| |
| |
| |
| |
| <!DOCTYPE html> |
| <!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]--> |
| <!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]--> |
| <html xmlns="http://www.w3.org/1999/xhtml" lang="en"> |
| <head> |
| <meta charset="utf-8" /> |
| <meta name="viewport" content="width=device-width, initial-scale=1"> |
| <title>AWS ECS Executor — apache-airflow-providers-amazon Documentation</title> |
| <link rel="stylesheet" href="../_static/_gen/css/main.min.css" type="text/css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/pygments.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/_gen/css/main.min.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/_gen/css/main-custom.min.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/graphviz.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" /> |
| <link rel="stylesheet" type="text/css" href="../_static/custom.css" /> |
| <link rel="shortcut icon" href="../_static/pin_32.png"/> |
| <link rel="index" title="Index" href="../genindex.html" /> |
| <link rel="search" title="Search" href="../search.html" /> |
| <link rel="next" title="Amazon CLI Commands" href="../cli-ref.html" /> |
| <link rel="prev" title="Amazon Executors" href="index.html" /> |
| |
| <link rel="canonical" href="https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/executors/ecs-executor.html" /> |
| |
| |
| <!-- Matomo --> |
| <script> |
| var _paq = window._paq = window._paq || []; |
| /* tracker methods like "setCustomDimension" should be called before "trackPageView" */ |
| /* We explicitly disable cookie tracking to avoid privacy issues */ |
| _paq.push(['disableCookies']); |
| _paq.push(['trackPageView']); |
| _paq.push(['enableLinkTracking']); |
| (function() { |
| var u="https://analytics.apache.org/"; |
| _paq.push(['setTrackerUrl', u+'matomo.php']); |
| _paq.push(['setSiteId', '13']); |
| var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0]; |
| g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s); |
| })(); |
| </script> |
| <!-- End Matomo Code --> |
| |
| <!-- Scarf Telemetry Pixel --> |
| <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=7265a3c4-a6dd-4933-ba8b-9e3c13903c60" /> |
| <!-- End Scarf Telemetry Pixel --> |
| |
| </head><body class="td-section"> |
| |
| |
| <header> |
| <nav class="js-navbar-scroll navbar"> |
| <div class="navbar__icon-container"> |
| <a href="/"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="155.314" height="60" viewBox="0 0 155.314 60"> |
| <defs> |
| <clipPath id="clip-path"> |
| <path id="Rectangle_1" d="M0 0h155.314v60H0z" fill="none" data-name="Rectangle 1"></path> |
| </clipPath> |
| </defs> |
| <g id="logo" transform="translate(-1305 -780.355)"> |
| <g id="Group_2" clip-path="url(#clip-path)" data-name="Group 2" transform="translate(1305 780.355)"> |
| <g id="Group_1" data-name="Group 1" transform="translate(.486 .486)"> |
| <path id="Path_1" d="M1307.562 880.867l28.187-28.893a.521.521 0 0 0 .063-.666c-1.714-2.393-4.877-2.808-6.049-4.416-3.472-4.763-4.353-7.459-5.845-7.292a.456.456 0 0 0-.271.143l-10.182 10.438c-5.858 6-6.7 19.225-6.852 30.3a.552.552 0 0 0 .949.386z" fill="#017cee" data-name="Path 1" transform="translate(-1306.613 -822.232)"></path> |
| <path id="Path_2" d="M1405.512 908.489l-28.893-28.189a.521.521 0 0 0-.667-.063c-2.393 1.715-2.808 4.877-4.416 6.049-4.763 3.472-7.459 4.353-7.292 5.845a.456.456 0 0 0 .143.27l10.438 10.182c6 5.858 19.225 6.7 30.3 6.852a.552.552 0 0 0 .387-.946z" fill="#00ad46" data-name="Path 2" transform="translate(-1346.876 -850.567)"></path> |
| <path id="Path_3" d="M1373.909 902.252c-3.28-3.2-4.8-9.53 1.486-22.583-10.219 4.567-13.8 10.57-12.039 12.289z" fill="#04d659" data-name="Path 3" transform="translate(-1345.96 -850.233)"></path> |
| <path id="Path_4" d="M1433.132 782.359l-28.186 28.893a.52.52 0 0 0-.063.666c1.715 2.393 4.876 2.808 6.049 4.416 3.472 4.763 4.354 7.459 5.845 7.292a.454.454 0 0 0 .271-.143l10.182-10.438c5.858-6 6.7-19.225 6.852-30.3a.553.553 0 0 0-.95-.386z" fill="#00c7d4" data-name="Path 4" transform="translate(-1375.21 -782.123)"></path> |
| <path id="Path_5" d="M1426.9 881.155c-3.2 3.28-9.53 4.8-22.584-1.486 4.567 10.219 10.57 13.8 12.289 12.039z" fill="#11e1ee" data-name="Path 5" transform="translate(-1374.875 -850.233)"></path> |
| <path id="Path_6" d="M1307 782.919l28.893 28.186a.521.521 0 0 0 .666.063c2.393-1.715 2.808-4.877 4.416-6.049 4.763-3.472 7.459-4.353 7.292-5.845a.459.459 0 0 0-.143-.271l-10.438-10.182c-6-5.858-19.225-6.7-30.3-6.852a.552.552 0 0 0-.386.95z" fill="#e43921" data-name="Path 6" transform="translate(-1306.766 -781.97)"></path> |
| <path id="Path_7" d="M1405.8 804.711c3.28 3.2 4.8 9.53-1.486 22.584 10.219-4.567 13.8-10.571 12.039-12.289z" fill-rule="evenodd" fill="#ff7557" data-name="Path 7" transform="translate(-1374.875 -797.859)"></path> |
| <path id="Path_8" d="M1329.355 849.266c3.2-3.28 9.53-4.8 22.584 1.486-4.567-10.219-10.57-13.8-12.289-12.039z" fill="#0cb6ff" data-name="Path 8" transform="translate(-1322.503 -821.316)"></path> |
| <circle id="Ellipse_1" cx="1.26" cy="1.26" r="1.26" fill="#4a4848" data-name="Ellipse 1" transform="translate(28.18 28.171)"></circle> |
| <path id="Path_9" d="M1527.558 827.347a.229.229 0 0 1-.223-.223.458.458 0 0 1 .011-.123l2.766-7.214a.346.346 0 0 1 .357-.245h.758a.348.348 0 0 1 .357.245l2.754 7.214.022.123a.228.228 0 0 1-.223.223h-.568a.288.288 0 0 1-.19-.056.352.352 0 0 1-.089-.134l-.613-1.583h-3.657l-.613 1.583a.317.317 0 0 1-.1.134.269.269 0 0 1-.178.056zm4.795-2.732l-1.505-3.958-1.505 3.958zm3.322 4.85a.258.258 0 0 1-.189-.078.241.241 0 0 1-.067-.178v-7.4a.241.241 0 0 1 .067-.178.258.258 0 0 1 .189-.078h.513a.268.268 0 0 1 .256.256v.49a2.118 2.118 0 0 1 1.828-.858 2.092 2.092 0 0 1 1.751.736 3.135 3.135 0 0 1 .636 1.9q.011.122.011.379t-.011.379a3.168 3.168 0 0 1-.636 1.9 2.111 2.111 0 0 1-1.751.736 2.154 2.154 0 0 1-1.806-.836v2.587a.241.241 0 0 1-.067.178.223.223 0 0 1-.179.078zm2.364-2.91a1.324 1.324 0 0 0 1.149-.491 2.266 2.266 0 0 0 .4-1.293q.011-.111.011-.323 0-2.107-1.562-2.107a1.365 1.365 0 0 0-1.159.513 2.111 2.111 0 0 0-.412 1.2l-.012.424.012.435a1.862 1.862 0 0 0 .424 1.149 1.4 1.4 0 0 0 1.148.493zm5.628.9a2.329 2.329 0 0 1-1.015-.223 1.94 1.94 0 0 1-.747-.6 1.487 1.487 0 0 1-.268-.859 1.459 1.459 0 0 1 .6-1.2 3.4 3.4 0 0 1 1.65-.624l1.661-.234v-.323q0-1.137-1.3-1.137a1.4 1.4 0 0 0-.8.212 1.376 1.376 0 0 0-.468.48.305.305 0 0 1-.089.145.18.18 0 0 1-.134.045h-.48a.23.23 0 0 1-.245-.245 1.17 1.17 0 0 1 .245-.6 1.931 1.931 0 0 1 .747-.591 2.7 2.7 0 0 1 1.238-.256 2.351 2.351 0 0 1 1.8.591 2.032 2.032 0 0 1 .547 1.45v3.613a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067h-.513a.233.233 0 0 1-.257-.256v-.479a1.923 1.923 0 0 1-.714.6 2.557 2.557 0 0 1-1.203.237zm.234-.836a1.579 1.579 0 0 0 1.182-.469 1.881 1.881 0 0 0 .468-1.371v-.312l-1.293.19a2.918 2.918 0 0 0-1.193.379.761.761 0 0 0-.4.658.784.784 0 0 0 .368.691 1.585 1.585 0 0 0 .867.237zm6.643.836a2.556 2.556 0 0 1-1.873-.669 2.738 2.738 0 0 1-.714-1.9l-.011-.446.011-.446a2.7 2.7 0 0 1 .714-1.885 2.531 2.531 0 0 1 1.873-.68 2.917 2.917 0 0 1 1.36.29 2.077 2.077 0 0 1 .825.714 1.7 1.7 0 0 1 .3.848.2.2 0 0 1-.067.178.281.281 0 0 1-.19.067h-.535a.265.265 0 0 1-.168-.045.458.458 0 0 1-.111-.178 1.428 1.428 0 0 0-.535-.758 1.516 1.516 0 0 0-.87-.234 1.45 1.45 0 0 0-1.1.435 1.952 1.952 0 0 0-.435 1.3l-.011.4.011.379a1.969 1.969 0 0 0 .435 1.316 1.446 1.446 0 0 0 1.1.424 1.577 1.577 0 0 0 .87-.223 1.493 1.493 0 0 0 .535-.769.458.458 0 0 1 .111-.178.228.228 0 0 1 .168-.056h.535a.258.258 0 0 1 .19.078.2.2 0 0 1 .067.178 1.75 1.75 0 0 1-.3.847 2.078 2.078 0 0 1-.825.714 2.876 2.876 0 0 1-1.361.302zm4.078-.112a.233.233 0 0 1-.257-.256v-7.4a.241.241 0 0 1 .067-.178.259.259 0 0 1 .19-.078h.557a.267.267 0 0 1 .257.256v2.6a2.167 2.167 0 0 1 .758-.624 2.353 2.353 0 0 1 1.082-.223 2.067 2.067 0 0 1 1.661.691 2.642 2.642 0 0 1 .6 1.818v3.144a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067h-.557a.233.233 0 0 1-.256-.256V824a1.775 1.775 0 0 0-.39-1.227 1.387 1.387 0 0 0-1.1-.435 1.481 1.481 0 0 0-1.126.446 1.7 1.7 0 0 0-.412 1.215v3.088a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067zm8.846.112a2.466 2.466 0 0 1-1.84-.7 2.938 2.938 0 0 1-.747-1.94l-.011-.379.011-.368a2.953 2.953 0 0 1 .758-1.918 2.7 2.7 0 0 1 3.735.078 3.114 3.114 0 0 1 .68 2.119v.19a.257.257 0 0 1-.078.189.241.241 0 0 1-.178.067h-3.858v.1a2.11 2.11 0 0 0 .435 1.238 1.332 1.332 0 0 0 1.081.5 1.563 1.563 0 0 0 .836-.2 1.7 1.7 0 0 0 .491-.435.6.6 0 0 1 .145-.156.391.391 0 0 1 .19-.033h.547a.252.252 0 0 1 .167.056.192.192 0 0 1 .067.156.975.975 0 0 1-.312.591 2.51 2.51 0 0 1-.859.6 3.049 3.049 0 0 1-1.26.248zm1.527-3.434v-.033a1.817 1.817 0 0 0-.424-1.249 1.512 1.512 0 0 0-2.23 0 1.883 1.883 0 0 0-.4 1.249v.033z" fill="#51504f" data-name="Path 9" transform="translate(-1460.834 -808.144)"></path> |
| <path id="Path_10" d="M1527.2 827.081l-.061.061zm-.056-.279l-.08-.031zm2.766-7.214l.08.031zm1.472 0l-.081.029zm2.754 7.214l.084-.015a.064.064 0 0 0 0-.015zm.022.123h.086v-.015zm-.067.156l.06.061zm-.914.011l-.061.061.006.005zm-.089-.134l.081-.027zm-.613-1.583l.08-.031a.086.086 0 0 0-.08-.055zm-3.657 0v-.086a.086.086 0 0 0-.08.055zm-.613 1.583l-.08-.031zm-.1.134l.055.066zm4.047-2.676v.086a.086.086 0 0 0 .08-.116zm-1.505-3.958l.08-.03a.086.086 0 0 0-.16 0zm-1.505 3.958l-.08-.03a.086.086 0 0 0 .08.116zm-1.784 2.646a.128.128 0 0 1-.1-.042l-.122.121a.3.3 0 0 0 .217.092zm-.1-.042a.129.129 0 0 1-.042-.1h-.171a.3.3 0 0 0 .092.217zm-.042-.1a.38.38 0 0 1 .007-.1l-.163-.054a.514.514 0 0 0-.016.15zm.005-.092l2.765-7.214-.16-.061-2.765 7.214zm2.766-7.216a.283.283 0 0 1 .1-.143.3.3 0 0 1 .174-.046v-.172a.47.47 0 0 0-.271.076.453.453 0 0 0-.166.226zm.276-.189h.758v-.172h-.758zm.758 0a.3.3 0 0 1 .175.046.283.283 0 0 1 .1.143l.161-.059a.451.451 0 0 0-.166-.226.47.47 0 0 0-.272-.076zm.277.19l2.754 7.214.16-.061-2.754-7.214zm2.75 7.2l.022.123.169-.031-.022-.123zm.021.107a.13.13 0 0 1-.042.1l.121.121a.3.3 0 0 0 .092-.217zm-.042.1a.13.13 0 0 1-.1.042v.171a.3.3 0 0 0 .217-.092zm-.1.042h-.568v.171h.568zm-.568 0a.206.206 0 0 1-.135-.036l-.11.132a.373.373 0 0 0 .245.076zm-.129-.031a.262.262 0 0 1-.069-.1l-.162.054a.431.431 0 0 0 .11.167zm-.07-.1l-.613-1.584-.16.062.613 1.583zm-.693-1.638h-3.657v.171h3.657zm-3.737.055l-.614 1.584.16.062.613-1.583zm-.615 1.587a.235.235 0 0 1-.075.1l.111.13a.4.4 0 0 0 .126-.172zm-.074.1a.185.185 0 0 1-.124.036v.171a.354.354 0 0 0 .233-.076zm-.124.036h-.569v.171h.569zm4.306-2.677l-1.505-3.958-.16.061 1.505 3.958zm-1.666-3.958l-1.505 3.958.16.061 1.505-3.958zm-1.425 4.075h3.01v-.171h-3.01zm6.143 4.687l-.06.061zm0-7.761l.061.061zm.881 0l-.065.056.01.009zm.078.669h-.086a.086.086 0 0 0 .155.051zm3.579-.123l-.067.053zm.636 1.9h-.086zm0 .758l-.085-.007zm-.636 1.9l.067.054zm-3.557-.1l.068-.052a.086.086 0 0 0-.154.052zm-.067 2.765l-.061-.06zm2.787-3.323l-.069-.051zm.4-1.293l-.085-.008v.005zm-2.709-1.918l-.068-.052zm-.413 1.2h-.086zm-.011.423h-.085zm.011.435h-.086zm.424 1.149l.066-.054zm-1.216 3.315a.173.173 0 0 1-.129-.053l-.121.121a.342.342 0 0 0 .25.1zm-.129-.053a.157.157 0 0 1-.042-.118h-.172a.325.325 0 0 0 .092.239zm-.042-.118v-7.4h-.172v7.4zm0-7.4a.157.157 0 0 1 .042-.118l-.121-.121a.324.324 0 0 0-.092.239zm.042-.118a.173.173 0 0 1 .129-.053v-.172a.342.342 0 0 0-.25.1zm.129-.053h.513v-.172h-.513zm.513 0a.137.137 0 0 1 .113.048l.13-.111a.309.309 0 0 0-.244-.108zm.123.058a.137.137 0 0 1 .048.113h.171a.309.309 0 0 0-.108-.243zm.048.113v.49h.171v-.49zm.155.541a2.033 2.033 0 0 1 1.759-.823v-.171a2.2 2.2 0 0 0-1.9.894zm1.759-.823a2.007 2.007 0 0 1 1.683.7l.135-.106a2.177 2.177 0 0 0-1.818-.768zm1.683.7a3.045 3.045 0 0 1 .617 1.845l.171-.007a3.218 3.218 0 0 0-.654-1.946zm.617 1.85c.007.078.011.2.011.372h.171c0-.171 0-.3-.012-.387zm.011.372c0 .171 0 .294-.011.372l.17.015c.008-.086.012-.216.012-.387zm-.011.376a3.08 3.08 0 0 1-.617 1.846l.134.106a3.25 3.25 0 0 0 .654-1.945zm-.617 1.845a2.025 2.025 0 0 1-1.683.7v.171a2.2 2.2 0 0 0 1.817-.768zm-1.683.7a2.068 2.068 0 0 1-1.739-.8l-.136.1a2.239 2.239 0 0 0 1.874.87zm-1.892-.75v2.587h.172v-2.587zm0 2.587a.156.156 0 0 1-.042.118l.121.121a.325.325 0 0 0 .092-.239zm-.046.123a.138.138 0 0 1-.114.048v.172a.308.308 0 0 0 .244-.108zm-.114.048h-.546v.172h.546zm1.817-2.739a1.408 1.408 0 0 0 1.218-.526l-.138-.1a1.24 1.24 0 0 1-1.079.455zm1.217-.525a2.355 2.355 0 0 0 .419-1.341l-.171-.007a2.182 2.182 0 0 1-.385 1.246zm.418-1.336c.008-.079.012-.19.012-.332h-.172c0 .14 0 .245-.011.315zm.012-.332a2.726 2.726 0 0 0-.407-1.632 1.448 1.448 0 0 0-1.24-.562v.171a1.278 1.278 0 0 1 1.1.492 2.565 2.565 0 0 1 .374 1.53zm-1.647-2.193a1.452 1.452 0 0 0-1.228.547l.136.1a1.282 1.282 0 0 1 1.091-.479zm-1.228.547a2.2 2.2 0 0 0-.43 1.252l.172.008a2.028 2.028 0 0 1 .4-1.157zm-.43 1.254l-.011.424h.171l.011-.424zm-.011.428l.011.435h.172l-.011-.435zm.011.436a1.95 1.95 0 0 0 .443 1.2l.133-.109a1.776 1.776 0 0 1-.4-1.1zm.443 1.2a1.484 1.484 0 0 0 1.214.522v-.171a1.314 1.314 0 0 1-1.082-.459zm5.828 1.117l.037-.077zm-.747-.6l-.07.049zm.335-2.063l.052.068zm1.65-.624l.012.085zm1.661-.234l.012.085a.086.086 0 0 0 .074-.085zm-2.107-1.249l.046.072zm-.468.48l-.075-.042a.083.083 0 0 0-.006.015zm-.089.145l-.054-.067-.007.006zm-.792-.022l-.065.056.009.009zm-.067-.178h-.086zm.245-.6l-.07-.049zm.747-.591l.038.077zm3.033.334l-.063.058zm.468 5.252l.06.061zm-.881 0l-.065.056a.043.043 0 0 0 .009.009zm-.067-.669h.086a.086.086 0 0 0-.156-.048zm-.714.6l-.04-.076zm.223-1.059l-.062-.06zm.468-1.684h.086a.086.086 0 0 0-.1-.085zm-1.293.189l.012.085zm-1.193.379l.046.072zm-.033 1.349l-.047.071zm.635.985a2.241 2.241 0 0 1-.978-.215l-.074.155a2.412 2.412 0 0 0 1.051.231zm-.978-.215a1.859 1.859 0 0 1-.715-.576l-.138.1a2.024 2.024 0 0 0 .779.629zm-.713-.573a1.4 1.4 0 0 1-.253-.81h-.172a1.571 1.571 0 0 0 .283.907zm-.253-.81a1.374 1.374 0 0 1 .569-1.136l-.105-.135a1.544 1.544 0 0 0-.635 1.272zm.569-1.137a3.316 3.316 0 0 1 1.609-.607l-.024-.17a3.481 3.481 0 0 0-1.691.642zm1.609-.607l1.661-.234-.024-.17-1.662.234zm1.735-.319v-.323h-.171v.323zm0-.323a1.156 1.156 0 0 0-.355-.917 1.536 1.536 0 0 0-1.035-.306v.172a1.37 1.37 0 0 1 .922.263.986.986 0 0 1 .3.788zm-1.39-1.223a1.486 1.486 0 0 0-.851.227l.1.142a1.316 1.316 0 0 1 .755-.2zm-.849.226a1.452 1.452 0 0 0-.5.51l.15.084a1.286 1.286 0 0 1 .44-.449zm-.5.524a.226.226 0 0 1-.062.105l.107.134a.391.391 0 0 0 .117-.185zm-.068.112a.1.1 0 0 1-.073.019v.171a.266.266 0 0 0 .194-.07zm-.073.019h-.48v.171h.48zm-.48 0a.18.18 0 0 1-.122-.046l-.112.13a.352.352 0 0 0 .234.087zm-.113-.037a.18.18 0 0 1-.047-.123h-.171a.352.352 0 0 0 .087.234zm-.047-.119a1.1 1.1 0 0 1 .23-.557l-.14-.1a1.253 1.253 0 0 0-.261.648zm.23-.556a1.843 1.843 0 0 1 .715-.564l-.075-.154a2.018 2.018 0 0 0-.78.618zm.716-.564a2.611 2.611 0 0 1 1.2-.247v-.171a2.781 2.781 0 0 0-1.277.266zm1.2-.247a2.268 2.268 0 0 1 1.732.563l.126-.116a2.435 2.435 0 0 0-1.858-.618zm1.733.564a1.945 1.945 0 0 1 .523 1.391h.171a2.117 2.117 0 0 0-.57-1.508zm.523 1.391v3.613h.171v-3.613zm0 3.613a.172.172 0 0 1-.053.129l.121.121a.344.344 0 0 0 .1-.25zm-.053.129a.157.157 0 0 1-.118.042v.171a.326.326 0 0 0 .239-.092zm-.118.042h-.513v.171h.513zm-.513 0a.2.2 0 0 1-.134-.046l-.111.13a.367.367 0 0 0 .245.088zm-.124-.037a.194.194 0 0 1-.047-.134h-.171a.366.366 0 0 0 .087.245zm-.047-.134v-.479h-.171v.479zm-.156-.528a1.846 1.846 0 0 1-.683.575l.079.152a2.012 2.012 0 0 0 .745-.629zm-.683.575a2.476 2.476 0 0 1-1.153.236v.171a2.644 2.644 0 0 0 1.233-.255zm-.919-.429a1.666 1.666 0 0 0 1.244-.494l-.123-.12a1.493 1.493 0 0 1-1.121.442zm1.244-.494a1.969 1.969 0 0 0 .492-1.431h-.171a1.8 1.8 0 0 1-.444 1.312zm.492-1.431v-.312h-.171v.312zm-.1-.4l-1.293.189.025.17 1.293-.189zm-1.293.189a3 3 0 0 0-1.228.393l.095.143a2.837 2.837 0 0 1 1.158-.365zm-1.227.392a.845.845 0 0 0-.441.73h.172a.676.676 0 0 1 .362-.586zm-.441.73a.869.869 0 0 0 .406.762l.095-.142a.7.7 0 0 1-.33-.62zm.408.764a1.673 1.673 0 0 0 .916.247v-.171a1.5 1.5 0 0 