{"id":4087,"date":"2022-07-22T09:50:08","date_gmt":"2022-07-22T09:50:08","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=4087"},"modified":"2022-08-03T14:10:50","modified_gmt":"2022-08-03T14:10:50","slug":"orkestraciya-pajplajnov-v-airflow","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/orkestraciya-pajplajnov-v-airflow\/","title":{"rendered":"\u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0432 AirFlow"},"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 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ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/otus.ru\/journal\/orkestraciya-pajplajnov-v-airflow\/#%D0%97%D0%B0%D0%BF%D0%B8%D1%81%D1%8C_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D0%BE%D0%B3%D0%BE_%D1%83%D1%80%D0%BE%D0%BA%D0%B0_%D0%BA%D1%83%D1%80%D1%81%D0%B0_%C2%ABMLOps%C2%BB\" title=\"\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430 \u00abMLOps\u00bb\">\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430 \u00abMLOps\u00bb<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/otus.ru\/journal\/orkestraciya-pajplajnov-v-airflow\/#%D0%A1%D0%BC%D0%BE%D1%82%D1%80%D0%B8%D1%82%D0%B5_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D0%B8_%D0%B4%D1%80%D1%83%D0%B3%D0%B8%D1%85_%D0%B2%D0%B5%D0%B1%D0%B8%D0%BD%D0%B0%D1%80%D0%BE%D0%B2\" title=\"\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:\">\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%97%D0%B0%D0%BF%D0%B8%D1%81%D1%8C_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D0%BE%D0%B3%D0%BE_%D1%83%D1%80%D0%BE%D0%BA%D0%B0_%D0%BA%D1%83%D1%80%D1%81%D0%B0_%C2%ABMLOps%C2%BB\"><\/span>\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430 <a href=\"https:\/\/otus.ru\/lessons\/ml-bigdata\/?utm_source=oj&amp;utm_medium=affilate&amp;utm_campaign=ml-bigdata&amp;mxm=[[hash_metrika]]&amp;relogin=True&amp;token=[[token]]\" target=\"_blank\" rel=\"noreferrer noopener\">\u00abMLOps\u00bb<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u0414\u0435\u043c\u043e-\u0437\u0430\u043d\u044f\u0442\u0438\u0435 \u043a\u0443\u0440\u0441\u0430 \u00abMLOps\u00bb\" width=\"770\" height=\"433\" src=\"https:\/\/www.youtube.com\/embed\/6OtiZLaRn4c?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u041d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e ML \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u2014 \u044d\u0442\u043e \u0435\u0449\u0435 \u043f\u043e\u043b\u0434\u0435\u043b\u0430. \u041a\u0430\u043a \u044d\u0442\u043e \u043c\u0435\u043d\u0435\u0434\u0436\u0435\u0440\u0438\u0442\u044c? \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e\u043c?<\/p>\n\n\n\n<p>AifFlow \u043b\u0435\u0433\u043a\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443. \u041f\u0440\u0438\u0447\u0435\u043c \u043f\u043e \u0445\u043e\u0434\u0443 \u0434\u0435\u043b\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0448\u0430\u0433\u0438 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0438 \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0445 \u0431\u0435\u0437 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/07\/Aleksandr-Milenkin_80h80-2.png\" alt=\"\u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0432 AirFlow\" class=\"wp-image-4047\" width=\"100\" height=\"100\"\/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:55%\">\n<p class=\"has-text-align-left\" style=\"line-height:1.5\"><strong>\u0421\u043f\u0438\u043a\u0435\u0440: \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u041c\u0438\u043b\u0435\u043d\u044c\u043a\u0438\u043d<\/strong> <\/p>\n\n\n\n<p class=\"has-text-align-left\" style=\"line-height:1.5\">\u0421\u0442\u0430\u0440\u0448\u0438\u0439 \u043c\u0435\u043d\u0435\u0434\u0436\u0435\u0440 \u043f\u043e \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0432 X5 Retail Group<\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BC%D0%BE%D1%82%D1%80%D0%B8%D1%82%D0%B5_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D0%B8_%D0%B4%D1%80%D1%83%D0%B3%D0%B8%D1%85_%D0%B2%D0%B5%D0%B1%D0%B8%D0%BD%D0%B0%D1%80%D0%BE%D0%B2\"><\/span>\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><a href=\"https:\/\/otus.ru\/journal\/monitoring-modelej-mashinnogo-obucheniya-v-nbsp-mlflow\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u00ab\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 MLFlow\u00bb<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e ML \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432 \u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u2014 \u044d\u0442\u043e \u0435\u0449\u0435 \u043f\u043e\u043b\u0434\u0435\u043b\u0430. \u041a\u0430\u043a \u044d\u0442\u043e \u043c\u0435\u043d\u0435\u0434\u0436\u0435\u0440\u0438\u0442\u044c? \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e\u043c? AifFlow \u043b\u0435\u0433\u043a\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443. <\/p>\n","protected":false},"author":10,"featured_media":4252,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"footnotes":""},"categories":[1],"tags":[201],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4087"}],"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=4087"}],"version-history":[{"count":1,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4087\/revisions"}],"predecessor-version":[{"id":4253,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4087\/revisions\/4253"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media\/4252"}],"wp:attachment":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media?parent=4087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/categories?post=4087"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/tags?post=4087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}