{"id":36784,"date":"2019-10-31T22:13:47","date_gmt":"2019-10-31T19:13:47","guid":{"rendered":"https:\/\/prohoster.info\/blog\/opyt-ustanovki-apache-airflow-na-windows-10\/"},"modified":"2019-10-31T22:13:47","modified_gmt":"2019-10-31T19:13:47","slug":"opyt-ustanovki-apache-airflow-na-windows-10","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/opyt-ustanovki-apache-airflow-na-windows-10","title":{"rendered":"Zku\u0161enosti s instalac\u00ed Apache Airflow na Windows 10","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><b>\u00davod<\/b>: osudem jsem se z akademick\u00e9ho sv\u011bta (medic\u00edny) dostala do sv\u011bta informa\u010dn\u00edch technologi\u00ed, kde mus\u00edm vyu\u017e\u00edvat sv\u00e9 znalosti metodologie prov\u00e1d\u011bn\u00ed experiment\u016f a strategi\u00ed anal\u00fdzy experiment\u00e1ln\u00edch dat, av\u0161ak s nov\u00fdm pro m\u011b technologick\u00fdm stackem. P\u0159i seznamov\u00e1n\u00ed se s t\u011bmito technologiemi se setk\u00e1v\u00e1m s \u0159adou obt\u00ed\u017e\u00ed, kter\u00e9 se na\u0161t\u011bst\u00ed zat\u00edm da\u0159\u00ed p\u0159ekon\u00e1vat. Mo\u017en\u00e1 bude tento p\u0159\u00edsp\u011bvek u\u017eite\u010dn\u00fd t\u011bm, kdo tak\u00e9 teprve za\u010d\u00ednaj\u00ed pracovat na projektech Apache. <\/p>\n<p><b>P\u0159ejdeme k j\u00e1dru<\/b>. Inspirov\u00e1na <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/mailru\/blog\/339392\/\">\u010dl\u00e1nkem <\/a><\/noindex> Jurijem Emeljjanovem o mo\u017enostech Apache Airflow v oblasti automatizace analytick\u00fdch postup\u016f, jsem se rozhodla za\u010d\u00edt pou\u017e\u00edvat nab\u00edzenou sadu knihoven ve sv\u00e9 pr\u00e1ci. T\u011bm, kdo s Apache Airflow je\u0161t\u011b nejsou v\u016fbec obezn\u00e1meni, by mohla b\u00fdt zaj\u00edmav\u00e1 mal\u00e1 p\u0159ehledov\u00e1 <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.bmstu.wiki\/Apache_Airflow\">neaktu\u00e1ln\u00ed statistika <\/a><\/noindex> na webu N\u00e1rodn\u00ed knihovny N. E. Baumana. <\/p>\n<p>Jeliko\u017e b\u011b\u017en\u00e9 instrukce pro spu\u0161t\u011bn\u00ed Airflow z\u0159ejm\u011b nefunguj\u00ed v prost\u0159ed\u00ed Windows, a pou\u017e\u00edvat k \u0159e\u0161en\u00ed tohoto \u00fakolu <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/253877\/\">docker <\/a><\/noindex> by pro m\u011b bylo nadbyte\u010dn\u00e9, za\u010dala jsem hledat jin\u00e1 \u0159e\u0161en\u00ed. Na\u0161t\u011bst\u00ed pro m\u011b jsem nebyla prvn\u00ed na t\u00e9to cest\u011b, a proto se mi poda\u0159ilo naj\u00edt skv\u011bl\u00fd <noindex><a rel=\"nofollow\" href=\"https:\/\/www.youtube.com\/watch?v=SYOUbiGtGiU&amp;t=49s\">video n\u00e1vod<\/a><\/noindex> na instalaci Apache Airflow v Windows 10 bez pou\u017eit\u00ed dockeru. Ale, jak to \u010dasto b\u00fdv\u00e1, p\u0159i pln\u011bn\u00ed doporu\u010den\u00fdch krok\u016f se objevuj\u00ed obt\u00ed\u017ee, a domn\u00edv\u00e1m se, \u017ee nejen u m\u011b. Proto bych cht\u011bla vypr\u00e1v\u011bt o sv\u00fdch zku\u0161enostech s instalac\u00ed Apache Airflow, snad n\u011bkomu to u\u0161et\u0159\u00ed trochu \u010dasu.