1-.823-.221zm5.686.329l-.061.06zm-.714-1.9h-.085zm-.011-.446h-.085zm.011-.446h-.085zm.714-1.885l.061.061zm3.234-.39l-.04.076zm.825.713l-.073.046zm.3.848h-.086zm-.067.178l.056.065zm-.892.022l.054-.067zm-.112-.178l-.081.029zm-.535-.758l-.048.071zm-1.974.2l-.062-.059zm-.435 1.3h-.086zm-.011.4h-.086zm.011.379h-.086zm.435 1.316l-.062.059zm1.974.2l.046.072zm.535-.769l-.079-.033zm.112-.178l.054.067.007-.006zm.892.022l-.061.06zm.067.178l-.085-.009zm-.3.847l-.072-.046zm-.825.714l-.04-.076zm-1.36.2a2.471 2.471 0 0 1-1.814-.644l-.12.122a2.64 2.64 0 0 0 1.933.694zm-1.813-.643a2.653 2.653 0 0 1-.689-1.839l-.171.006a2.822 2.822 0 0 0 .738 1.952zm-.689-1.838l-.011-.446h-.171l.011.446zm-.011-.442l.011-.446h-.171l-.011.446zm.011-.445a2.611 2.611 0 0 1 .689-1.827l-.122-.121a2.78 2.78 0 0 0-.738 1.942zm.689-1.827a2.447 2.447 0 0 1 1.813-.655v-.171a2.617 2.617 0 0 0-1.934.705zm1.813-.655a2.836 2.836 0 0 1 1.32.28l.079-.152a3 3 0 0 0-1.4-.3zm1.32.28a1.99 1.99 0 0 1 .792.683l.145-.091a2.158 2.158 0 0 0-.858-.744zm.793.685a1.617 1.617 0 0 1 .287.8l.171-.009a1.789 1.789 0 0 0-.315-.89zm.287.809a.11.11 0 0 1-.037.1l.112.13a.281.281 0 0 0 .1-.252zm-.037.1a.2.2 0 0 1-.134.046v.171a.369.369 0 0 0 .246-.088zm-.134.046h-.535v.171h.535zm-.535 0a.184.184 0 0 1-.114-.026l-.107.134a.345.345 0 0 0 .221.064zm-.114-.026a.389.389 0 0 1-.086-.144l-.158.066a.533.533 0 0 0 .137.212zm-.084-.14a1.514 1.514 0 0 0-.57-.8l-.093.144a1.343 1.343 0 0 1 .5.715zm-.568-.8a1.6 1.6 0 0 0-.918-.249v.171a1.435 1.435 0 0 1 .822.219zm-.918-.249a1.535 1.535 0 0 0-1.166.462l.124.118a1.364 1.364 0 0 1 1.042-.408zm-1.166.462a2.036 2.036 0 0 0-.458 1.36l.171.006a1.872 1.872 0 0 1 .411-1.249zm-.458 1.361l-.011.4h.171l.011-.4zm-.011.406l.011.379.171-.005-.011-.379zm.011.38a2.052 2.052 0 0 0 .458 1.371l.124-.118a1.889 1.889 0 0 1-.411-1.26zm.458 1.371a1.533 1.533 0 0 0 1.166.451v-.172a1.363 1.363 0 0 1-1.042-.4zm1.166.451a1.661 1.661 0 0 0 .916-.237l-.093-.144a1.491 1.491 0 0 1-.823.209zm.918-.238a1.576 1.576 0 0 0 .568-.812l-.162-.057a1.409 1.409 0 0 1-.5.727zm.566-.807a.39.39 0 0 1 .086-.144l-.107-.134a.533.533 0 0 0-.137.213zm.093-.151a.144.144 0 0 1 .107-.031v-.171a.31.31 0 0 0-.228.081zm.107-.031h.535v-.171h-.535zm.535 0a.173.173 0 0 1 .129.053l.121-.121a.344.344 0 0 0-.25-.1zm.134.057a.11.11 0 0 1 .037.1l.17.017a.281.281 0 0 0-.1-.252zm.037.109a1.664 1.664 0 0 1-.288.806l.144.092a1.839 1.839 0 0 0 .315-.889zm-.288.806a1.989 1.989 0 0 1-.792.683l.079.152a2.162 2.162 0 0 0 .858-.744zm-.793.684a2.8 2.8 0 0 1-1.32.28v.171a2.96 2.96 0 0 0 1.4-.3zm2.568.187l-.065.056.01.009zm0-7.772l.061.06zm.926 0l-.065.056.009.009zm.078 2.776h-.085a.086.086 0 0 0 .153.053zm.758-.624l.038.077zm2.743.468l-.065.056zm.524 5.151l-.061-.06zm-.925 0l-.065.056.009.009zm-.457-4.5l-.065.056zm-2.23.011l-.062-.059zm-.49 4.493l-.061-.06zm-.736-.019a.2.2 0 0 1-.134-.046l-.112.13a.367.367 0 0 0 .245.088zm-.124-.037a.2.2 0 0 1-.046-.134h-.172a.367.367 0 0 0 .087.245zm-.046-.134v-7.4h-.172v7.4zm0-7.4a.156.156 0 0 1 .042-.118l-.121-.121a.326.326 0 0 0-.092.239zm.042-.118a.172.172 0 0 1 .129-.053v-.171a.343.343 0 0 0-.25.1zm.129-.053h.557v-.171h-.557zm.557 0a.137.137 0 0 1 .113.048l.13-.112a.308.308 0 0 0-.244-.108zm.122.057a.137.137 0 0 1 .048.113h.172a.309.309 0 0 0-.108-.243zm.048.113v2.6h.172v-2.6zm.153 2.651a2.076 2.076 0 0 1 .728-.6l-.075-.154a2.248 2.248 0 0 0-.788.649zm.73-.6a2.272 2.272 0 0 1 1.043-.214v-.171a2.438 2.438 0 0 0-1.121.232zm1.043-.214a1.982 1.982 0 0 1 1.6.661l.13-.112a2.152 2.152 0 0 0-1.727-.721zm1.6.663a2.557 2.557 0 0 1 .581 1.761h.171a2.727 2.727 0 0 0-.624-1.874zm.581 1.761v3.144h.171v-3.144zm0 3.144a.173.173 0 0 1-.053.129l.121.121a.345.345 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-.557v.171h.557zm-.557 0a.2.2 0 0 1-.134-.046l-.112.13a.367.367 0 0 0 .245.088zm-.124-.037a.2.2 0 0 1-.046-.134h-.172a.368.368 0 0 0 .087.245zm-.046-.134V823.8h-.172v3.088zm0-3.088a1.859 1.859 0 0 0-.412-1.284l-.128.114a1.69 1.69 0 0 1 .368 1.169zm-.411-1.283a1.471 1.471 0 0 0-1.169-.464v.171a1.3 1.3 0 0 1 1.039.406zm-1.169-.464a1.566 1.566 0 0 0-1.188.473l.124.118a1.4 1.4 0 0 1 1.064-.419zm-1.188.473a1.779 1.779 0 0 0-.436 1.275h.172a1.609 1.609 0 0 1 .389-1.156zm-.436 1.275v3.088h.172V823.8zm0 3.088a.172.172 0 0 1-.053.129l.121.121a.344.344 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-.557v.171h.557zm6.449-.505l-.062.059zm-.747-1.94h-.086zm-.012-.379h-.085v.005zm.012-.368l-.086-.006zm.758-1.918l-.061-.06zm3.735.078l-.065.056zm.6 2.5l.061.061zm-4.036.067v-.086a.086.086 0 0 0-.086.086zm0 .1h-.086zm.435 1.238l-.068.053zm1.918.3l.045.073zm.491-.435l-.069-.051zm.145-.156l.039.077h.006zm.9.022l-.055.066zm-.245.747l-.064-.057zm-.858.6l.035.078zm.267-3.189v.086a.086.086 0 0 0 .086-.086zm-.424-1.282l-.066.055zm-2.23 0l-.065-.055zm-.4 1.282h-.086a.086.086 0 0 0 .086.086zm1.528 3.349a2.38 2.38 0 0 1-1.779-.677l-.122.12a2.55 2.55 0 0 0 1.9.728zm-1.778-.676a2.86 2.86 0 0 1-.724-1.886l-.171.009a3.027 3.027 0 0 0 .771 1.995zm-.723-1.884l-.011-.379h-.171l.011.379zm-.011-.374l.011-.368-.172-.005-.011.368zm.011-.365a2.871 2.871 0 0 1 .735-1.864l-.124-.118a3.042 3.042 0 0 0-.782 1.971zm.734-1.864a2.331 2.331 0 0 1 1.756-.687v-.171a2.5 2.5 0 0 0-1.879.74zm1.756-.687a2.307 2.307 0 0 1 1.853.762l.13-.112a2.477 2.477 0 0 0-1.983-.821zm1.854.762a3.03 3.03 0 0 1 .659 2.062h.172a3.2 3.2 0 0 0-.7-2.175zm.659 2.062v.19h.172v-.19zm0 .19a.172.172 0 0 1-.053.129l.121.121a.345.345 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-3.858v.171h3.858zm-3.944.086v.1h.172v-.1zm0 .1a2.2 2.2 0 0 0 .453 1.287l.135-.106a2.027 2.027 0 0 1-.417-1.189zm.454 1.288a1.418 1.418 0 0 0 1.148.533v-.171a1.247 1.247 0 0 1-1.015-.47zm1.148.533a1.647 1.647 0 0 0 .882-.214l-.09-.146a1.481 1.481 0 0 1-.791.188zm.882-.214a1.777 1.777 0 0 0 .515-.458l-.14-.1a1.613 1.613 0 0 1-.466.412zm.513-.456a1.251 1.251 0 0 1 .081-.1.28.28 0 0 1 .026-.025l.008-.006-.077-.153a.326.326 0 0 0-.083.068 1.55 1.55 0 0 0-.092.113zm.12-.134a.328.328 0 0 1 .146-.021v-.171a.468.468 0 0 0-.234.046zm.146-.021h.547v-.171h-.547zm.547 0a.166.166 0 0 1 .112.036l.11-.132a.337.337 0 0 0-.222-.076zm.112.036a.107.107 0 0 1 .036.09h.171a.277.277 0 0 0-.1-.222zm.036.09a.9.9 0 0 1-.291.534l.128.115a1.055 1.055 0 0 0 .334-.649zm-.291.535a2.42 2.42 0 0 1-.83.581l.072.156a2.6 2.6 0 0 0 .888-.624zm-.829.58a2.964 2.964 0 0 1-1.224.238v.171a3.133 3.133 0 0 0 1.295-.253zm.389-3.111v-.033h-.171v.033zm0-.033a1.9 1.9 0 0 0-.445-1.306l-.129.114a1.731 1.731 0 0 1 .4 1.192zm-.444-1.3a1.466 1.466 0 0 0-1.181-.521v.172a1.3 1.3 0 0 1 1.049.46zm-1.181-.521a1.466 1.466 0 0 0-1.18.521l.131.11a1.3 1.3 0 0 1 1.049-.46zm-1.181.521a1.965 1.965 0 0 0-.422 1.3h.172a1.794 1.794 0 0 1 .382-1.194zm-.422 1.3v.033h.172v-.033zm.086.119h3.055v-.171h-3.055z" fill="#51504f" data-name="Path 10" transform="translate(-1460.636 -807.945)"></path> |
| <path id="Path_11" d="M1519.066 884.011a.581.581 0 0 1-.567-.567 1.151 1.151 0 0 1 .028-.312l7.026-18.328a.881.881 0 0 1 .906-.623h1.926a.882.882 0 0 1 .907.623l7 18.328.057.312a.583.583 0 0 1-.567.567h-1.445a.735.735 0 0 1-.482-.142.9.9 0 0 1-.226-.34l-1.558-4.023h-9.292l-1.558 4.023a.8.8 0 0 1-.255.34.688.688 0 0 1-.453.142zm12.181-6.94l-3.824-10.056-3.823 10.055zm8.184-10.538a.592.592 0 0 1-.652-.651v-1.53a.714.714 0 0 1 .17-.482.656.656 0 0 1 .482-.2h1.785a.677.677 0 0 1 .68.68v1.53a.655.655 0 0 1-.2.481.713.713 0 0 1-.481.17zm.227 17.479a.593.593 0 0 1-.652-.652v-13.428a.611.611 0 0 1 .17-.453.656.656 0 0 1 .482-.2h1.359a.679.679 0 0 1 .652.651v13.427a.655.655 0 0 1-.2.482.613.613 0 0 1-.453.17zm6.861 0a.592.592 0 0 1-.651-.652v-13.4a.715.715 0 0 1 .17-.481.656.656 0 0 1 .482-.2h1.3a.677.677 0 0 1 .68.68v1.246a4.255 4.255 0 0 1 3.966-1.926h1.1a.679.679 0 0 1 .651.651v1.161a.566.566 0 0 1-.2.453.612.612 0 0 1-.453.17h-1.7a3.2 3.2 0 0 0-2.408.907 3.253 3.253 0 0 0-.879 2.408v8.328a.656.656 0 0 1-.2.482.716.716 0 0 1-.482.17zm12.234 0a.593.593 0 0 1-.651-.652v-11.814h-2.408a.592.592 0 0 1-.651-.651v-.963a.611.611 0 0 1 .17-.453.654.654 0 0 1 .481-.2h2.408v-1.417q0-4.816 4.872-4.815h1.586a.679.679 0 0 1 .652.651v.963a.656.656 0 0 1-.2.481.613.613 0 0 1-.453.17h-1.529a2.1 2.1 0 0 0-1.785.68 3.248 3.248 0 0 0-.51 2.011v1.275h6.062V863.7a.613.613 0 0 1 .17-.453.656.656 0 0 1 .482-.2h1.3a.679.679 0 0 1 .652.651v19.659a.655.655 0 0 1-.2.482.613.613 0 0 1-.454.17h-1.3a.592.592 0 0 1-.652-.652v-11.811h-6.062v11.813a.657.657 0 0 1-.2.482.614.614 0 0 1-.454.17zm20.9.283a6.487 6.487 0 0 1-4.844-1.757 6.837 6.837 0 0 1-1.813-4.674l-.029-1.218.029-1.218a6.732 6.732 0 0 1 1.841-4.646 7.389 7.389 0 0 1 9.631 0 6.736 6.736 0 0 1 1.841 4.646q.028.311.028 1.218t-.028 1.218a6.772 6.772 0 0 1-1.841 4.674 6.391 6.391 0 0 1-4.82 1.756zm0-2.181a3.582 3.582 0 0 0 2.8-1.133 4.931 4.931 0 0 0 1.133-3.258q.028-.283.028-1.076t-.028-1.076a4.931 4.931 0 0 0-1.133-3.258 3.582 3.582 0 0 0-2.8-1.133 3.671 3.671 0 0 0-2.833 1.133 4.83 4.83 0 0 0-1.1 3.258l-.028 1.076.028 1.076a4.83 4.83 0 0 0 1.1 3.258 3.671 3.671 0 0 0 2.828 1.132zm13.755 1.9a.846.846 0 0 1-.566-.17 1.321 1.321 0 0 1-.34-.538l-4.023-13.144-.056-.283a.575.575 0 0 1 .17-.425.641.641 0 0 1 .425-.17h1.246a.612.612 0 0 1 .453.17.646.646 0 0 1 .255.312l3.145 10.679 3.371-10.566a.761.761 0 0 1 .255-.4.726.726 0 0 1 .538-.2h.963a.728.728 0 0 1 .539.2.76.76 0 0 1 .255.4l3.371 10.566 3.144-10.679a.655.655 0 0 1 .2-.312.714.714 0 0 1 .482-.17h1.275a.542.542 0 0 1 .4.17.576.576 0 0 1 .17.425l-.057.283-3.994 13.144a1.323 1.323 0 0 1-.34.538.9.9 0 0 1-.6.17h-1.1a.86.86 0 0 1-.935-.708l-3.286-10.141-3.286 10.141a.928.928 0 0 1-.963.708z" fill="#51504f" data-name="Path 11" transform="translate(-1454.66 -838.62)"></path> |
| </g> |
| </g> |
| </g> |
| </svg> |
| |
| </a> |
| </div> |
| <div class="desktop-only navbar__menu-container"> |
| |
| <div class="navbar__menu-content" id="main_navbar"> |
| |
| <div class="navbar__links-container"> |
| |
| <a class="navbar__text-link" href="/community/"> |
| Community |
| </a> |
| |
| <a class="navbar__text-link" href="/meetups/"> |
| Meetups |
| </a> |
| |
| <a class="navbar__text-link" href="/docs/"> |
| Documentation |
| </a> |
| |
| <a class="navbar__text-link" href="/use-cases/"> |
| Use-cases |
| </a> |
| |
| <a class="navbar__text-link" href="/announcements/"> |
| Announcements |
| </a> |
| |
| <a class="navbar__text-link" href="/blog/"> |
| Blog |
| </a> |
| |
| <a class="navbar__text-link" href="/ecosystem/"> |
| Ecosystem |
| </a> |
| |
| </div> |
| |
| |
| |
| </div> |
| |
| </div> |
| <div class="mobile-only navbar__drawer-container"> |
| <button class="navbar__toggle-button" id="navbar-toggle-button"> |
| |
| <div id="hamburger-icon" class="navbar__toggle-button--icon visible"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="26" height="20" viewBox="0 0 26 20"> |
| <g id="Group_1294" data-name="Group 1294" transform="translate(-38.791 291)"> |
| <g id="Group_1291" data-name="Group 1291" transform="translate(39 -291)"> |
| <rect id="Rectangle_461" width="26" height="2" fill="#51504f" data-name="Rectangle 461" rx="1" transform="translate(-.209)"></rect> |
| </g> |
| <g id="Group_1292" data-name="Group 1292" transform="translate(39 -281.822)"> |
| <rect id="Rectangle_462" width="26" height="2" fill="#51504f" data-name="Rectangle 462" rx="1" transform="translate(-.209 -.178)"></rect> |
| </g> |
| <g id="Group_1293" data-name="Group 1293" transform="translate(39 -272.644)"> |
| <rect id="Rectangle_463" width="26" height="2" fill="#51504f" data-name="Rectangle 463" rx="1" transform="translate(-.209 -.356)"></rect> |
| </g> |
| </g> |
| </svg> |
| |
| </div> |
| |
| <div id="close-icon" class="navbar__toggle-button--icon"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="19.799" height="19.799" viewBox="0 0 19.799 19.799"> |
| <g id="Group_1574" data-name="Group 1574" transform="translate(-41.892 290.899)"> |
| <g id="Group_1291" data-name="Group 1291" transform="rotate(-45 -308.114 -187.077)"> |
| <rect id="Rectangle_461" width="26" height="2" fill="#51504f" data-name="Rectangle 461" rx="1" transform="translate(-.209)"></rect> |
| </g> |
| <g id="Group_1292" data-name="Group 1292" transform="rotate(45 372.48 -93.011)"> |
| <rect id="Rectangle_462" width="26" height="2" fill="#51504f" data-name="Rectangle 462" rx="1" transform="translate(-.209 -.178)"></rect> |
| </g> |
| </g> |
| </svg> |
| |
| </div> |
| |
| </button> |
| <div class="navbar__drawer" id="navbar-drawer"> |
| <div class="navbar__menu-content" id="main_navbar"> |
| |
| <div class="navbar__links-container"> |
| |
| <a class="navbar__text-link" href="/community/"> |
| Community |
| </a> |
| |
| <a class="navbar__text-link" href="/meetups/"> |
| Meetups |
| </a> |
| |
| <a class="navbar__text-link" href="/docs/"> |
| Documentation |
| </a> |
| |
| <a class="navbar__text-link" href="/use-cases/"> |
| Use-cases |
| </a> |
| |
| <a class="navbar__text-link" href="/announcements/"> |
| Announcements |
| </a> |
| |
| <a class="navbar__text-link" href="/blog/"> |
| Blog |
| </a> |
| |
| <a class="navbar__text-link" href="/ecosystem/"> |
| Ecosystem |
| </a> |
| |
| |
| </div> |
| |
| |
| </div> |
| </div> |
| </div> |
| </nav> |
| |
| </header> |
| |
| |
| <div class="roadmap container-fluid td-default base-layout"> |
| |
| |
| <div class="content-drawer-wrapper"> |
| <button class="content-drawer__toggle-button" id="content-open-button"> |
| |
| <div id="hamburger-icon" class="content-drawer__toggle-button--icon visible"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="20.005" height="13.879" viewBox="0 0 20.005 13.879"> |
| <g id="Group_1619" data-name="Group 1619" transform="translate(271.132 -418.872)"> |
| <g id="Group_1613" data-name="Group 1613" transform="translate(-266.229 431.045)"> |
| <path id="Path_1337" d="M-218.5 513.215h-14.583a.259.259 0 0 1-.259-.26.259.259 0 0 1 .259-.259h14.583a.26.26 0 0 1 .259.259.259.259 0 0 1-.259.26z" fill="#51504f" data-name="Path 1337" transform="translate(233.345 -512.696)"></path> |
| </g> |
| <g id="Group_1614" data-name="Group 1614" transform="translate(-266.229 425.684)"> |
| <path id="Path_1338" d="M-218.5 471.9h-14.583a.259.259 0 0 1-.259-.26.26.26 0 0 1 .259-.259h14.583a.26.26 0 0 1 .259.259.26.26 0 0 1-.259.26z" fill="#51504f" data-name="Path 1338" transform="translate(233.345 -471.376)"></path> |
| </g> |
| <g id="Group_1615" data-name="Group 1615" transform="translate(-266.229 420.323)"> |
| <path id="Path_1339" d="M-218.5 430.574h-14.583a.259.259 0 0 1-.259-.259.259.259 0 0 1 .259-.259h14.583a.26.26 0 0 1 .259.259.259.259 0 0 1-.259.259z" fill="#51504f" data-name="Path 1339" transform="translate(233.345 -430.055)"></path> |
| </g> |
| <g id="Group_1616" data-name="Group 1616" transform="translate(-271.132 429.814)"> |
| <path id="Path_1340" d="M-269.663 506.145a1.47 1.47 0 0 1-1.469-1.469 1.47 1.47 0 0 1 1.469-1.469 1.47 1.47 0 0 1 1.469 1.469 1.47 1.47 0 0 1-1.469 1.469zm0-2.418a.951.951 0 0 0-.95.95.951.951 0 0 0 .95.95.951.951 0 0 0 .95-.95.951.951 0 0 0-.95-.95z" fill="#51504f" data-name="Path 1340" transform="translate(271.132 -503.208)"></path> |
| </g> |
| <g id="Group_1617" data-name="Group 1617" transform="translate(-271.132 424.556)"> |
| <path id="Path_1341" d="M-269.663 465.62a1.47 1.47 0 0 1-1.469-1.469 1.47 1.47 0 0 1 1.469-1.469 1.47 1.47 0 0 1 1.469 1.469 1.47 1.47 0 0 1-1.469 1.469zm0-2.418a.951.951 0 0 0-.95.95.951.951 0 0 0 .95.95.951.951 0 0 0 .95-.95.951.951 0 0 0-.95-.952z" fill="#51504f" data-name="Path 1341" transform="translate(271.132 -462.683)"></path> |
| </g> |
| <g id="Group_1618" data-name="Group 1618" transform="translate(-271.132 418.872)"> |
| <path id="Path_1342" d="M-269.663 421.809a1.47 1.47 0 0 1-1.469-1.469 1.47 1.47 0 0 1 1.469-1.469 1.47 1.47 0 0 1 1.469 1.469 1.47 1.47 0 0 1-1.469 1.469zm0-2.418a.951.951 0 0 0-.95.95.951.951 0 0 0 .95.95.951.951 0 0 0 .95-.95.951.951 0 0 0-.95-.95z" fill="#51504f" data-name="Path 1342" transform="translate(271.132 -418.872)"></path> |
| </g> |
| </g> |
| </svg> |
| |
| <span class="bodytext__mobile--brownish-grey">Content</span> |
| </div> |
| |
| </button> |
| <nav id="content-navbar" class="navbar navbar--hidden"> |
