS \u0438 Android \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b CPython (\u0443\u0440\u043e\u0432\u0435\u043d\u044c tier 3, PEP 730 \u0438 738). \u041d\u043e \u0432 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u044f\u0445 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0442\u0430\u043a\u043e\u0439 \u0441\u0442\u0435\u043a \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0440\u0435\u0434\u043a\u043e. \u0427\u0430\u0449\u0435 Python \u043f\u0438\u0448\u0435\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0434\u043b\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 Swift \u0438\u043b\u0438 Kotlin.<\/p>\n<p><strong>\u0414\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f &#8212; \u044d\u0442\u043e \u0442\u043e \u0436\u0435, \u0447\u0442\u043e \u0441\u043b\u0430\u0431\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f?<\/strong><br \/>\n\u041d\u0435\u0442. Python \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u043e \u0441\u0442\u0440\u043e\u0433\u043e: \u043e\u043d \u043d\u0435 \u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u0441\u043e \u0441\u0442\u0440\u043e\u043a\u043e\u0439 \u043c\u043e\u043b\u0447\u0430, \u0430 \u0432\u044b\u0431\u0440\u0430\u0441\u044b\u0432\u0430\u0435\u0442 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">TypeError<\/code>, \u043a\u0430\u043a \u0432 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0432\u044b\u0448\u0435.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e \u0432 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0432\u0435\u0431-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435, \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (\u0441\u043a\u0440\u0438\u043f\u0442\u044b, DevOps) \u0438 \u0430\u0432\u0442\u043e\u0442\u0435\u0441\u0442\u0430\u0445. \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u044f\u0437\u044b\u043a\u0430 Python: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 C\/C++\/Java, \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f (\u0432 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u0445 \u043e\u0448\u0438\u0431\u043a\u0438 \u0442\u0438\u043f\u043e\u0432 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0440\u0430\u0431\u043e\u0442\u044b), GIL, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u0435\u0448\u0430\u0435\u0442 \u043f\u043e\u0442\u043e\u043a\u0430\u043c \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u044f\u0434\u0435\u0440 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430, \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0441\u0445\u043e\u0434 \u043f\u0430\u043c\u044f\u0442\u0438 \u0438 \u0441\u043b\u0430\u0431\u0430\u044f [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":671,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[27],"class_list":["post-670","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-polza","tag-python"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 Python: \u0432\u0435\u0431, \u0434\u0430\u043d\u043d\u044b\u0435 \u0438 ML, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435. \u041a\u0430\u043a\u0438\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0443 \u044f\u0437\u044b\u043a\u0430: \u043d\u0438\u0437\u043a\u0430\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c, \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u044f, GIL, \u043f\u0430\u043c\u044f\u0442\u044c - \u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \u043a\u043e\u0434\u0430.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"A. 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