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nProjdeme si kroky instrukce (spoiler \u2014 5. krok prob\u00edhal bez probl\u00e9m\u016f):<\/p>\n<p><b>1. Instalace Windows Subsystem for Linux pro n\u00e1slednou instalaci distribuc\u00ed Linuxu<\/b><\/p>\n<p>To je men\u0161\u00ed z probl\u00e9m\u016f, jak se \u0159\u00edk\u00e1: <\/p>\n<p>Ovl\u00e1dac\u00ed panel \u2192 Programy \u2192 Programy a funkce \u2192 Povolen\u00ed a zak\u00e1z\u00e1n\u00ed funkc\u00ed Windows \u2192 Windows Subsystem for Linux<\/p>\n<p><b>2. Instalace vybran\u00e9 linuxov\u00e9 distribuce<\/b><\/p>\n<p>Pou\u017eila jsem aplikaci <noindex><a rel=\"nofollow\" href=\"https:\/\/www.microsoft.com\/ru-ru\/p\/ubuntu\/9nblggh4msv6?activetab=pivot:overviewtab\">Ubuntu<\/a><\/noindex>.<\/p>\n<p><b>3. Instalace a aktualizace pip <\/b><\/p>\n<pre><code class=\"plaintext\">sudo apt-get install software-properties-common\nsudo apt-add-repository universe\nsudo apt-get update\nsudo apt-get install python-pip<\/code><\/pre>\n<p>\n<b>4. Instalace Apache Airflow<\/b><\/p>\n<pre><code class=\"plaintext\">export SLUGIFY_USES_TEXT_UNIDECODE=yes\npip install apache-airflow<\/code><\/pre>\n<p>\n<b>5. Inicializace datab\u00e1ze<\/b><\/p>\n<p>A pr\u00e1v\u011b zde za\u010daly m\u00e9 mal\u00e9 pot\u00ed\u017ee. Instrukce p\u0159ikazuje zadat p\u0159\u00edkaz <code>airflow initdb<\/code> a p\u0159ej\u00edt k dal\u0161\u00edmu kroku. Nicm\u00e9n\u011b jsem neust\u00e1le dost\u00e1vala odpov\u011b\u010f <code>airflow: command not found<\/code>. Je logick\u00e9 p\u0159edpokl\u00e1dat, \u017ee do\u0161lo k probl\u00e9m\u016fm b\u011bhem instalace Apache Airflow a jednodu\u0161e chyb\u00ed pot\u0159ebn\u00e9 soubory. Po ujist\u011bn\u00ed, \u017ee je v\u0161e na spr\u00e1vn\u00e9m m\u00edst\u011b, jsem se rozhodla zkusit uv\u00e9st \u00faplnou cestu k souboru airflow (m\u011blo by to vypadat takto: <code>\u00fapln\u00e1\/cesta\/k\/souboru\/airflow initdb<\/code>). Ale z\u00e1zrak se nekonal a odpov\u011b\u010f byla stejn\u00e1 <code>airflow: command not found<\/code>. Zkusila jsem pou\u017e\u00edt relativn\u00ed cestu k souboru (<code>.\/.local\/bin\/airflow initdb<\/code>), co\u017e vedlo k objeven\u00ed nov\u00e9 chyby <code>ModuleNotFoundError: No module named json'<\/code>, kterou lze p\u0159ekonat aktualizac\u00ed knihovny <i>werkzeug<\/i> (v m\u00e9m p\u0159\u00edpad\u011b na verzi 0.15.4):<\/p>\n<pre><code class=\"plaintext\">pip install werkzeug==0.15.4<\/code><\/pre>\n<p>\nV\u00edce o werkzeug si m\u016f\u017eete p\u0159e\u010d\u00edst <noindex><a rel=\"nofollow\" href=\"https:\/\/werkzeug.palletsprojects.com\/en\/0.15.x\/\">zde<\/a><\/noindex>. <\/p>\n<p>Po t\u00e9to jednoduch\u00e9 manipulaci byl p\u0159\u00edkaz <code>.