| <div class="navbar__icon-container"> |
| <a href="/"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="155.314" height="60" viewBox="0 0 155.314 60"> |
| <defs> |
| <clipPath id="clip-path"> |
| <path id="Rectangle_1" d="M0 0h155.314v60H0z" fill="none" data-name="Rectangle 1"></path> |
| </clipPath> |
| </defs> |
| <g id="logo" transform="translate(-1305 -780.355)"> |
| <g id="Group_2" clip-path="url(#clip-path)" data-name="Group 2" transform="translate(1305 780.355)"> |
| <g id="Group_1" data-name="Group 1" transform="translate(.486 .486)"> |
| <path id="Path_1" d="M1307.562 880.867l28.187-28.893a.521.521 0 0 0 .063-.666c-1.714-2.393-4.877-2.808-6.049-4.416-3.472-4.763-4.353-7.459-5.845-7.292a.456.456 0 0 0-.271.143l-10.182 10.438c-5.858 6-6.7 19.225-6.852 30.3a.552.552 0 0 0 .949.386z" fill="#017cee" data-name="Path 1" transform="translate(-1306.613 -822.232)"></path> |
| <path id="Path_2" d="M1405.512 908.489l-28.893-28.189a.521.521 0 0 0-.667-.063c-2.393 1.715-2.808 4.877-4.416 6.049-4.763 3.472-7.459 4.353-7.292 5.845a.456.456 0 0 0 .143.27l10.438 10.182c6 5.858 19.225 6.7 30.3 6.852a.552.552 0 0 0 .387-.946z" fill="#00ad46" data-name="Path 2" transform="translate(-1346.876 -850.567)"></path> |
| <path id="Path_3" d="M1373.909 902.252c-3.28-3.2-4.8-9.53 1.486-22.583-10.219 4.567-13.8 10.57-12.039 12.289z" fill="#04d659" data-name="Path 3" transform="translate(-1345.96 -850.233)"></path> |
| <path id="Path_4" d="M1433.132 782.359l-28.186 28.893a.52.52 0 0 0-.063.666c1.715 2.393 4.876 2.808 6.049 4.416 3.472 4.763 4.354 7.459 5.845 7.292a.454.454 0 0 0 .271-.143l10.182-10.438c5.858-6 6.7-19.225 6.852-30.3a.553.553 0 0 0-.95-.386z" fill="#00c7d4" data-name="Path 4" transform="translate(-1375.21 -782.123)"></path> |
| <path id="Path_5" d="M1426.9 881.155c-3.2 3.28-9.53 4.8-22.584-1.486 4.567 10.219 10.57 13.8 12.289 12.039z" fill="#11e1ee" data-name="Path 5" transform="translate(-1374.875 -850.233)"></path> |
| <path id="Path_6" d="M1307 782.919l28.893 28.186a.521.521 0 0 0 .666.063c2.393-1.715 2.808-4.877 4.416-6.049 4.763-3.472 7.459-4.353 7.292-5.845a.459.459 0 0 0-.143-.271l-10.438-10.182c-6-5.858-19.225-6.7-30.3-6.852a.552.552 0 0 0-.386.95z" fill="#e43921" data-name="Path 6" transform="translate(-1306.766 -781.97)"></path> |
| <path id="Path_7" d="M1405.8 804.711c3.28 3.2 4.8 9.53-1.486 22.584 10.219-4.567 13.8-10.571 12.039-12.289z" fill-rule="evenodd" fill="#ff7557" data-name="Path 7" transform="translate(-1374.875 -797.859)"></path> |
| <path id="Path_8" d="M1329.355 849.266c3.2-3.28 9.53-4.8 22.584 1.486-4.567-10.219-10.57-13.8-12.289-12.039z" fill="#0cb6ff" data-name="Path 8" transform="translate(-1322.503 -821.316)"></path> |
| <circle id="Ellipse_1" cx="1.26" cy="1.26" r="1.26" fill="#4a4848" data-name="Ellipse 1" transform="translate(28.18 28.171)"></circle> |
| <path id="Path_9" d="M1527.558 827.347a.229.229 0 0 1-.223-.223.458.458 0 0 1 .011-.123l2.766-7.214a.346.346 0 0 1 .357-.245h.758a.348.348 0 0 1 .357.245l2.754 7.214.022.123a.228.228 0 0 1-.223.223h-.568a.288.288 0 0 1-.19-.056.352.352 0 0 1-.089-.134l-.613-1.583h-3.657l-.613 1.583a.317.317 0 0 1-.1.134.269.269 0 0 1-.178.056zm4.795-2.732l-1.505-3.958-1.505 3.958zm3.322 4.85a.258.258 0 0 1-.189-.078.241.241 0 0 1-.067-.178v-7.4a.241.241 0 0 1 .067-.178.258.258 0 0 1 .189-.078h.513a.268.268 0 0 1 .256.256v.49a2.118 2.118 0 0 1 1.828-.858 2.092 2.092 0 0 1 1.751.736 3.135 3.135 0 0 1 .636 1.9q.011.122.011.379t-.011.379a3.168 3.168 0 0 1-.636 1.9 2.111 2.111 0 0 1-1.751.736 2.154 2.154 0 0 1-1.806-.836v2.587a.241.241 0 0 1-.067.178.223.223 0 0 1-.179.078zm2.364-2.91a1.324 1.324 0 0 0 1.149-.491 2.266 2.266 0 0 0 .4-1.293q.011-.111.011-.323 0-2.107-1.562-2.107a1.365 1.365 0 0 0-1.159.513 2.111 2.111 0 0 0-.412 1.2l-.012.424.012.435a1.862 1.862 0 0 0 .424 1.149 1.4 1.4 0 0 0 1.148.493zm5.628.9a2.329 2.329 0 0 1-1.015-.223 1.94 1.94 0 0 1-.747-.6 1.487 1.487 0 0 1-.268-.859 1.459 1.459 0 0 1 .6-1.2 3.4 3.4 0 0 1 1.65-.624l1.661-.234v-.323q0-1.137-1.3-1.137a1.4 1.4 0 0 0-.8.212 1.376 1.376 0 0 0-.468.48.305.305 0 0 1-.089.145.18.18 0 0 1-.134.045h-.48a.23.23 0 0 1-.245-.245 1.17 1.17 0 0 1 .245-.6 1.931 1.931 0 0 1 .747-.591 2.7 2.7 0 0 1 1.238-.256 2.351 2.351 0 0 1 1.8.591 2.032 2.032 0 0 1 .547 1.45v3.613a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067h-.513a.233.233 0 0 1-.257-.256v-.479a1.923 1.923 0 0 1-.714.6 2.557 2.557 0 0 1-1.203.237zm.234-.836a1.579 1.579 0 0 0 1.182-.469 1.881 1.881 0 0 0 .468-1.371v-.312l-1.293.19a2.918 2.918 0 0 0-1.193.379.761.761 0 0 0-.4.658.784.784 0 0 0 .368.691 1.585 1.585 0 0 0 .867.237zm6.643.836a2.556 2.556 0 0 1-1.873-.669 2.738 2.738 0 0 1-.714-1.9l-.011-.446.011-.446a2.7 2.7 0 0 1 .714-1.885 2.531 2.531 0 0 1 1.873-.68 2.917 2.917 0 0 1 1.36.29 2.077 2.077 0 0 1 .825.714 1.7 1.7 0 0 1 .3.848.2.2 0 0 1-.067.178.281.281 0 0 1-.19.067h-.535a.265.265 0 0 1-.168-.045.458.458 0 0 1-.111-.178 1.428 1.428 0 0 0-.535-.758 1.516 1.516 0 0 0-.87-.234 1.45 1.45 0 0 0-1.1.435 1.952 1.952 0 0 0-.435 1.3l-.011.4.011.379a1.969 1.969 0 0 0 .435 1.316 1.446 1.446 0 0 0 1.1.424 1.577 1.577 0 0 0 .87-.223 1.493 1.493 0 0 0 .535-.769.458.458 0 0 1 .111-.178.228.228 0 0 1 .168-.056h.535a.258.258 0 0 1 .19.078.2.2 0 0 1 .067.178 1.75 1.75 0 0 1-.3.847 2.078 2.078 0 0 1-.825.714 2.876 2.876 0 0 1-1.361.302zm4.078-.112a.233.233 0 0 1-.257-.256v-7.4a.241.241 0 0 1 .067-.178.259.259 0 0 1 .19-.078h.557a.267.267 0 0 1 .257.256v2.6a2.167 2.167 0 0 1 .758-.624 2.353 2.353 0 0 1 1.082-.223 2.067 2.067 0 0 1 1.661.691 2.642 2.642 0 0 1 .6 1.818v3.144a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067h-.557a.233.233 0 0 1-.256-.256V824a1.775 1.775 0 0 0-.39-1.227 1.387 1.387 0 0 0-1.1-.435 1.481 1.481 0 0 0-1.126.446 1.7 1.7 0 0 0-.412 1.215v3.088a.257.257 0 0 1-.078.19.24.24 0 0 1-.178.067zm8.846.112a2.466 2.466 0 0 1-1.84-.7 2.938 2.938 0 0 1-.747-1.94l-.011-.379.011-.368a2.953 2.953 0 0 1 .758-1.918 2.7 2.7 0 0 1 3.735.078 3.114 3.114 0 0 1 .68 2.119v.19a.257.257 0 0 1-.078.189.241.241 0 0 1-.178.067h-3.858v.1a2.11 2.11 0 0 0 .435 1.238 1.332 1.332 0 0 0 1.081.5 1.563 1.563 0 0 0 .836-.2 1.7 1.7 0 0 0 .491-.435.6.6 0 0 1 .145-.156.391.391 0 0 1 .19-.033h.547a.252.252 0 0 1 .167.056.192.192 0 0 1 .067.156.975.975 0 0 1-.312.591 2.51 2.51 0 0 1-.859.6 3.049 3.049 0 0 1-1.26.248zm1.527-3.434v-.033a1.817 1.817 0 0 0-.424-1.249 1.512 1.512 0 0 0-2.23 0 1.883 1.883 0 0 0-.4 1.249v.033z" fill="#51504f" data-name="Path 9" transform="translate(-1460.834 -808.144)"></path> |
| <path id="Path_10" d="M1527.2 827.081l-.061.061zm-.056-.279l-.08-.031zm2.766-7.214l.08.031zm1.472 0l-.081.029zm2.754 7.214l.084-.015a.064.064 0 0 0 0-.015zm.022.123h.086v-.015zm-.067.156l.06.061zm-.914.011l-.061.061.006.005zm-.089-.134l.081-.027zm-.613-1.583l.08-.031a.086.086 0 0 0-.08-.055zm-3.657 0v-.086a.086.086 0 0 0-.08.055zm-.613 1.583l-.08-.031zm-.1.134l.055.066zm4.047-2.676v.086a.086.086 0 0 0 .08-.116zm-1.505-3.958l.08-.03a.086.086 0 0 0-.16 0zm-1.505 3.958l-.08-.03a.086.086 0 0 0 .08.116zm-1.784 2.646a.128.128 0 0 1-.1-.042l-.122.121a.3.3 0 0 0 .217.092zm-.1-.042a.129.129 0 0 1-.042-.1h-.171a.3.3 0 0 0 .092.217zm-.042-.1a.38.38 0 0 1 .007-.1l-.163-.054a.514.514 0 0 0-.016.15zm.005-.092l2.765-7.214-.16-.061-2.765 7.214zm2.766-7.216a.283.283 0 0 1 .1-.143.3.3 0 0 1 .174-.046v-.172a.47.47 0 0 0-.271.076.453.453 0 0 0-.166.226zm.276-.189h.758v-.172h-.758zm.758 0a.3.3 0 0 1 .175.046.283.283 0 0 1 .1.143l.161-.059a.451.451 0 0 0-.166-.226.47.47 0 0 0-.272-.076zm.277.19l2.754 7.214.16-.061-2.754-7.214zm2.75 7.2l.022.123.169-.031-.022-.123zm.021.107a.13.13 0 0 1-.042.1l.121.121a.3.3 0 0 0 .092-.217zm-.042.1a.13.13 0 0 1-.1.042v.171a.3.3 0 0 0 .217-.092zm-.1.042h-.568v.171h.568zm-.568 0a.206.206 0 0 1-.135-.036l-.11.132a.373.373 0 0 0 .245.076zm-.129-.031a.262.262 0 0 1-.069-.1l-.162.054a.431.431 0 0 0 .11.167zm-.07-.1l-.613-1.584-.16.062.613 1.583zm-.693-1.638h-3.657v.171h3.657zm-3.737.055l-.614 1.584.16.062.613-1.583zm-.615 1.587a.235.235 0 0 1-.075.1l.111.13a.4.4 0 0 0 .126-.172zm-.074.1a.185.185 0 0 1-.124.036v.171a.354.354 0 0 0 .233-.076zm-.124.036h-.569v.171h.569zm4.306-2.677l-1.505-3.958-.16.061 1.505 3.958zm-1.666-3.958l-1.505 3.958.16.061 1.505-3.958zm-1.425 4.075h3.01v-.171h-3.01zm6.143 4.687l-.06.061zm0-7.761l.061.061zm.881 0l-.065.056.01.009zm.078.669h-.086a.086.086 0 0 0 .155.051zm3.579-.123l-.067.053zm.636 1.9h-.086zm0 .758l-.085-.007zm-.636 1.9l.067.054zm-3.557-.1l.068-.052a.086.086 0 0 0-.154.052zm-.067 2.765l-.061-.06zm2.787-3.323l-.069-.051zm.4-1.293l-.085-.008v.005zm-2.709-1.918l-.068-.052zm-.413 1.2h-.086zm-.011.423h-.085zm.011.435h-.086zm.424 1.149l.066-.054zm-1.216 3.315a.173.173 0 0 1-.129-.053l-.121.121a.342.342 0 0 0 .25.1zm-.129-.053a.157.157 0 0 1-.042-.118h-.172a.325.325 0 0 0 .092.239zm-.042-.118v-7.4h-.172v7.4zm0-7.4a.157.157 0 0 1 .042-.118l-.121-.121a.324.324 0 0 0-.092.239zm.042-.118a.173.173 0 0 1 .129-.053v-.172a.342.342 0 0 0-.25.1zm.129-.053h.513v-.172h-.513zm.513 0a.137.137 0 0 1 .113.048l.13-.111a.309.309 0 0 0-.244-.108zm.123.058a.137.137 0 0 1 .048.113h.171a.309.309 0 0 0-.108-.243zm.048.113v.49h.171v-.49zm.155.541a2.033 2.033 0 0 1 1.759-.823v-.171a2.2 2.2 0 0 0-1.9.894zm1.759-.823a2.007 2.007 0 0 1 1.683.7l.135-.106a2.177 2.177 0 0 0-1.818-.768zm1.683.7a3.045 3.045 0 0 1 .617 1.845l.171-.007a3.218 3.218 0 0 0-.654-1.946zm.617 1.85c.007.078.011.2.011.372h.171c0-.171 0-.3-.012-.387zm.011.372c0 .171 0 .294-.011.372l.17.015c.008-.086.012-.216.012-.387zm-.011.376a3.08 3.08 0 0 1-.617 1.846l.134.106a3.25 3.25 0 0 0 .654-1.945zm-.617 1.845a2.025 2.025 0 0 1-1.683.7v.171a2.2 2.2 0 0 0 1.817-.768zm-1.683.7a2.068 2.068 0 0 1-1.739-.8l-.136.1a2.239 2.239 0 0 0 1.874.87zm-1.892-.75v2.587h.172v-2.587zm0 2.587a.156.156 0 0 1-.042.118l.121.121a.325.325 0 0 0 .092-.239zm-.046.123a.138.138 0 0 1-.114.048v.172a.308.308 0 0 0 .244-.108zm-.114.048h-.546v.172h.546zm1.817-2.739a1.408 1.408 0 0 0 1.218-.526l-.138-.1a1.24 1.24 0 0 1-1.079.455zm1.217-.525a2.355 2.355 0 0 0 .419-1.341l-.171-.007a2.182 2.182 0 0 1-.385 1.246zm.418-1.336c.008-.079.012-.19.012-.332h-.172c0 .14 0 .245-.011.315zm.012-.332a2.726 2.726 0 0 0-.407-1.632 1.448 1.448 0 0 0-1.24-.562v.171a1.278 1.278 0 0 1 1.1.492 2.565 2.565 0 0 1 .374 1.53zm-1.647-2.193a1.452 1.452 0 0 0-1.228.547l.136.1a1.282 1.282 0 0 1 1.091-.479zm-1.228.547a2.2 2.2 0 0 0-.43 1.252l.172.008a2.028 2.028 0 0 1 .4-1.157zm-.43 1.254l-.011.424h.171l.011-.424zm-.011.428l.011.435h.172l-.011-.435zm.011.436a1.95 1.95 0 0 0 .443 1.2l.133-.109a1.776 1.776 0 0 1-.4-1.1zm.443 1.2a1.484 1.484 0 0 0 1.214.522v-.171a1.314 1.314 0 0 1-1.082-.459zm5.828 1.117l.037-.077zm-.747-.6l-.07.049zm.335-2.063l.052.068zm1.65-.624l.012.085zm1.661-.234l.012.085a.086.086 0 0 0 .074-.085zm-2.107-1.249l.046.072zm-.468.48l-.075-.042a.083.083 0 0 0-.006.015zm-.089.145l-.054-.067-.007.006zm-.792-.022l-.065.056.009.009zm-.067-.178h-.086zm.245-.6l-.07-.049zm.747-.591l.038.077zm3.033.334l-.063.058zm.468 5.252l.06.061zm-.881 0l-.065.056a.043.043 0 0 0 .009.009zm-.067-.669h.086a.086.086 0 0 0-.156-.048zm-.714.6l-.04-.076zm.223-1.059l-.062-.06zm.468-1.684h.086a.086.086 0 0 0-.1-.085zm-1.293.189l.012.085zm-1.193.379l.046.072zm-.033 1.349l-.047.071zm.635.985a2.241 2.241 0 0 1-.978-.215l-.074.155a2.412 2.412 0 0 0 1.051.231zm-.978-.215a1.859 1.859 0 0 1-.715-.576l-.138.1a2.024 2.024 0 0 0 .779.629zm-.713-.573a1.4 1.4 0 0 1-.253-.81h-.172a1.571 1.571 0 0 0 .283.907zm-.253-.81a1.374 1.374 0 0 1 .569-1.136l-.105-.135a1.544 1.544 0 0 0-.635 1.272zm.569-1.137a3.316 3.316 0 0 1 1.609-.607l-.024-.17a3.481 3.481 0 0 0-1.691.642zm1.609-.607l1.661-.234-.024-.17-1.662.234zm1.735-.319v-.323h-.171v.323zm0-.323a1.156 1.156 0 0 0-.355-.917 1.536 1.536 0 0 0-1.035-.306v.172a1.37 1.37 0 0 1 .922.263.986.986 0 0 1 .3.788zm-1.39-1.223a1.486 1.486 0 0 0-.851.227l.1.142a1.316 1.316 0 0 1 .755-.2zm-.849.226a1.452 1.452 0 0 0-.5.51l.15.084a1.286 1.286 0 0 1 .44-.449zm-.5.524a.226.226 0 0 1-.062.105l.107.134a.391.391 0 0 0 .117-.185zm-.068.112a.1.1 0 0 1-.073.019v.171a.266.266 0 0 0 .194-.07zm-.073.019h-.48v.171h.48zm-.48 0a.18.18 0 0 1-.122-.046l-.112.13a.352.352 0 0 0 .234.087zm-.113-.037a.18.18 0 0 1-.047-.123h-.171a.352.352 0 0 0 .087.234zm-.047-.119a1.1 1.1 0 0 1 .23-.557l-.14-.1a1.253 1.253 0 0 0-.261.648zm.23-.556a1.843 1.843 0 0 1 .715-.564l-.075-.154a2.018 2.018 0 0 0-.78.618zm.716-.564a2.611 2.611 0 0 1 1.2-.247v-.171a2.781 2.781 0 0 0-1.277.266zm1.2-.247a2.268 2.268 0 0 1 1.732.563l.126-.116a2.435 2.435 0 0 0-1.858-.618zm1.733.564a1.945 1.945 0 0 1 .523 1.391h.171a2.117 2.117 0 0 0-.57-1.508zm.523 1.391v3.613h.171v-3.613zm0 3.613a.172.172 0 0 1-.053.129l.121.121a.344.344 0 0 0 .1-.25zm-.053.129a.157.157 0 0 1-.118.042v.171a.326.326 0 0 0 .239-.092zm-.118.042h-.513v.171h.513zm-.513 0a.2.2 0 0 1-.134-.046l-.111.13a.367.367 0 0 0 .245.088zm-.124-.037a.194.194 0 0 1-.047-.134h-.171a.366.366 0 0 0 .087.245zm-.047-.134v-.479h-.171v.479zm-.156-.528a1.846 1.846 0 0 1-.683.575l.079.152a2.012 2.012 0 0 0 .745-.629zm-.683.575a2.476 2.476 0 0 1-1.153.236v.171a2.644 2.644 0 0 0 1.233-.255zm-.919-.429a1.666 1.666 0 0 0 1.244-.494l-.123-.12a1.493 1.493 0 0 1-1.121.442zm1.244-.494a1.969 1.969 0 0 0 .492-1.431h-.171a1.8 1.8 0 0 1-.444 1.312zm.492-1.431v-.312h-.171v.312zm-.1-.4l-1.293.189.025.17 1.293-.189zm-1.293.189a3 3 0 0 0-1.228.393l.095.143a2.837 2.837 0 0 1 1.158-.365zm-1.227.392a.845.845 0 0 0-.441.73h.172a.676.676 0 0 1 .362-.586zm-.441.73a.869.869 0 0 0 .406.762l.095-.142a.7.7 0 0 1-.33-.62zm.408.764a1.673 1.673 0 0 0 .916.247v-.171a1.5 1.5 0 0 1-.823-.221zm5.686.329l-.061.06zm-.714-1.9h-.085zm-.011-.446h-.085zm.011-.446h-.085zm.714-1.885l.061.061zm3.234-.39l-.04.076zm.825.713l-.073.046zm.3.848h-.086zm-.067.178l.056.065zm-.892.022l.054-.067zm-.112-.178l-.081.029zm-.535-.758l-.048.071zm-1.974.2l-.062-.059zm-.435 1.3h-.086zm-.011.4h-.086zm.011.379h-.086zm.435 1.316l-.062.059zm1.974.2l.046.072zm.535-.769l-.079-.033zm.112-.178l.054.067.007-.006zm.892.022l-.061.06zm.067.178l-.085-.009zm-.3.847l-.072-.046zm-.825.714l-.04-.076zm-1.36.2a2.471 2.471 0 0 1-1.814-.644l-.12.122a2.64 2.64 0 0 0 1.933.694zm-1.813-.643a2.653 2.653 0 0 1-.689-1.839l-.171.006a2.822 2.822 0 0 0 .738 1.952zm-.689-1.838l-.011-.446h-.171l.011.446zm-.011-.442l.011-.446h-.171l-.011.446zm.011-.445a2.611 2.611 0 0 1 .689-1.827l-.122-.121a2.78 2.78 0 0 0-.738 1.942zm.689-1.827a2.447 2.447 0 0 1 1.813-.655v-.171a2.617 2.617 0 0 0-1.934.705zm1.813-.655a2.836 2.836 0 0 1 1.32.28l.079-.152a3 3 0 0 0-1.4-.3zm1.32.28a1.99 1.99 0 0 1 .792.683l.145-.091a2.158 2.158 0 0 0-.858-.744zm.793.685a1.617 1.617 0 0 1 .287.8l.171-.009a1.789 1.789 0 0 0-.315-.89zm.287.809a.11.11 0 0 1-.037.1l.112.13a.281.281 0 0 0 .1-.252zm-.037.1a.2.2 0 0 1-.134.046v.171a.369.369 0 0 0 .246-.088zm-.134.046h-.535v.171h.535zm-.535 0a.184.184 0 0 1-.114-.026l-.107.134a.345.345 0 0 0 .221.064zm-.114-.026a.389.389 0 0 1-.086-.144l-.158.066a.533.533 0 0 0 .137.212zm-.084-.14a1.514 1.514 0 0 0-.57-.8l-.093.144a1.343 1.343 0 0 1 .5.715zm-.568-.8a1.6 1.6 0 0 0-.918-.249v.171a1.435 1.435 0 0 1 .822.219zm-.918-.249a1.535 1.535 0 0 0-1.166.462l.124.118a1.364 1.364 0 0 1 1.042-.408zm-1.166.462a2.036 2.036 0 0 0-.458 1.36l.171.006a1.872 1.872 0 0 1 .411-1.249zm-.458 1.361l-.011.4h.171l.011-.4zm-.011.406l.011.379.171-.005-.011-.379zm.011.38a2.052 2.052 0 0 0 .458 1.371l.124-.118a1.889 1.889 0 0 1-.411-1.26zm.458 1.371a1.533 1.533 0 0 0 1.166.451v-.172a1.363 1.363 0 0 1-1.042-.4zm1.166.451a1.661 1.661 0 0 0 .916-.237l-.093-.144a1.491 1.491 0 0 1-.823.209zm.918-.238a1.576 1.576 0 0 0 .568-.812l-.162-.057a1.409 1.409 0 0 1-.5.727zm.566-.807a.39.39 0 0 1 .086-.144l-.107-.134a.533.533 0 0 0-.137.213zm.093-.151a.144.144 0 0 1 .107-.031v-.171a.31.31 0 0 0-.228.081zm.107-.031h.535v-.171h-.535zm.535 0a.173.173 0 0 1 .129.053l.121-.121a.344.344 0 0 0-.25-.1zm.134.057a.11.11 0 0 1 .037.1l.17.017a.281.281 0 0 0-.1-.252zm.037.109a1.664 1.664 0 0 1-.288.806l.144.092a1.839 1.839 0 0 0 .315-.889zm-.288.806a1.989 1.989 0 0 1-.792.683l.079.152a2.162 2.162 0 0 0 .858-.744zm-.793.684a2.8 2.8 0 0 1-1.32.28v.171a2.96 2.96 0 0 0 1.4-.3zm2.568.187l-.065.056.01.009zm0-7.772l.061.06zm.926 0l-.065.056.009.009zm.078 2.776h-.085a.086.086 0 0 0 .153.053zm.758-.624l.038.077zm2.743.468l-.065.056zm.524 5.151l-.061-.06zm-.925 0l-.065.056.009.009zm-.457-4.5l-.065.056zm-2.23.011l-.062-.059zm-.49 4.493l-.061-.06zm-.736-.019a.2.2 0 0 1-.134-.046l-.112.13a.367.367 0 0 0 .245.088zm-.124-.037a.2.2 0 0 1-.046-.134h-.172a.367.367 0 0 0 .087.245zm-.046-.134v-7.4h-.172v7.4zm0-7.4a.156.156 0 0 1 .042-.118l-.121-.121a.326.326 0 0 0-.092.239zm.042-.118a.172.172 0 0 1 .129-.053v-.171a.343.343 0 0 0-.25.1zm.129-.053h.557v-.171h-.557zm.557 0a.137.137 0 0 1 .113.048l.13-.112a.308.308 0 0 0-.244-.108zm.122.057a.137.137 0 0 1 .048.113h.172a.309.309 0 0 0-.108-.243zm.048.113v2.6h.172v-2.6zm.153 2.651a2.076 2.076 0 0 1 .728-.6l-.075-.154a2.248 2.248 0 0 0-.788.649zm.73-.6a2.272 2.272 0 0 1 1.043-.214v-.171a2.438 2.438 0 0 0-1.121.232zm1.043-.214a1.982 1.982 0 0 1 1.6.661l.13-.112a2.152 2.152 0 0 0-1.727-.721zm1.6.663a2.557 2.557 0 0 1 .581 1.761h.171a2.727 2.727 0 0 0-.624-1.874zm.581 1.761v3.144h.171v-3.144zm0 3.144a.173.173 0 0 1-.053.129l.121.121a.345.345 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-.557v.171h.557zm-.557 0a.2.2 0 0 1-.134-.046l-.112.13a.367.367 0 0 0 .245.088zm-.124-.037a.2.2 0 0 1-.046-.134h-.172a.368.368 0 0 0 .087.245zm-.046-.134V823.8h-.172v3.088zm0-3.088a1.859 1.859 0 0 0-.412-1.284l-.128.114a1.69 1.69 0 0 1 .368 1.169zm-.411-1.283a1.471 1.471 0 0 0-1.169-.464v.171a1.3 1.3 0 0 1 1.039.406zm-1.169-.464a1.566 1.566 0 0 0-1.188.473l.124.118a1.4 1.4 0 0 1 1.064-.419zm-1.188.473a1.779 1.779 0 0 0-.436 1.275h.172a1.609 1.609 0 0 1 .389-1.156zm-.436 1.275v3.088h.172V823.8zm0 3.088a.172.172 0 0 1-.053.129l.121.121a.344.344 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-.557v.171h.557zm6.449-.505l-.062.059zm-.747-1.94h-.086zm-.012-.379h-.085v.005zm.012-.368l-.086-.006zm.758-1.918l-.061-.06zm3.735.078l-.065.056zm.6 2.5l.061.061zm-4.036.067v-.086a.086.086 0 0 0-.086.086zm0 .1h-.086zm.435 1.238l-.068.053zm1.918.3l.045.073zm.491-.435l-.069-.051zm.145-.156l.039.077h.006zm.9.022l-.055.066zm-.245.747l-.064-.057zm-.858.6l.035.078zm.267-3.189v.086a.086.086 0 0 0 .086-.086zm-.424-1.282l-.066.055zm-2.23 0l-.065-.055zm-.4 1.282h-.086a.086.086 0 0 0 .086.086zm1.528 3.349a2.38 2.38 0 0 1-1.779-.677l-.122.12a2.55 2.55 0 0 0 1.9.728zm-1.778-.676a2.86 2.86 0 0 1-.724-1.886l-.171.009a3.027 3.027 0 0 0 .771 1.995zm-.723-1.884l-.011-.379h-.171l.011.379zm-.011-.374l.011-.368-.172-.005-.011.368zm.011-.365a2.871 2.871 0 0 1 .735-1.864l-.124-.118a3.042 3.042 0 0 0-.782 1.971zm.734-1.864a2.331 2.331 0 0 1 1.756-.687v-.171a2.5 2.5 0 0 0-1.879.74zm1.756-.687a2.307 2.307 0 0 1 1.853.762l.13-.112a2.477 2.477 0 0 0-1.983-.821zm1.854.762a3.03 3.03 0 0 1 .659 2.062h.172a3.2 3.2 0 0 0-.7-2.175zm.659 2.062v.19h.172v-.19zm0 .19a.172.172 0 0 1-.053.129l.121.121a.345.345 0 0 0 .1-.25zm-.053.129a.156.156 0 0 1-.118.042v.171a.327.327 0 0 0 .239-.092zm-.118.042h-3.858v.171h3.858zm-3.944.086v.1h.172v-.1zm0 .1a2.2 2.2 0 0 0 .453 1.287l.135-.106a2.027 2.027 0 0 1-.417-1.189zm.454 1.288a1.418 1.418 0 0 0 1.148.533v-.171a1.247 1.247 0 0 1-1.015-.47zm1.148.533a1.647 1.647 0 0 0 .882-.214l-.09-.146a1.481 1.481 0 0 1-.791.188zm.882-.214a1.777 1.777 0 0 0 .515-.458l-.14-.1a1.613 1.613 0 0 1-.466.412zm.513-.456a1.251 1.251 0 0 1 .081-.1.28.28 0 0 1 .026-.025l.008-.006-.077-.153a.326.326 0 0 0-.083.068 1.55 1.55 0 0 0-.092.113zm.12-.134a.328.328 0 0 1 .146-.021v-.171a.468.468 0 0 0-.234.046zm.146-.021h.547v-.171h-.547zm.547 0a.166.166 0 0 1 .112.036l.11-.132a.337.337 0 0 0-.222-.076zm.112.036a.107.107 0 0 1 .036.09h.171a.277.277 0 0 0-.1-.222zm.036.09a.9.9 0 0 1-.291.534l.128.115a1.055 1.055 0 0 0 .334-.649zm-.291.535a2.42 2.42 0 0 1-.83.581l.072.156a2.6 2.6 0 0 0 .888-.624zm-.829.58a2.964 2.964 0 0 1-1.224.238v.171a3.133 3.133 0 0 0 1.295-.253zm.389-3.111v-.033h-.171v.033zm0-.033a1.9 1.9 0 0 0-.445-1.306l-.129.114a1.731 1.731 0 0 1 .4 1.192zm-.444-1.3a1.466 1.466 0 0 0-1.181-.521v.172a1.3 1.3 0 0 1 1.049.46zm-1.181-.521a1.466 1.466 0 0 0-1.18.521l.131.11a1.3 1.3 0 0 1 1.049-.46zm-1.181.521a1.965 1.965 0 0 0-.422 1.3h.172a1.794 1.794 0 0 1 .382-1.194zm-.422 1.3v.033h.172v-.033zm.086.119h3.055v-.171h-3.055z" fill="#51504f" data-name="Path 10" transform="translate(-1460.636 -807.945)"></path> |
| <path id="Path_11" d="M1519.066 884.011a.581.581 0 0 1-.567-.567 1.151 1.151 0 0 1 .028-.312l7.026-18.328a.881.881 0 0 1 .906-.623h1.926a.882.882 0 0 1 .907.623l7 18.328.057.312a.583.583 0 0 1-.567.567h-1.445a.735.735 0 0 1-.482-.142.9.9 0 0 1-.226-.34l-1.558-4.023h-9.292l-1.558 4.023a.8.8 0 0 1-.255.34.688.688 0 0 1-.453.142zm12.181-6.94l-3.824-10.056-3.823 10.055zm8.184-10.538a.592.592 0 0 1-.652-.651v-1.53a.714.714 0 0 1 .17-.482.656.656 0 0 1 .482-.2h1.785a.677.677 0 0 1 .68.68v1.53a.655.655 0 0 1-.2.481.713.713 0 0 1-.481.17zm.227 17.479a.593.593 0 0 1-.652-.652v-13.428a.611.611 0 0 1 .17-.453.656.656 0 0 1 .482-.2h1.359a.679.679 0 0 1 .652.651v13.427a.655.655 0 0 1-.2.482.613.613 0 0 1-.453.17zm6.861 0a.592.592 0 0 1-.651-.652v-13.4a.715.715 0 0 1 .17-.481.656.656 0 0 1 .482-.2h1.3a.677.677 0 0 1 .68.68v1.246a4.255 4.255 0 0 1 3.966-1.926h1.1a.679.679 0 0 1 .651.651v1.161a.566.566 0 0 1-.2.453.612.612 0 0 1-.453.17h-1.7a3.2 3.2 0 0 0-2.408.907 3.253 3.253 0 0 0-.879 2.408v8.328a.656.656 0 0 1-.2.482.716.716 0 0 1-.482.17zm12.234 0a.593.593 0 0 1-.651-.652v-11.814h-2.408a.592.592 0 0 1-.651-.651v-.963a.611.611 0 0 1 .17-.453.654.654 0 0 1 .481-.2h2.408v-1.417q0-4.816 4.872-4.815h1.586a.679.679 0 0 1 .652.651v.963a.656.656 0 0 1-.2.481.613.613 0 0 1-.453.17h-1.529a2.1 2.1 0 0 0-1.785.68 3.248 3.248 0 0 0-.51 2.011v1.275h6.062V863.7a.613.613 0 0 1 .17-.453.656.656 0 0 1 .482-.2h1.3a.679.679 0 0 1 .652.651v19.659a.655.655 0 0 1-.2.482.613.613 0 0 1-.454.17h-1.3a.592.592 0 0 1-.652-.652v-11.811h-6.062v11.813a.657.657 0 0 1-.2.482.614.614 0 0 1-.454.17zm20.9.283a6.487 6.487 0 0 1-4.844-1.757 6.837 6.837 0 0 1-1.813-4.674l-.029-1.218.029-1.218a6.732 6.732 0 0 1 1.841-4.646 7.389 7.389 0 0 1 9.631 0 6.736 6.736 0 0 1 1.841 4.646q.028.311.028 1.218t-.028 1.218a6.772 6.772 0 0 1-1.841 4.674 6.391 6.391 0 0 1-4.82 1.756zm0-2.181a3.582 3.582 0 0 0 2.8-1.133 4.931 4.931 0 0 0 1.133-3.258q.028-.283.028-1.076t-.028-1.076a4.931 4.931 0 0 0-1.133-3.258 3.582 3.582 0 0 0-2.8-1.133 3.671 3.671 0 0 0-2.833 1.133 4.83 4.83 0 0 0-1.1 3.258l-.028 1.076.028 1.076a4.83 4.83 0 0 0 1.1 3.258 3.671 3.671 0 0 0 2.828 1.132zm13.755 1.9a.846.846 0 0 1-.566-.17 1.321 1.321 0 0 1-.34-.538l-4.023-13.144-.056-.283a.575.575 0 0 1 .17-.425.641.641 0 0 1 .425-.17h1.246a.612.612 0 0 1 .453.17.646.646 0 0 1 .255.312l3.145 10.679 3.371-10.566a.761.761 0 0 1 .255-.4.726.726 0 0 1 .538-.2h.963a.728.728 0 0 1 .539.2.76.76 0 0 1 .255.4l3.371 10.566 3.144-10.679a.655.655 0 0 1 .2-.312.714.714 0 0 1 .482-.17h1.275a.542.542 0 0 1 .4.17.576.576 0 0 1 .17.425l-.057.283-3.994 13.144a1.323 1.323 0 0 1-.34.538.9.9 0 0 1-.6.17h-1.1a.86.86 0 0 1-.935-.708l-3.286-10.141-3.286 10.141a.928.928 0 0 1-.963.708z" fill="#51504f" data-name="Path 11" transform="translate(-1454.66 -838.62)"></path> |
| </g> |
| </g> |
| </g> |
| </svg> |
| |
| </a> |
| </div> |
| |
| <div id="content-close-button"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="19.799" height="19.799" viewBox="0 0 19.799 19.799"> |
| <g id="Group_1574" data-name="Group 1574" transform="translate(-41.892 290.899)"> |
| <g id="Group_1291" data-name="Group 1291" transform="rotate(-45 -308.114 -187.077)"> |
| <rect id="Rectangle_461" width="26" height="2" fill="#51504f" data-name="Rectangle 461" rx="1" transform="translate(-.209)"></rect> |
| </g> |
| <g id="Group_1292" data-name="Group 1292" transform="rotate(45 372.48 -93.011)"> |
| <rect id="Rectangle_462" width="26" height="2" fill="#51504f" data-name="Rectangle 462" rx="1" transform="translate(-.209 -.178)"></rect> |
| </g> |
| </g> |
| </svg> |
| |
| </div> |
| |
| </nav> |
| <div class="content-drawer-container" id="content-drawer"> |
| <div class="content-drawer"> |
| <div class="td-sidebar"> |
| |
| <div id="docs-version-selector" class="docs-version-selector sidebar__version-selector"> |
| <a class="dropdown-toggle" href="#" id="versionDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" |
| aria-expanded="false"> |
| <span class="bodytext__medium--greyish-brown">Version: </span><span class="version">8.19.0</span> |
| </a> |
| <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> |
| |
| </div> |
| <script type="application/x-template" id="version-item-template"> |
| <a class="dropdown-item"></a> |
| </script> |
| </div> |
| |
| <div class="searchb-box"> |
| <form class="search-form" action="../search.html" method="get"> |
| <input class="search-form__input" type="text" name="q" placeholder="Search docs" size="16"> |
| <input type="hidden" name="check_keywords" value="yes" /> |
| <input type="hidden" name="area" value="default" /> |
| |
| <button class="search-form__button" type="submit"> |
| |
| <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 20 20"> |
| <g id="Group_1579" data-name="Group 1579" transform="translate(-41.001 -41)"> |
| <path id="Path_169" d="M71.415 64.687a7.215 7.215 0 1 0-6.729 6.728 7.222 7.222 0 0 0 6.729-6.728z" fill="none" data-name="Path 169" transform="translate(-14.277 -14.276)"></path> |
| <path id="Path_170" d="M60.863 59.8l-6.093-6.09a7.78 7.78 0 1 0-1.06 1.06l6.09 6.093a.468.468 0 0 0 .662 0l.4-.4a.468.468 0 0 0 .001-.663zM42.512 49.183a6.274 6.274 0 1 1 5.851 5.85 6.28 6.28 0 0 1-5.851-5.85z" fill="#51504f" data-name="Path 170"></path> |
| </g> |
| </svg> |
| </button> |
| </form> |
| </div> |
| |
| |
| <style> |
| .searchb-box { |
| margin-bottom: 26px; |
| } |
| .searchb-box .search-form { |
| width: 100%; |
| margin-top: 20px; |
| } |
| </style> |
| |
| |
| <div class="toctree" role="navigation" aria-label="main navigation"> |
| <p class="caption" role="heading"><span class="caption-text">Basics</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../changelog.html">Changelog</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../security.html">Security</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Guides</span></p> |
| <ul class="current"> |
| <li class="toctree-l1"><a class="reference internal" href="../connections/index.html">Connection types</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../notifications/index.html">Notifications</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../operators/index.html">Operators</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../transfer/index.html">Transfers</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../deferrable.html">Deferrable Operators</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../secrets-backends/index.html">Secrets backends</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../logging/index.html">Logging for Tasks</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../configurations-ref.html">Configuration</a></li> |
| <li class="toctree-l1 current"><a class="reference internal" href="index.html">Executors</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../cli-ref.html">CLI</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">References</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../_api/airflow/providers/amazon/index.html">Python API</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">System tests</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../_api/tests/system/providers/amazon/index.html">System Tests</a></li> |
| <li class="toctree-l1"><a class="reference external" href="https://aws-mwaa.github.io/open-source/system-tests/dashboard.html">System Tests Dashboard</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Resources</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../example-dags.html">Example DAGs</a></li> |
| <li class="toctree-l1"><a class="reference external" href="https://pypi.org/project/apache-airflow-providers-amazon/">PyPI Repository</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../installing-providers-from-sources.html">Installing from sources</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Commits</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../commits.html">Detailed list of commits</a></li> |
| </ul> |
| |
| </div> |
| |
| <style type="text/css"> |
| .toctree { |
| } |
| .toctree li { |
| list-style: none; |
| } |
| .toctree .caption { |
| font-family: Roboto; |
| font-size: 18px; |
| font-weight: bold; |
| font-stretch: normal; |
| font-style: normal; |
| line-height: 1.33; |
| letter-spacing: normal; |
| color: #51504f; |
| padding-bottom: 13px; |
| text-transform: uppercase; |
| margin-bottom: 0; |
| } |
| .toctree .current > a:not([href="#"]) { |
| color: #017cee; |
| } |
| .toctree > ul { |
| padding-left: 0; |
| } |
| .toctree ul { |
| padding-left: 15px; |
| display: none; |
| } |
| .toctree > ul, |
| .toctree li.current > ul { |
| display: block; |
| } |
| |
| .toctree a .toctree-expand { |
| display: inline-block; |
| position: relative; |
| height: 1em; |
| } |
| |
| .toctree a .toctree-expand:before { |
| position: absolute; |
| top: 6px; |
| left: -12px; |
| content: '►'; |
| font-size: 7px; |
| } |
| .toctree .current > a > .toctree-expand:before { |
| content: '▼'; |
| } |
| |
| .toctree .current { |
| color: #017cee; |
| } |
| .toctree li { |
| font-family: Roboto; |
| font-size: 16px; |
| font-weight: normal; |
| font-stretch: normal; |
| font-style: normal; |
| line-height: 1.63; |
| letter-spacing: normal; |
| color: #707070; |
| } |
| |
| </style> |
| </div> |
| </div> |
| </div> |
| </div> |
| |
| <div class="d-flex"> |
| |
| |
| <div class="td-sidebar desktop-only d-print-none"> |
| |
| <div id="docs-version-selector" class="docs-version-selector sidebar__version-selector"> |
| <a class="dropdown-toggle" href="#" id="versionDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" |
| aria-expanded="false"> |
| <span class="bodytext__medium--greyish-brown">Version: </span><span class="version">8.19.0</span> |
| </a> |
| <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> |
| |
| </div> |
| <script type="application/x-template" id="version-item-template"> |
| <a class="dropdown-item"></a> |
| </script> |
| </div> |
| |
| <div class="searchb-box"> |
| <form class="search-form" action="../search.html" method="get"> |
| <input class="search-form__input" type="text" name="q" placeholder="Search docs" size="16"> |
| <input type="hidden" name="check_keywords" value="yes" /> |
| <input type="hidden" name="area" value="default" /> |
| |
| <button class="search-form__button" type="submit"> |
| |
| <svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 20 20"> |
| <g id="Group_1579" data-name="Group 1579" transform="translate(-41.001 -41)"> |
| <path id="Path_169" d="M71.415 64.687a7.215 7.215 0 1 0-6.729 6.728 7.222 7.222 0 0 0 6.729-6.728z" fill="none" data-name="Path 169" transform="translate(-14.277 -14.276)"></path> |
| <path id="Path_170" d="M60.863 59.8l-6.093-6.09a7.78 7.78 0 1 0-1.06 1.06l6.09 6.093a.468.468 0 0 0 .662 0l.4-.4a.468.468 0 0 0 .001-.663zM42.512 49.183a6.274 6.274 0 1 1 5.851 5.85 6.28 6.28 0 0 1-5.851-5.85z" fill="#51504f" data-name="Path 170"></path> |
| </g> |
| </svg> |
| </button> |
| </form> |
| </div> |
| |
| |
| <style> |
| .searchb-box { |
| margin-bottom: 26px; |
| } |
| .searchb-box .search-form { |
| width: 100%; |
| margin-top: 20px; |
| } |
| </style> |
| |
| |
| <div class="toctree" role="navigation" aria-label="main navigation"> |
| <p class="caption" role="heading"><span class="caption-text">Basics</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../changelog.html">Changelog</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../security.html">Security</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Guides</span></p> |
| <ul class="current"> |