\/.local\/bin\/airflow initdb<\/code> prov\u00e1d\u011bn \u00fasp\u011b\u0161n\u011b. <\/p>\n<p><b>6. Spu\u0161t\u011bn\u00ed serveru Airflow<\/b><\/p>\n<p>T\u00edmto obt\u00ed\u017ee s p\u0159\u00edstupem k airflow je\u0161t\u011b neskon\u010dily. Spu\u0161t\u011bn\u00ed p\u0159\u00edkazu <code>.\/.local\/bin\/airflow webserver -p 8080<\/code> vedlo k chyb\u011b <code>No such file or directory<\/code>. Pravd\u011bpodobn\u011b by zku\u0161en\u00fd u\u017eivatel Ubuntu ihned zkusil p\u0159ekonat tyto pot\u00ed\u017ee s p\u0159\u00edstupem k souboru pomoc\u00ed p\u0159\u00edkazu <code>export PATH=$PATH:~\/.local\/bin\/<\/code> (tedy p\u0159id\u00e1n\u00edm katalogu \/.local\/bin\/ k existuj\u00edc\u00ed cest\u011b hled\u00e1n\u00ed spustiteln\u00fdch soubor\u016f, definovan\u00e9 prom\u011bnnou PATH), ale tento p\u0159\u00edsp\u011bvek je ur\u010den pro ty, kte\u0159\u00ed p\u0159ev\u00e1\u017en\u011b pracuj\u00ed s Windows a mo\u017en\u00e1 pova\u017euj\u00ed toto \u0159e\u0161en\u00ed za nep\u0159ehledn\u00e9. <\/p>\n<p>Po v\u00fd\u0161e popsan\u00e9 manipulaci byl p\u0159\u00edkaz <code>.\/.local\/bin\/airflow webserver -p 8080<\/code> \u00fasp\u011b\u0161n\u011b proveden.<\/p>\n<p><b>7. URL: <noindex>localhost<\/noindex>:8080\/<\/b><\/p>\n<p>Pokud v\u0161e prob\u011bhlo \u00fasp\u011b\u0161n\u011b v p\u0159edchoz\u00edch kroc\u00edch, jste p\u0159ipraveni dob\u00fdt analytick\u00e9 vrcholy.<\/p>\n<p>Douf\u00e1m, \u017ee v\u00fd\u0161e popsan\u00e1 zku\u0161enost s instalac\u00ed Apache Airflow na Windows 10 bude u\u017eite\u010dn\u00e1 za\u010d\u00ednaj\u00edc\u00edm u\u017eivatel\u016fm a urychl\u00ed jejich vstup do sv\u011bta modern\u00edch analytick\u00fdch n\u00e1stroj\u016f. <\/p>\n<p>P\u0159\u00ed\u0161t\u011b bych r\u00e1da pokra\u010dovala v t\u00e9matu a pod\u011blila se o zku\u0161enosti s pou\u017e\u00edv\u00e1n\u00edm Apache Airflow v oblasti anal\u00fdzy chov\u00e1n\u00ed u\u017eivatel\u016f mobiln\u00edch aplikac\u00ed.<br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/462161\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u0440\u0435\u0430\u043c\u0431\u0443\u043b\u0430: \u0432\u043e\u043b\u0435\u044e \u0441\u0443\u0434\u044c\u0431\u044b \u0438\u0437 \u043c\u0438\u0440\u0430 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0430\u0443\u043a\u0438 (\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u044b) \u044f \u043f\u043e\u043f\u0430\u043b\u0430 \u0432 \u043c\u0438\u0440 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0433\u0434\u0435 \u043c\u043d\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u043e 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\u0440\u044f\u0434\u043e\u043c \u0442\u0440\u0443\u0434\u043d\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043a\u0430, \u043a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0432\u0430\u0442\u044c. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u044d\u0442\u043e\u0442 \u043f\u043e\u0441\u0442 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-36784","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" 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