| <li class="toctree-l1"><a class="reference internal" href="../connections/index.html">Connection types</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../notifications/index.html">Notifications</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../operators/index.html">Operators</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../transfer/index.html">Transfers</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../deferrable.html">Deferrable Operators</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../secrets-backends/index.html">Secrets backends</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../logging/index.html">Logging for Tasks</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../configurations-ref.html">Configuration</a></li> |
| <li class="toctree-l1 current"><a class="reference internal" href="index.html">Executors</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../cli-ref.html">CLI</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">References</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../_api/airflow/providers/amazon/index.html">Python API</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">System tests</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../_api/tests/system/providers/amazon/index.html">System Tests</a></li> |
| <li class="toctree-l1"><a class="reference external" href="https://aws-mwaa.github.io/open-source/system-tests/dashboard.html">System Tests Dashboard</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Resources</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../example-dags.html">Example DAGs</a></li> |
| <li class="toctree-l1"><a class="reference external" href="https://pypi.org/project/apache-airflow-providers-amazon/">PyPI Repository</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../installing-providers-from-sources.html">Installing from sources</a></li> |
| </ul> |
| <p class="caption" role="heading"><span class="caption-text">Commits</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../commits.html">Detailed list of commits</a></li> |
| </ul> |
| |
| </div> |
| |
| <style type="text/css"> |
| .toctree { |
| } |
| .toctree li { |
| list-style: none; |
| } |
| .toctree .caption { |
| font-family: Roboto; |
| font-size: 18px; |
| font-weight: bold; |
| font-stretch: normal; |
| font-style: normal; |
| line-height: 1.33; |
| letter-spacing: normal; |
| color: #51504f; |
| padding-bottom: 13px; |
| text-transform: uppercase; |
| margin-bottom: 0; |
| } |
| .toctree .current > a:not([href="#"]) { |
| color: #017cee; |
| } |
| .toctree > ul { |
| padding-left: 0; |
| } |
| .toctree ul { |
| padding-left: 15px; |
| display: none; |
| } |
| .toctree > ul, |
| .toctree li.current > ul { |
| display: block; |
| } |
| |
| .toctree a .toctree-expand { |
| display: inline-block; |
| position: relative; |
| height: 1em; |
| } |
| |
| .toctree a .toctree-expand:before { |
| position: absolute; |
| top: 6px; |
| left: -12px; |
| content: '►'; |
| font-size: 7px; |
| } |
| .toctree .current > a > .toctree-expand:before { |
| content: '▼'; |
| } |
| |
| .toctree .current { |
| color: #017cee; |
| } |
| .toctree li { |
| font-family: Roboto; |
| font-size: 16px; |
| font-weight: normal; |
| font-stretch: normal; |
| font-style: normal; |
| line-height: 1.63; |
| letter-spacing: normal; |
| color: #707070; |
| } |
| |
| </style> |
| </div> |
| |
| |
| |
| |
| <main class="col-12 col-md-9 col-xl-8" role="main"> |
| |
| |
| |
| |
| |
| |
| |
| |
| <div role="navigation" aria-label="breadcrumbs navigation" class="d-none d-md-block d-print-none"> |
| |
| <ul class="breadcrumb"> |
| |
| <li class="breadcrumb-item"><a href="../index.html" class="icon icon-home"> Home</a></li> |
| |
| <li class="breadcrumb-item"><a href="index.html"> Amazon Executors</a></li> |
| |
| <li class="breadcrumb-item"><a href="ecs-executor.html"> AWS ECS Executor</a></li> |
| |
| </ul> |
| </div> |
| |
| <div class="rst-content"> |
| <div class="document"> |
| <div class="documentwrapper"> |
| <div class="bodywrapper"> |
| <div class="body" role="main"> |
| |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>The ECS Executor is alpha/experimental at the moment and may be subject to change without warning.</p> |
| </div> |
| <div class="section" id="aws-ecs-executor"> |
| <h1>AWS ECS Executor<a class="headerlink" href="#aws-ecs-executor" title="Permalink to this heading">¶</a></h1> |
| <p>This is an Airflow executor powered by Amazon Elastic Container Service |
| (ECS). Each task that Airflow schedules for execution is run within its |
| own ECS container. Some benefits of an executor like this include:</p> |
| <ol class="arabic simple"> |
| <li><p>Task isolation: No task can be a noisy neighbor for another. |
| Resources like CPU, memory and disk are isolated to each individual |
| task. Any actions or failures which affect networking or fail the |
| entire container only affect the single task running in it. No single |
| user can overload the environment by triggering too many tasks, |
| because there are no shared workers.</p></li> |
| <li><p>Customized environments: You can build different container images |
| which incorporate specific dependencies (such as system level |
| dependencies), binaries, or data required for a task to run.</p></li> |
| <li><p>Cost effective: Compute resources only exist for the lifetime of the |
| Airflow task itself. This saves costs by not requiring |
| persistent/long lived workers ready at all times, which also need |
| maintenance and patching.</p></li> |
| </ol> |
| <p>For a quick start guide please see <a class="reference internal" href="#setup-guide"><span class="std std-ref">here</span></a>, it will |
| get you up and running with a basic configuration.</p> |
| <p>The below sections provide more generic details about configuration, the |
| provided example Dockerfile and logging.</p> |
| <div class="section" id="config-options"> |
| <span id="id1"></span><h2>Config Options<a class="headerlink" href="#config-options" title="Permalink to this heading">¶</a></h2> |
| <p>There are a number of configuration options available, which can either |
| be set directly in the airflow.cfg file under an “aws_ecs_executor” |
| section or via environment variables using the |
| <code class="docutils literal notranslate"><span class="pre">AIRFLOW__AWS_ECS_EXECUTOR__<OPTION_NAME></span></code> format, for example |
| <code class="docutils literal notranslate"><span class="pre">AIRFLOW__AWS_ECS_EXECUTOR__CONTAINER_NAME</span> <span class="pre">=</span> <span class="pre">"myEcsContainer"</span></code>. For |
| more information on how to set these options, see <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/howto/set-config.html">Setting Configuration |
| Options</a></p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Configuration options must be consistent across all the hosts/environments running the Airflow components (Scheduler, Webserver, ECS Task containers, etc). See <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html">here</a> for more details on setting configurations.</p> |
| </div> |
| <p>In the case of conflicts, the order of precedence from lowest to highest is:</p> |
| <ol class="arabic simple"> |
| <li><p>Load default values for options which have defaults.</p></li> |
| <li><p>Load any values explicitly provided through airflow.cfg or |
| environment variables. These are checked with Airflow’s config |
| precedence.</p></li> |
| <li><p>Load any values provided in the RUN_TASK_KWARGS option if one is |
| provided.</p></li> |
| </ol> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p><code class="docutils literal notranslate"><span class="pre">exec_config</span></code> is an optional parameter that can be provided to operators. It is a dictionary type and in the context of the ECS Executor it represents a <code class="docutils literal notranslate"><span class="pre">run_task_kwargs</span></code> configuration which is then updated over-top of the <code class="docutils literal notranslate"><span class="pre">run_task_kwargs</span></code> specified in Airflow config above (if present). It is a recursive update which essentially applies Python update to each nested dictionary in the configuration. Loosely approximated as: <code class="docutils literal notranslate"><span class="pre">run_task_kwargs.update(exec_config)</span></code></p> |
| </div> |
| <div class="section" id="required-config-options"> |
| <h3>Required config options:<a class="headerlink" href="#required-config-options" title="Permalink to this heading">¶</a></h3> |
| <ul class="simple"> |
| <li><p>CLUSTER - Name of the Amazon ECS Cluster. Required.</p></li> |
| <li><p>CONTAINER_NAME - Name of the container that will be used to execute |
| Airflow tasks via the ECS executor. The container should be specified |
| in the ECS Task Definition. Required.</p></li> |
| <li><p>REGION_NAME - The name of the AWS Region where Amazon ECS is configured. |
| Required.</p></li> |
| </ul> |
| </div> |
| <div class="section" id="optional-config-options"> |
| <h3>Optional config options:<a class="headerlink" href="#optional-config-options" title="Permalink to this heading">¶</a></h3> |
| <ul class="simple"> |
| <li><p>ASSIGN_PUBLIC_IP - Whether to assign a public IP address to the |
| containers launched by the ECS executor. Defaults to “False”.</p></li> |
| <li><p>AWS_CONN_ID - The Airflow connection (i.e. credentials) used by the ECS |
| executor to make API calls to AWS ECS. Defaults to “aws_default”.</p></li> |
| <li><p>LAUNCH_TYPE - Launch type can either be ‘FARGATE’ OR ‘EC2’. Defaults |
| to “FARGATE”.</p></li> |
| <li><p>PLATFORM_VERSION - The platform version the ECS task uses if the |
| FARGATE launch type is used. Defaults to “LATEST”.</p></li> |
| <li><p>RUN_TASK_KWARGS - A JSON string containing arguments to provide the |
| ECS <code class="docutils literal notranslate"><span class="pre">run_task</span></code> API.</p></li> |
| <li><p>SECURITY_GROUPS - Up to 5 comma-separated security group IDs |
| associated with the ECS task. Defaults to the VPC default.</p></li> |
| <li><p>SUBNETS - Up to 16 comma-separated subnet IDs associated with the ECS |
| task or service. Defaults to the VPC default.</p></li> |
| <li><p>TASK_DEFINITION - The family and revision (family:revision) or full |
| ARN of the ECS task definition to run. Defaults to the latest ACTIVE |
| revision.</p></li> |
| <li><p>MAX_RUN_TASK_ATTEMPTS - The maximum number of times the Ecs Executor |
| should attempt to run a task. This refers to instances where the task |
| fails to start (i.e. ECS API failures, container failures etc.)</p></li> |
| <li><p>CHECK_HEALTH_ON_STARTUP - Whether or not to check the ECS Executor |
| health on startup</p></li> |
| </ul> |
| <p>For a more detailed description of available options, including type |
| hints and examples, see the <code class="docutils literal notranslate"><span class="pre">config_templates</span></code> folder in the Amazon |
| provider package.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p><code class="docutils literal notranslate"><span class="pre">exec_config</span></code> is an optional parameter that can be provided to operators. It is a dictionary type and in the context of the ECS Executor it represents a <code class="docutils literal notranslate"><span class="pre">run_task_kwargs</span></code> configuration which is then updated over-top of the <code class="docutils literal notranslate"><span class="pre">run_task_kwargs</span></code> specified in Airflow config above (if present). It is a recursive update which essentially applies Python update to each nested dictionary in the configuration. Loosely approximated as: <code class="docutils literal notranslate"><span class="pre">run_task_kwargs.update(exec_config)</span></code></p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="dockerfile-for-ecs-executor"> |
| <span id="id2"></span><h2>Dockerfile for ECS Executor<a class="headerlink" href="#dockerfile-for-ecs-executor" title="Permalink to this heading">¶</a></h2> |
| <p>An example Dockerfile can be found <a class="reference external" href="https://github.com/apache/airflow/blob/main/airflow/providers/amazon/aws/executors/ecs/Dockerfile">here</a>, it creates an |
| image that can be used on an ECS container to run Airflow tasks using |
| the AWS ECS Executor in Apache Airflow. The image supports AWS CLI/API |
| integration, allowing you to interact with AWS services within your |
| Airflow environment. It also includes options to load DAGs (Directed |
| Acyclic Graphs) from either an S3 bucket or a local folder.</p> |
| <p>Download this image to use for the docker build commands below or create |
| your own image if you prefer.</p> |
| <div class="section" id="prerequisites"> |
| <h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this heading">¶</a></h3> |
| <p>Docker must be installed on your system. Instructions for installing |
| Docker can be found <a class="reference external" href="https://docs.docker.com/get-docker/">here</a>.</p> |
| </div> |
| <div class="section" id="building-an-image"> |
| <h3>Building an Image<a class="headerlink" href="#building-an-image" title="Permalink to this heading">¶</a></h3> |
| <p>The <a class="reference external" href="https://aws.amazon.com/cli/">AWS CLI</a> will be installed within the |
| image, and there are multiple ways to pass AWS authentication |
| information to the container and thus multiple ways to build the image. |
| This guide will cover 2 methods.</p> |
| <p>The most secure method is to use IAM roles. When creating an ECS Task |
| Definition, you are able to select a Task Role and a Task Execution |
| Role. The Task Execution Role is the role that is used by the container |
| agent to make AWS API requests on your behalf. For the purposes of the |
| ECS Executor, this role needs to have at least the |
| <code class="docutils literal notranslate"><span class="pre">AmazonECSTaskExecutionRolePolicy</span></code> as well as the |
| <code class="docutils literal notranslate"><span class="pre">CloudWatchLogsFullAccess</span></code> (or <code class="docutils literal notranslate"><span class="pre">CloudWatchLogsFullAccessV2</span></code>) policies. The Task Role is the role that is |
| used by the containers to make AWS API requests. This role needs to have |
| permissions based on the tasks that are described in the DAG being run. |
| If you are loading DAGs via an S3 bucket, this role needs to have |
| permission to read the S3 bucket.</p> |
| <p>To create a new Task Role or Task Execution Role, follow the steps |
| below:</p> |
| <ol class="arabic simple"> |
| <li><p>Navigate to the IAM page on the AWS console, and from the left hand |
| tab, under Access Management, select Roles.</p></li> |
| <li><p>On the Roles page, click Create role on the top right hand corner.</p></li> |
| <li><p>Under Trusted entity type, select AWS Service.</p></li> |
| <li><p>Select Elastic Container Service from the drop down under Use case, |
| and Elastic Container Service Task as the specific use case. Click |
| Next.</p></li> |
| <li><p>In the Permissions page, select the permissions the role will need, |
| depending on whether the role is a Task Role or a Task Execution |
| Role. Click Next after selecting all the required permissions.</p></li> |
| <li><p>Enter a name for the new role, and an optional description. Review |
| the Trusted Entities, and the permissions for the role. Add any tags |
| as necessary, and click Create role.</p></li> |
| </ol> |
| <p>When creating the Task Definition for the ECS cluster (see the <a class="reference internal" href="#setup-guide"><span class="std std-ref">setup guide</span></a> for more details), select the appropriate |
| newly created Task Role and Task Execution role for the Task Definition.</p> |
| <p>Then you can build your image by <code class="docutils literal notranslate"><span class="pre">cd</span></code>-ing to the directory with the Dockerfile and running:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>my-airflow-image<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_default_region</span><span class="o">=</span>YOUR_DEFAULT_REGION<span class="w"> </span>. |
| </pre></div> |
| </div> |
| <p>The second method is to use the build-time arguments |
| (<code class="docutils literal notranslate"><span class="pre">aws_access_key_id</span></code>, <code class="docutils literal notranslate"><span class="pre">aws_secret_access_key</span></code>, |
| <code class="docutils literal notranslate"><span class="pre">aws_default_region</span></code>, and <code class="docutils literal notranslate"><span class="pre">aws_session_token</span></code>).</p> |
| <p>Note: This method is not recommended for use in production environments, |
| because user credentials are stored in the container, which may be a |
| security vulnerability.</p> |
| <p>To pass AWS authentication information using these arguments, use the |
| <code class="docutils literal notranslate"><span class="pre">--build-arg</span></code> option during the Docker build process. For example:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>my-airflow-image<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_access_key_id</span><span class="o">=</span>YOUR_ACCESS_KEY<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_secret_access_key</span><span class="o">=</span>YOUR_SECRET_KEY<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_default_region</span><span class="o">=</span>YOUR_DEFAULT_REGION<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_session_token</span><span class="o">=</span>YOUR_SESSION_TOKEN<span class="w"> </span>. |
| </pre></div> |
| </div> |
| <p>Replace <code class="docutils literal notranslate"><span class="pre">YOUR_ACCESS_KEY</span></code>, <code class="docutils literal notranslate"><span class="pre">YOUR_SECRET_KEY</span></code>, |
| <code class="docutils literal notranslate"><span class="pre">YOUR_SESSION_TOKEN</span></code>, and <code class="docutils literal notranslate"><span class="pre">YOUR_DEFAULT_REGION</span></code> with valid AWS |
| credentials.</p> |
| </div> |
| <div class="section" id="base-image"> |
| <h3>Base Image<a class="headerlink" href="#base-image" title="Permalink to this heading">¶</a></h3> |
| <p>The Docker image created above is built upon the <code class="docutils literal notranslate"><span class="pre">apache/airflow:latest</span></code> image. See |
| <a class="reference external" href="https://hub.docker.com/r/apache/airflow">here</a> for more information |
| about the image.</p> |
| <p>Important note: The Airflow and python versions in this image must align |
| with the Airflow and python versions on the host/container which is |
| running the Airflow scheduler process (which in turn runs the executor). |
| The Airflow version of the image can be verified by running the |
| container locally with the following command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>my-airflow-image<span class="w"> </span>version |
| </pre></div> |
| </div> |
| <p>Similarly, the python version of the image can be verified the following |
| command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>my-airflow-image<span class="w"> </span>python<span class="w"> </span>--version |
| </pre></div> |
| </div> |
| <p>Ensure that these versions match the versions on the host/container |
| which is running the Airflow scheduler process (and thus, the ECS |
| executor.) Apache Airflow images with specific python versions can be |
| downloaded from the Dockerhub registry, and filtering tags by the |
| <a class="reference external" href="https://hub.docker.com/r/apache/airflow/tags?page=1&name=3.8">python |
| version</a>. |
| For example, the tag <code class="docutils literal notranslate"><span class="pre">latest-python3.8</span></code> specifies that the image will |
| have python 3.8 installed. Update your Dockerfile to use the correct Airflow |
| image for your Python version.</p> |
| </div> |
| <div class="section" id="loading-dags"> |
| <h3>Loading DAGs<a class="headerlink" href="#loading-dags" title="Permalink to this heading">¶</a></h3> |
| <p>There are many ways to load DAGs on the ECS container. This Dockerfile |
| is preconfigured with two possible ways: copying from a local folder, or |
| downloading from an S3 bucket. Other methods of loading DAGs are |
| possible as well.</p> |
| <div class="section" id="from-s3-bucket"> |
| <h4>From S3 Bucket<a class="headerlink" href="#from-s3-bucket" title="Permalink to this heading">¶</a></h4> |
| <p>To load DAGs from an S3 bucket, uncomment the entrypoint line in the |
| Dockerfile to synchronize the DAGs from the specified S3 bucket to the |
| <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code> directory inside the container. You can optionally |
| provide <code class="docutils literal notranslate"><span class="pre">container_dag_path</span></code> as a build argument if you want to store |
| the DAGs in a directory other than <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code>.</p> |
| <p>Add <code class="docutils literal notranslate"><span class="pre">--build-arg</span> <span class="pre">s3_uri=YOUR_S3_URI</span></code> in the docker build command. |
| Replace <code class="docutils literal notranslate"><span class="pre">YOUR_S3_URI</span></code> with the URI of your S3 bucket. Make sure you |
| have the appropriate permissions to read from the bucket.</p> |
| <p>Note that the following command is also passing in AWS credentials as |
| build arguments.</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>my-airflow-image<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_access_key_id</span><span class="o">=</span>YOUR_ACCESS_KEY<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_secret_access_key</span><span class="o">=</span>YOUR_SECRET_KEY<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_default_region</span><span class="o">=</span>YOUR_DEFAULT_REGION<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">aws_session_token</span><span class="o">=</span>YOUR_SESSION_TOKEN<span class="w"> </span><span class="se">\</span> |
| <span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">s3_uri</span><span class="o">=</span>YOUR_S3_URI<span class="w"> </span>. |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="from-local-folder"> |
| <h4>From Local Folder<a class="headerlink" href="#from-local-folder" title="Permalink to this heading">¶</a></h4> |
| <p>To load DAGs from a local folder, place your DAG files in a folder |
| within the docker build context on your host machine, and provide the |
| location of the folder using the <code class="docutils literal notranslate"><span class="pre">host_dag_path</span></code> build argument. By |
| default, the DAGs will be copied to <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code>, but this can |
| be changed by passing the <code class="docutils literal notranslate"><span class="pre">container_dag_path</span></code> build-time argument |
| during the Docker build process:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>my-airflow-image<span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">host_dag_path</span><span class="o">=</span>./dags_on_host<span class="w"> </span>--build-arg<span class="w"> </span><span class="nv">container_dag_path</span><span class="o">=</span>/path/on/container<span class="w"> </span>. |
| </pre></div> |
| </div> |
| <p>If choosing to load DAGs onto a different path than |
| <code class="docutils literal notranslate"><span class="pre">/opt/airflow/dags</span></code>, then the new path will need to be updated in the |
| Airflow config.</p> |
| </div> |
| </div> |
| <div class="section" id="installing-python-dependencies"> |
| <h3>Installing Python Dependencies<a class="headerlink" href="#installing-python-dependencies" title="Permalink to this heading">¶</a></h3> |
| <p>This Dockerfile supports installing Python dependencies via <code class="docutils literal notranslate"><span class="pre">pip</span></code> from |
| a <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file. Place your <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file in the |
| same directory as the Dockerfile. If it is in a different location, it |
| can be specified using the <code class="docutils literal notranslate"><span class="pre">requirements_path</span></code> build-argument. Keep in |
| mind the Docker context when copying the <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file. |
| Uncomment the two appropriate lines in the Dockerfile that copy the |
| <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file to the container, and run <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span></code> to |
| install the dependencies on the container.</p> |
| </div> |
| <div class="section" id="building-image-for-ecs-executor"> |
| <h3>Building Image for ECS Executor<a class="headerlink" href="#building-image-for-ecs-executor" title="Permalink to this heading">¶</a></h3> |
| <p>Detailed instructions on how to use the Docker image, that you have |
| created via this readme, with the ECS Executor can be found |
| <a class="reference internal" href="#setup-guide"><span class="std std-ref">here</span></a>.</p> |
| </div> |
| </div> |
| <div class="section" id="logging"> |
| <span id="id3"></span><h2>Logging<a class="headerlink" href="#logging" title="Permalink to this heading">¶</a></h2> |
| <p>Airflow tasks executed via this executor run in ECS containers within |
| the configured VPC. This means that logs are not directly accessible to |
| the Airflow Webserver and when containers are stopped, after task |
| completion, the logs would be permanently lost.</p> |
| <p>Remote logging should be employed when using the ECS executor to persist |
| your Airflow Task logs and make them viewable from the Airflow |
| Webserver.</p> |
| <div class="section" id="configuring-remote-logging"> |
| <h3>Configuring Remote Logging<a class="headerlink" href="#configuring-remote-logging" title="Permalink to this heading">¶</a></h3> |
| <p>There are many ways to configure remote logging and several supported |
| destinations. A general overview of Airflow Task logging can be found |
| <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/administration-and-deployment/logging-monitoring/logging-tasks.html">here</a>. |
| Instructions for configuring S3 remote logging can be found |
| <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/logging/s3-task-handler.html">here</a> |
| and Cloudwatch remote logging |
| <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow-providers-amazon/stable/logging/cloud-watch-task-handlers.html">here</a>. |
| Some important things to point out for remote logging in the context of |
| the ECS executor:</p> |
| <ul class="simple"> |
| <li><p>The configuration options for Airflow remote logging should be |
| configured on all hosts and containers running Airflow. For example |
| the Webserver requires this config so that it can fetch logs from |
| the remote location and the ECS container requires the config so that |
| it can upload the logs to the remote location. See |
| <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/howto/set-config.html">here</a> |
| to read more about how to set Airflow configuration via config file |
| or environment variable exports.</p></li> |
| <li><p>Adding the Airflow remote logging config to the container can be done |
| in many ways. Some examples include, but are not limited to:</p> |
| <ul> |
| <li><p>Exported as environment variables directly in the Dockerfile (see |
| the Dockerfile section <a class="reference internal" href="#dockerfile-for-ecs-executor"><span class="std std-ref">above</span></a>)</p></li> |
| <li><p>Updating the <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code> file or copy/mounting/downloading a |
| custom <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code> in the Dockerfile.</p></li> |
| <li><p>Added in the ECS Task Definition in plain text or via |
| <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/secrets-envvar.html">Secrets/System |
| Manager</a></p></li> |
| <li><p>Or, using <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/taskdef-envfiles.html">ECS Task Environment |
| Files</a></p></li> |
| </ul> |
| </li> |
| <li><p>You must have credentials configured within the container to be able |
| to interact with the remote service for your logs (e.g. S3, |
| CloudWatch Logs, etc). This can be done in many ways. Some examples |
| include, but are not limited to:</p> |
| <ul> |
| <li><p>Export credentials into the Dockerfile directly (see the |
| Dockerfile section <a class="reference internal" href="#dockerfile-for-ecs-executor"><span class="std std-ref">above</span></a>)</p></li> |
| <li><p>Configure an Airflow Connection and provide this as the <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#remote-log-conn-id">remote |
| logging conn |
| id</a> |
| (exported into the container by any of the means listed above or |
| your preferred method). Airflow will then use these credentials |
| <em>specifically</em> for interacting with your chosen remote logging |
| destination.</p></li> |
| </ul> |
| </li> |
| </ul> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Configuration options must be consistent across all the hosts/environments running the Airflow components (Scheduler, Webserver, ECS Task containers, etc). See <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html">here</a> for more details on setting configurations.</p> |
| </div> |
| </div> |
| <div class="section" id="ecs-task-logging"> |
| <h3>ECS Task Logging<a class="headerlink" href="#ecs-task-logging" title="Permalink to this heading">¶</a></h3> |
| <p>ECS can be configured to use the awslogs log driver to send log |
| information to CloudWatch Logs for the ECS Tasks themselves. These logs |
| will include the Airflow Task Operator logging and any other logging |
| that occurs throughout the life of the process running in the container |
| (in this case the Airflow CLI command <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">tasks</span> <span class="pre">run</span> <span class="pre">...</span></code>). This |
| can be helpful for debugging issues with remote logging or while testing |
| remote logging configuration. Information on enabling this logging can |
| be found |
| <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/using_awslogs.html">here</a>.</p> |
| <p><strong>Note: These logs will NOT be viewable from the Airflow Webserver UI.</strong></p> |
| </div> |
| <div class="section" id="performance-and-tuning"> |
| <h3>Performance and Tuning<a class="headerlink" href="#performance-and-tuning" title="Permalink to this heading">¶</a></h3> |
| <p>While the ECS executor adds about 50-60 seconds of latency to each |
| Airflow task execution, due to container startup time, it allows for a |
| higher degree of parallelism and isolation. We have tested this executor |
| with over 1,000 tasks scheduled in parallel and observed that up to 500 |
| tasks could be run in parallel simultaneously. The limit of 500 tasks is |
| in accordance with <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/service-quotas.html">ECS Service |
| Quotas</a>.</p> |
| <p>When running this executor, and Airflow generally, at a large scale |
| there are some configuration options to take into consideration. Many of |
| the below configurations will either limit how many tasks can run |
| concurrently or the performance of the scheduler.</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#max-active-tasks-per-dag">core.max_active_tasks_per_dag</a></p></li> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#max-active-runs-per-dag">core.max_active_runs_per_dag</a></p></li> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#parallelism">core.parallelism</a></p></li> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#max-tis-per-query">scheduler.max_tis_per_query</a></p></li> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#default-pool-task-slot-count">default_pool_task_slot_count</a></p></li> |
| <li><p><a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html#scheduler-health-check-threshold">scheduler_health_check_threshold</a></p></li> |
| </ul> |
| </div> |
| </div> |
| <div class="section" id="setting-up-an-ecs-executor-for-apache-airflow"> |
| <span id="setup-guide"></span><h2>Setting up an ECS Executor for Apache Airflow<a class="headerlink" href="#setting-up-an-ecs-executor-for-apache-airflow" title="Permalink to this heading">¶</a></h2> |
| <p>There are 3 steps involved in getting an ECS Executor to work in Apache Airflow:</p> |
| <ol class="arabic simple"> |
| <li><p>Creating a database that Airflow and the tasks running in ECS can connect to.</p></li> |
| <li><p>Creating and configuring an ECS Cluster that can run tasks from Airflow.</p></li> |
| <li><p>Configuring Airflow to use the ECS Executor and the database.</p></li> |
| </ol> |
| <p>There are different options for selecting a database backend. See <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/howto/set-up-database.html">here</a> for more information about the different options supported by Airflow. The following guide will explain how to set up a PostgreSQL RDS Instance on AWS. The guide will also cover setting up an ECS cluster. The ECS Executor supports various launch types, but this guide will explain how to set up an ECS Fargate cluster.</p> |
| <div class="section" id="setting-up-an-rds-db-instance-for-ecs-executors"> |
| <h3>Setting up an RDS DB Instance for ECS Executors<a class="headerlink" href="#setting-up-an-rds-db-instance-for-ecs-executors" title="Permalink to this heading">¶</a></h3> |
| </div> |
| <div class="section" id="create-the-rds-db-instance"> |
| <h3>Create the RDS DB Instance<a class="headerlink" href="#create-the-rds-db-instance" title="Permalink to this heading">¶</a></h3> |
| <ol class="arabic simple"> |
| <li><p>Log in to your AWS Management Console and navigate to the RDS service.</p></li> |
| <li><p>Click “Create database” to start creating a new RDS instance.</p></li> |
| <li><p>Choose the “Standard create” option, and select PostreSQL.</p></li> |
| <li><p>Select the appropriate template, availability and durability.</p> |
| <ul class="simple"> |
| <li><p>NOTE: At the time of this writing, the “Multi-AZ DB <strong>Cluster</strong>” option does not support setting the database name, which is a required step below.</p></li> |
| </ul> |
| </li> |
| <li><p>Set the DB Instance name, the username and password.</p></li> |
| <li><p>Choose the instance configuration, and storage parameters.</p></li> |
| <li><p>In the Connectivity section, select Don’t connect to an EC2 compute resource</p></li> |
| <li><p>Select or create a VPC and subnet, and allow public access to the DB. Select or create security group and select the Availability Zone.</p></li> |
| <li><p>Open the Additional Configuration tab and set the database name to <code class="docutils literal notranslate"><span class="pre">airflow_db</span></code>.</p></li> |
| <li><p>Select other settings as required, and create the database by clicking Create database.</p></li> |
| </ol> |
| </div> |
| <div class="section" id="test-connectivity"> |
| <h3>Test Connectivity<a class="headerlink" href="#test-connectivity" title="Permalink to this heading">¶</a></h3> |
| <p>In order to be able to connect to the new RDS instance, you need to allow inbound traffic to the database from your IP address.</p> |
| <ol class="arabic simple"> |
| <li><p>Under the “Security” heading in the “Connectivity & security” tab of the RDS instance, find the link to the VPC security group for your new RDS DB instance.</p></li> |
| <li><p>Create an inbound rule that allows traffic from your IP address(es) on TCP port 5432 (PostgreSQL).</p></li> |
| <li><p>Confirm that you can connect to the DB after modifying the security group. This will require having <code class="docutils literal notranslate"><span class="pre">psql</span></code> installed. Instructions for installing <code class="docutils literal notranslate"><span class="pre">psql</span></code> can be found <a class="reference external" href="https://www.postgresql.org/download/">here</a>.</p></li> |
| </ol> |
| <p><strong>NOTE</strong>: Be sure that the status of your DB is Available before testing connectivity</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>psql<span class="w"> </span>-h<span class="w"> </span><endpoint><span class="w"> </span>-p<span class="w"> </span><span class="m">5432</span><span class="w"> </span>-U<span class="w"> </span><username><span class="w"> </span><db_name> |
| </pre></div> |
| </div> |
| <p>The endpoint can be found on the “Connectivity and Security” tab, the username (and password) are the credentials used when creating the database.</p> |
| <p>The db_name should be <code class="docutils literal notranslate"><span class="pre">airflow_db</span></code> (unless a different one was used when creating the database.)</p> |
| <p>You will be prompted to enter the password if the connection is successful.</p> |
| </div> |
| </div> |
| <div class="section" id="creating-an-ecs-cluster-with-fargate-and-task-definitions"> |
| <h2>Creating an ECS Cluster with Fargate, and Task Definitions<a class="headerlink" href="#creating-an-ecs-cluster-with-fargate-and-task-definitions" title="Permalink to this heading">¶</a></h2> |
| <p>In order to create a Task Definition for the ECS Cluster that will work with Apache Airflow, you will need a Docker image that is properly configured. See the <a class="reference internal" href="#dockerfile-for-ecs-executor"><span class="std std-ref">Dockerfile</span></a> section for instructions on how to do that.</p> |
| <p>Once the image is built, it needs to be put in a repository where it can be pulled by ECS. There are multiple ways to accomplish this. This guide will go over doing this using Amazon Elastic Container Registry (ECR).</p> |
| <div class="section" id="create-an-ecr-repository"> |
| <h3>Create an ECR Repository<a class="headerlink" href="#create-an-ecr-repository" title="Permalink to this heading">¶</a></h3> |
| <ol class="arabic simple"> |
| <li><p>Log in to your AWS Management Console and navigate to the ECR service.</p></li> |
| <li><p>Click Create repository.</p></li> |
| <li><p>Name the repository and fill out other information as required.</p></li> |
| <li><p>Click Create Repository.</p></li> |
| <li><p>Once the repository has been created, click on the repository. Click on the “View push commands” button on the top right.</p></li> |
| <li><p>Follow the instructions to push the Docker image, replacing image names as appropriate. Ensure the image is uploaded by refreshing the page once the image is pushed.</p></li> |
| </ol> |
| </div> |
| <div class="section" id="create-ecs-cluster"> |
| <h3>Create ECS Cluster<a class="headerlink" href="#create-ecs-cluster" title="Permalink to this heading">¶</a></h3> |
| <ol class="arabic simple"> |
| <li><p>Log in to your AWS Management Console and navigate to the Amazon Elastic Container Service.</p></li> |
| <li><p>Click “Clusters” then click “Create Cluster”.</p></li> |
| <li><p>Make sure that AWS Fargate (Serverless) is selected under Infrastructure.</p></li> |
| <li><p>Select other options as required and click Create to create the cluster.</p></li> |
| </ol> |
| </div> |
| <div class="section" id="create-task-definition"> |
| <h3>Create Task Definition<a class="headerlink" href="#create-task-definition" title="Permalink to this heading">¶</a></h3> |
| <ol class="arabic simple"> |
| <li><p>Click on Task Definitions on the left hand bar, and click Create new task definition.</p></li> |
| <li><p>Choose the Task Definition Family name. Select AWS Fargate for the Launch Type.</p></li> |
| <li><p>Select or create the Task Role and Task Execution Role, and ensure the roles have the required permissions to accomplish their respective tasks. You can choose to create a new Task Execution role that will have the basic minimum permissions in order for the task to run.</p></li> |
| <li><p>Select a name for the container, and use the image URI of the image that was pushed in the previous section. Make sure the role being used has the required permissions to pull the image.</p></li> |
| <li><p>Add the following environment variables to the container:</p></li> |
| </ol> |
| <ul class="simple"> |
| <li><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW__DATABASE__SQL_ALCHEMY_CONN</span></code>, with the value being the PostgreSQL connection string in the following format using the values set during the <a class="reference external" href="#create-the-rds-db-instance">Database section</a> above:</p></li> |
| </ul> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>postgresql+psycopg2://<username>:<password>@<endpoint>/<database_name> |
| </pre></div> |
| </div> |
| <ul class="simple"> |
| <li><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW__ECS_EXECUTOR__SECURITY_GROUPS</span></code>, with the value being a comma separated list of security group IDs associated with the VPC used for the RDS instance.</p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">AIRFLOW__ECS_EXECUTOR__SUBNETS</span></code>, with the value being a comma separated list of subnet IDs of the subnets associated with the RDS instance.</p></li> |
| </ul> |
| <ol class="arabic simple"> |
| <li><p>Add other configuration as necessary for Airflow generally (see <a class="reference external" href="https://airflow.apache.org/docs/apache-airflow/stable/configurations-ref.html">here</a>), the ECS executor (see <a class="reference internal" href="#config-options"><span class="std std-ref">here</span></a>) or for remote logging (see <a class="reference internal" href="#logging"><span class="std std-ref">here</span></a>). Note that any configuration changes should be made across the entire Airflow environment to keep configuration consistent.</p></li> |
| <li><p>Click Create.</p></li> |
| </ol> |
| </div> |
| <div class="section" id="allow-ecs-containers-to-access-rds-database"> |
| <h3>Allow ECS Containers to Access RDS Database<a class="headerlink" href="#allow-ecs-containers-to-access-rds-database" title="Permalink to this heading">¶</a></h3> |
| <p>As a final step, access to the database must be configured for the ECS containers. Many different networking configurations are possible, but one possible approach is:</p> |
| <ol class="arabic simple"> |
| <li><p>Log in to your AWS Management Console and navigate to the VPC Dashboard.</p></li> |
| <li><p>On the left hand, under the Security heading, click Security groups.</p></li> |
| <li><p>Select the security group associated with your RDS instance, and click Edit inbound rules.</p></li> |
| <li><p>Add a new rule that allows PostgreSQL type traffic to the CIDR of the subnet(s) associated with the Ecs cluster.</p></li> |
| </ol> |
| </div> |
| <div class="section" id="configure-airflow"> |
| <h3>Configure Airflow<a class="headerlink" href="#configure-airflow" title="Permalink to this heading">¶</a></h3> |
| <p>To configure Airflow to utilize the ECS Executor and leverage the resources we’ve set up, create a script (e.g., <code class="docutils literal notranslate"><span class="pre">ecs_executor_config.sh</span></code>) with the following contents:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__CORE__EXECUTOR</span><span class="o">=</span><span class="s1">'airflow.providers.amazon.aws.executors.ecs.ecs_executor.AwsEcsExecutor'</span> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__DATABASE__SQL_ALCHEMY_CONN</span><span class="o">=</span><postgres-connection-string> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__REGION_NAME</span><span class="o">=</span><executor-region> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__CLUSTER</span><span class="o">=</span><ecs-cluster-name> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__CONTAINER_NAME</span><span class="o">=</span><ecs-container-name> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__TASK_DEFINITION</span><span class="o">=</span><task-definition-name> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__LAUNCH_TYPE</span><span class="o">=</span><span class="s1">'FARGATE'</span> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__PLATFORM_VERSION</span><span class="o">=</span><span class="s1">'LATEST'</span> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__ASSIGN_PUBLIC_IP</span><span class="o">=</span><span class="s1">'True'</span> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__SECURITY_GROUPS</span><span class="o">=</span><security-group-id-for-rds> |
| |
| <span class="nb">export</span><span class="w"> </span><span class="nv">AIRFLOW__AWS_ECS_EXECUTOR__SUBNETS</span><span class="o">=</span><subnet-id-for-rds> |
| </pre></div> |
| </div> |
| <p>This script should be run on the host(s) running the Airflow Scheduler and Webserver, before those processes are started.</p> |
| <p>The script sets environment variables that configure Airflow to use the ECS Executor and provide necessary information for task execution. Any other configuration changes made (such as for remote logging) should be added to this example script to keep configuration consistent across the Airflow environment.</p> |
| </div> |
| <div class="section" id="initialize-the-airflow-db"> |
| <h3>Initialize the Airflow DB<a class="headerlink" href="#initialize-the-airflow-db" title="Permalink to this heading">¶</a></h3> |
| <p>The Airflow DB needs to be initialized before it can be used and a user needs to be added for you to log in. The below command adds an admin user (the command will also initialize the DB if it hasn’t been already):</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow<span class="w"> </span>users<span class="w"> </span>create<span class="w"> </span>--username<span class="w"> </span>admin<span class="w"> </span>--password<span class="w"> </span>admin<span class="w"> </span>--firstname<span class="w"> </span><your<span class="w"> </span>first<span class="w"> </span>name><span class="w"> </span>--lastname<span class="w"> </span><your<span class="w"> </span>last<span class="w"> </span>name><span class="w"> </span>--email<span class="w"> </span><your<span class="w"> </span>email><span class="w"> </span>--role<span class="w"> </span>Admin |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| |
| |
| <div class="pager" role="navigation" aria-label="related navigation"> |
| <a rel="prev" title="Amazon Executors" href="index.html" > |
| <button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="p">Previous</button> |
| </a> |
| <a rel="next" title="Amazon CLI Commands" href="../cli-ref.html" > |
| <button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" accesskey="n">Next</button> |
| </a> |
| </div> |
| </div> |
| |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="rating-container"> |
| <p class="bodytext__medium--greyish-brown font-weight-500">Was this entry helpful?</p> |
| <div class="rating"> |
| |
| <div id="rate-star-5" class="rate-star"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="21.05" height="20.02" viewBox="0 0 21.05 20.02"> |
| <g id="Group_806" data-name="Group 806" transform="translate(-774.404 -13.178)"> |
| <path id="Path_715" d="M791.434 33.2l-6.5-3.42-6.5 3.42 1.242-7.243-5.262-5.13 7.273-1.057 3.252-6.59 3.252 6.59 7.273 1.057-5.262 5.13z" fill="#017cee" data-name="Path 715"></path> |
| </g> |
| </svg> |
| |
| </div> |
| |
| <div id="rate-star-4" class="rate-star"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="21.05" height="20.02" viewBox="0 0 21.05 20.02"> |
| <g id="Group_806" data-name="Group 806" transform="translate(-774.404 -13.178)"> |
| <path id="Path_715" d="M791.434 33.2l-6.5-3.42-6.5 3.42 1.242-7.243-5.262-5.13 7.273-1.057 3.252-6.59 3.252 6.59 7.273 1.057-5.262 5.13z" fill="#017cee" data-name="Path 715"></path> |
| </g> |
| </svg> |
| |
| </div> |
| |
| <div id="rate-star-3" class="rate-star"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="21.05" height="20.02" viewBox="0 0 21.05 20.02"> |
| <g id="Group_806" data-name="Group 806" transform="translate(-774.404 -13.178)"> |
| <path id="Path_715" d="M791.434 33.2l-6.5-3.42-6.5 3.42 1.242-7.243-5.262-5.13 7.273-1.057 3.252-6.59 3.252 6.59 7.273 1.057-5.262 5.13z" fill="#017cee" data-name="Path 715"></path> |
| </g> |
| </svg> |
| |
| </div> |
| |
| <div id="rate-star-2" class="rate-star"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="21.05" height="20.02" viewBox="0 0 21.05 20.02"> |
| <g id="Group_806" data-name="Group 806" transform="translate(-774.404 -13.178)"> |
| <path id="Path_715" d="M791.434 33.2l-6.5-3.42-6.5 3.42 1.242-7.243-5.262-5.13 7.273-1.057 3.252-6.59 3.252 6.59 7.273 1.057-5.262 5.13z" fill="#017cee" data-name="Path 715"></path> |
| </g> |
| </svg> |
| |
| </div> |
| |
| <div id="rate-star-1" class="rate-star"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="21.05" height="20.02" viewBox="0 0 21.05 20.02"> |
| <g id="Group_806" data-name="Group 806" transform="translate(-774.404 -13.178)"> |
| <path id="Path_715" d="M791.434 33.2l-6.5-3.42-6.5 3.42 1.242-7.243-5.262-5.13 7.273-1.057 3.252-6.59 3.252 6.59 7.273 1.057-5.262 5.13z" fill="#017cee" data-name="Path 715"></path> |
| </g> |
| </svg> |
| |
| </div> |
| |
| </div> |
| </div> |
| |
| </main> |
| |
| |
| |
| |
| <nav class="wy-nav-side-toc"> |
| <div class="wy-menu-vertical"> |
| <ul> |
| <li><a class="reference internal" href="#">AWS ECS Executor</a><ul> |
| <li><a class="reference internal" href="#config-options">Config Options</a><ul> |
| <li><a class="reference internal" href="#required-config-options">Required config options:</a></li> |
| <li><a class="reference internal" href="#optional-config-options">Optional config options:</a></li> |
| </ul> |
| </li> |
| <li><a class="reference internal" href="#dockerfile-for-ecs-executor">Dockerfile for ECS Executor</a><ul> |
| <li><a class="reference internal" href="#prerequisites">Prerequisites</a></li> |
| <li><a class="reference internal" href="#building-an-image">Building an Image</a></li> |
| <li><a class="reference internal" href="#base-image">Base Image</a></li> |
| <li><a class="reference internal" href="#loading-dags">Loading DAGs</a><ul> |
| <li><a class="reference internal" href="#from-s3-bucket">From S3 Bucket</a></li> |
| <li><a class="reference internal" href="#from-local-folder">From Local Folder</a></li> |
| </ul> |
| </li> |
| <li><a class="reference internal" href="#installing-python-dependencies">Installing Python Dependencies</a></li> |
| <li><a class="reference internal" href="#building-image-for-ecs-executor">Building Image for ECS Executor</a></li> |
| </ul> |
| </li> |
| <li><a class="reference internal" href="#logging">Logging</a><ul> |
| <li><a class="reference internal" href="#configuring-remote-logging">Configuring Remote Logging</a></li> |
| <li><a class="reference internal" href="#ecs-task-logging">ECS Task Logging</a></li> |
| <li><a class="reference internal" href="#performance-and-tuning">Performance and Tuning</a></li> |
| </ul> |
| </li> |
| <li><a class="reference internal" href="#setting-up-an-ecs-executor-for-apache-airflow">Setting up an ECS Executor for Apache Airflow</a><ul> |
| <li><a class="reference internal" href="#setting-up-an-rds-db-instance-for-ecs-executors">Setting up an RDS DB Instance for ECS Executors</a></li> |
| <li><a class="reference internal" href="#create-the-rds-db-instance">Create the RDS DB Instance</a></li> |
| <li><a class="reference internal" href="#test-connectivity">Test Connectivity</a></li> |
| </ul> |
| </li> |
| <li><a class="reference internal" href="#creating-an-ecs-cluster-with-fargate-and-task-definitions">Creating an ECS Cluster with Fargate, and Task Definitions</a><ul> |
| <li><a class="reference internal" href="#create-an-ecr-repository">Create an ECR Repository</a></li> |
| <li><a class="reference internal" href="#create-ecs-cluster">Create ECS Cluster</a></li> |
| <li><a class="reference internal" href="#create-task-definition">Create Task Definition</a></li> |
| <li><a class="reference internal" href="#allow-ecs-containers-to-access-rds-database">Allow ECS Containers to Access RDS Database</a></li> |
| <li><a class="reference internal" href="#configure-airflow">Configure Airflow</a></li> |
| <li><a class="reference internal" href="#initialize-the-airflow-db">Initialize the Airflow DB</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| |
| </div> |
| </nav> |
| |
| </div> |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| <div class="base-layout--button"> |
| <a href="https://github.com/apache/airflow/edit/main/docs/apache-airflow-providers-amazon/executors/ecs-executor.rst" rel="nofollow"> |
| |
| <button class="btn-hollow btn-brown btn-with-icon with-box-shadow button-fixed"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="30.76" height="30"> |
| <path d="M15.379 0a15.381 15.381 0 00-4.86 29.974c.769.141 1.05-.334 1.05-.741 0-.365-.013-1.332-.021-2.616-4.278.929-5.181-2.062-5.181-2.062a4.071 4.071 0 00-1.708-2.25c-1.4-.954.106-.935.106-.935a3.231 3.231 0 012.356 1.585 3.274 3.274 0 004.476 1.278 3.287 3.287 0 01.976-2.056c-3.415-.388-7.005-1.707-7.005-7.6a5.947 5.947 0 011.583-4.127 5.53 5.53 0 01.151-4.07s1.291-.413 4.229 1.577a14.577 14.577 0 017.7 0c2.936-1.99 4.225-1.577 4.225-1.577a5.523 5.523 0 01.153 4.07 5.937 5.937 0 011.581 4.127c0 5.909-3.6 7.209-7.022 7.589a3.672 3.672 0 011.044 2.848c0 2.056-.019 3.715-.019 4.219 0 .411.277.89 1.057.74A15.382 15.382 0 0015.378.001z" data-name="Path 224" fill="#51504f" fill-rule="evenodd"></path> |
| </svg> |
| |
| <span class="bodytext__medium--brownish-grey">Suggest a change on this page</span> |
| </button> |
| </a> |
| </div> |
| |
| |
| </div> |
| |
| |
| |
| |
| <footer> |
| <div class="footer-section footer-section__media-section"> |
| <div class="d-flex align-items-center"> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://github.com/apache/airflow"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="46.14" height="45" viewBox="0 0 46.14 45"> |
| <path id="Path_207" d="M228.962 1078.578a23.072 23.072 0 0 0-7.29 44.96c1.154.212 1.574-.5 1.574-1.112 0-.548-.02-2-.031-3.924-6.417 1.394-7.771-3.093-7.771-3.093a6.109 6.109 0 0 0-2.562-3.375c-2.095-1.431.159-1.4.159-1.4a4.846 4.846 0 0 1 3.533 2.377c2.058 3.525 5.4 2.507 6.714 1.917a4.926 4.926 0 0 1 1.464-3.084c-5.123-.582-10.508-2.562-10.508-11.4a8.919 8.919 0 0 1 2.374-6.191 8.3 8.3 0 0 1 .226-6.105s1.937-.62 6.344 2.365a21.857 21.857 0 0 1 11.551 0c4.4-2.985 6.338-2.365 6.338-2.365a8.284 8.284 0 0 1 .23 6.105 8.9 8.9 0 0 1 2.371 6.191c0 8.862-5.393 10.812-10.533 11.384a5.506 5.506 0 0 1 1.566 4.272c0 3.084-.028 5.572-.028 6.329 0 .617.415 1.334 1.586 1.109a23.073 23.073 0 0 0-7.308-44.958z" fill="#fff" fill-rule="evenodd" data-name="Path 207" transform="translate(-205.894 -1078.578)"></path> |
| </svg> |
| |
| </a> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://github.com/apache/airflow/issues"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="45" height="45" viewBox="0 0 45 45"> |
| <g id="Group_210" data-name="Group 210" transform="translate(-339.789 -1315.282)"> |
| <path id="Path_218" d="M394.82 1315.282h-21.671a9.784 9.784 0 0 0 9.784 9.778h3.986v3.857a9.784 9.784 0 0 0 9.784 9.771v-21.523a1.884 1.884 0 0 0-1.883-1.883z" fill="#fff" data-name="Path 218" transform="translate(-11.914)"></path> |
| <path id="Path_219" d="M378.14 1332.072h-21.671a9.778 9.778 0 0 0 9.778 9.778h4.018v3.857a9.784 9.784 0 0 0 9.752 9.778v-21.536a1.877 1.877 0 0 0-1.877-1.877z" fill="#fff" data-name="Path 219" transform="translate(-5.957 -5.996)"></path> |
| <path id="Path_220" d="M361.46 1348.862h-21.671a9.778 9.778 0 0 0 9.778 9.778h3.992v3.857a9.778 9.778 0 0 0 9.778 9.778v-21.529a1.883 1.883 0 0 0-1.877-1.884z" fill="#fff" data-name="Path 220" transform="translate(0 -11.993)"></path> |
| </g> |
| </svg> |
| |
| </a> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://s.apache.org/airflow-slack"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="45.073" height="45.073" viewBox="0 0 45.073 45.073"> |
| <g id="Group_208" data-name="Group 208" transform="translate(-661.145 -806.287)"> |
| <g id="Group_204" data-name="Group 204" transform="translate(661.145 830.01)"> |
| <path id="Path_208" d="M670.634 856.859a4.744 4.744 0 1 1-4.744-4.744h4.744z" fill="#fff" data-name="Path 208" transform="translate(-661.145 -852.115)"></path> |
| <path id="Path_209" d="M684.059 856.859a4.744 4.744 0 0 1 9.489 0v11.861a4.744 4.744 0 1 1-9.489 0z" fill="#fff" data-name="Path 209" transform="translate(-672.198 -852.115)"></path> |
| </g> |
| <g id="Group_205" data-name="Group 205" transform="translate(661.145 806.287)"> |
| <path id="Path_210" d="M688.8 815.776a4.744 4.744 0 1 1 4.744-4.745v4.745z" fill="#fff" data-name="Path 210" transform="translate(-672.198 -806.287)"></path> |
| <path id="Path_211" d="M677.751 829.2a4.744 4.744 0 0 1 0 9.489H665.89a4.744 4.744 0 1 1 0-9.489z" fill="#fff" data-name="Path 211" transform="translate(-661.145 -817.34)"></path> |
| </g> |
| <g id="Group_206" data-name="Group 206" transform="translate(684.868 806.287)"> |
| <path id="Path_212" d="M729.887 833.945a4.744 4.744 0 1 1 4.745 4.745h-4.745z" fill="#fff" data-name="Path 212" transform="translate(-718.026 -817.34)"></path> |
| <path id="Path_213" d="M716.462 822.893a4.744 4.744 0 1 1-9.489 0v-11.862a4.744 4.744 0 0 1 9.489 0z" fill="#fff" data-name="Path 213" transform="translate(-706.973 -806.287)"></path> |
| </g> |
| <g id="Group_207" data-name="Group 207" transform="translate(684.868 830.01)"> |
| <path id="Path_214" d="M711.718 875.029a4.744 4.744 0 1 1-4.745 4.744v-4.744z" fill="#fff" data-name="Path 214" transform="translate(-706.973 -863.168)"></path> |
| <path id="Path_215" d="M711.718 861.6a4.744 4.744 0 1 1 0-9.489h11.861a4.744 4.744 0 0 1 0 9.489z" fill="#fff" data-name="Path 215" transform="translate(-706.973 -852.115)"></path> |
| </g> |
| </g> |
| </svg> |
| |
| </a> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://stackoverflow.com/questions/tagged/airflow"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="37.647" height="44.6" viewBox="0 0 37.647 44.6"> |
| <g id="Group_209" data-name="Group 209" transform="translate(-645.2 -975.455)"> |
| <path id="Path_216" d="M677.028 1043.1v-11.948h3.966v15.914H645.2v-15.914h3.966v11.948z" fill="#fff" data-name="Path 216" transform="translate(0 -27.014)"></path> |
| <path id="Path_217" d="M661.012 1003.008l19.467 4.069.824-3.914-19.467-4.069zm2.575-9.27l18.025 8.395 1.648-3.605-18.025-8.446zm5-8.858l15.3 12.721 2.524-3.039-15.3-12.721zm9.888-9.425l-3.193 2.369 11.845 15.965 3.193-2.369zm-17.875 36.617h19.879v-3.966H660.6z" fill="#fff" data-name="Path 217" transform="translate(-7.469)"></path> |
| </g> |
| </svg> |
| |
| </a> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://twitter.com/ApacheAirflow"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="44.355" height="44.355" viewBox="0 0 44.355 44.355"> |
| <g id="Group_211" data-name="Group 211" transform="translate(-503 -1382.2)"> |
| <path id="Path_221" d="M541.811 1382.2h-33.267a5.546 5.546 0 0 0-5.544 5.544v33.266a5.547 5.547 0 0 0 5.544 5.545h33.267a5.546 5.546 0 0 0 5.544-5.545v-33.266a5.546 5.546 0 0 0-5.544-5.544zm-5.611 16.533c.011.244.011.488.011.732 0 7.507-5.722 16.178-16.179 16.178a16.173 16.173 0 0 1-8.7-2.539 10.92 10.92 0 0 0 1.353.078 11.4 11.4 0 0 0 7.064-2.44 5.685 5.685 0 0 1-5.311-3.947 5.725 5.725 0 0 0 2.561-.1 5.7 5.7 0 0 1-4.557-5.578v-.078a5.752 5.752 0 0 0 2.572.71 5.709 5.709 0 0 1-1.763-7.6 16.146 16.146 0 0 0 11.721 5.944 6.282 6.282 0 0 1-.144-1.3 5.688 5.688 0 0 1 9.836-3.892 11.3 11.3 0 0 0 3.615-1.375 5.721 5.721 0 0 1-2.506 3.149 11.538 11.538 0 0 0 3.271-.9 11.585 11.585 0 0 1-2.844 2.958z" fill="#fff" data-name="Path 221"></path> |
| </g> |
| </svg> |
| |
| </a> |
| |
| <a class="footer-section__media-section--link" target="_blank" href="https://www.youtube.com/channel/UCSXwxpWZQ7XZ1WL3wqevChA"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="49.594" height="34.941" viewBox="0 0 49.594 34.941"> |
| <path id="Path_223" d="M1124.557 1230a6.232 6.232 0 0 0-4.385-4.413c-3.867-1.043-19.376-1.043-19.376-1.043s-15.508 0-19.376 1.043a6.232 6.232 0 0 0-4.385 4.413c-1.036 3.893-1.036 12.014-1.036 12.014s0 8.122 1.036 12.015a6.232 6.232 0 0 0 4.385 4.413c3.867 1.043 19.376 1.043 19.376 1.043s15.509 0 19.376-1.043a6.232 6.232 0 0 0 4.385-4.413c1.036-3.893 1.036-12.015 1.036-12.015s.001-8.123-1.036-12.014zm-28.833 19.388v-14.748l12.962 7.374z" fill="#fff" data-name="Path 223" transform="translate(-1076 -1224.542)"></path> |
| </svg> |
| |
| </a> |
| |
| </div> |
| |
| |
| <div class="footer-section__media-section--button-with-text"> |
| <span class="footer-section__media-section--text">Want to be a part of Apache Airflow?</span> |
| <a href="/community"> |
| |
| <button id="" class="btn-filled bodytext__medium--white ">Join community</button> |
| |
| </a> |
| </div> |
| |
| |
| </div> |
| <div class="footer-section footer-section__policies-section"> |
| <div class="footer-section"> |
| <span>© The Apache Software Foundation <script>document.write(new Date().getFullYear())</script></span> |
| <div class="footer-section__policies-section--policies"> |
| |
| <a href="https://www.apache.org/licenses/" class="footer-section__policies-section--policy-item"> |
| <span>License</span> |
| </a> |
| |
| <a href="https://www.apache.org/foundation/sponsorship.html" class="footer-section__policies-section--policy-item"> |
| <span>Donate</span> |
| </a> |
| |
| <a href="https://www.apache.org/foundation/thanks.html" class="footer-section__policies-section--policy-item"> |
| <span>Thanks</span> |
| </a> |
| |
| <a href="https://www.apache.org/security/" class="footer-section__policies-section--policy-item"> |
| <span>Security</span> |
| </a> |
| |
| |
| </div> |
| </div> |
| <span class="footer-section__policies-section--disclaimer"> |
| Apache Airflow, Apache, Airflow, the Airflow logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. |
| All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation. |
| </span> |
| </div> |
| </footer> |
| <script type="text/javascript" src="../_static/_gen/js/docs.js"></script> |
| <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script> |
| <script src="https://code.jquery.com/jquery-3.4.1.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script> |
| <script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.3/umd/popper.min.js" integrity="sha384-ZMP7rVo3mIykV+2+9J3UJ46jBk0WLaUAdn689aCwoqbBJiSnjAK/l8WvCWPIPm49" crossorigin="anonymous"></script> |
| <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/js/bootstrap.min.js" integrity="sha384-ChfqqxuZUCnJSK3+MXmPNIyE6ZbWh2IMqE241rYiqJxyMiZ6OW/JmZQ5stwEULTy" crossorigin="anonymous"></script> |
| <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> |
| <script src="../_static/jquery.js"></script> |
| <script src="../_static/underscore.js"></script> |
| <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script> |
| <script src="../_static/doctools.js"></script> |
| <script src="../_static/sphinx_highlight.js"></script> |
| <script src="../_static/clipboard.min.js"></script> |
| <script src="../_static/copybutton.js"></script> |
| <script src="../_static/js/globaltoc.js"></script> |
| <script src="../_static/design-tabs.js"></script> |
| </body> |
| </html> |
