| |
| |
| <!-- |
| Javascript to render AIRFLOW-XXX and PR references in text |
| as HTML links. |
| |
| Overrides extrahead block from sphinx_rtd_theme |
| https://www.sphinx-doc.org/en/master/templating.html |
| --> |
| |
| |
| |
| |
| <!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"> |
| <head> |
| <meta charset="utf-8" /> |
| <meta name="viewport" content="width=device-width, initial-scale=1"> |
| <title>airflow.contrib.hooks.sagemaker_hook — Airflow Documentation</title> |
| <link rel="stylesheet" href="../../../../_static/_gen/css/main.min.css" type="text/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/_gen/css//main-custom.min.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" /> |
| |
| <script> |
| </script> |
| <style> |
| |
| </style> |
| |
| </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="/blog/"> |
| Blog |
| </a> |
| |
| </div> |
| |
| |
| <a href="/docs/stable/start.html"> |
| |
| <button id="" class="btn-filled bodytext__medium--white ">Install</button> |
| |
| </a> |
| |
| </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="/roadmap/"> |
| Roadmap |
| </a> |
| |
| <a class="navbar__text-link " href="/use-cases/"> |
| Use cases |
| </a> |
| |
| <a class="navbar__text-link " href="/blog/"> |
| Blog |
| </a> |
| |
| </div> |
| |
| <a href="/install/"> |
| |
| <button id="" class="btn-filled bodytext__medium--white ">Install</button> |
| |
| </a> |
| |
| </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">1.10.8</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"> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../start.html">Quick Start</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../installation.html">Installation</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../tutorial.html">Tutorial</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../howto/index.html">How-to Guides</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../ui.html">UI / Screenshots</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../concepts.html">Concepts</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../profiling.html">Data Profiling</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../cli.html">Command Line Interface Reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../scheduler.html">Scheduling & Triggers</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../executor/index.html">Executor</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../plugins.html">Plugins</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../security.html">Security</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../timezone.html">Time zones</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../api.html">REST API Reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../integration.html">Integration</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../metrics.html">Metrics</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../errors.html">Error Tracking</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../kubernetes.html">Kubernetes</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../lineage.html">Lineage</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../dag-serialization.html">DAG Serialization</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="../../../../best-practices.html">Best Practices</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../macros.html">Macros reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">References</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../_api/index.html">Python API</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</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">1.10.8</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"> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../project.html">Project</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../license.html">License</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../start.html">Quick Start</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../installation.html">Installation</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../tutorial.html">Tutorial</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../howto/index.html">How-to Guides</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../ui.html">UI / Screenshots</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../concepts.html">Concepts</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../profiling.html">Data Profiling</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../cli.html">Command Line Interface Reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../scheduler.html">Scheduling & Triggers</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../executor/index.html">Executor</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../plugins.html">Plugins</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../security.html">Security</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../timezone.html">Time zones</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../api.html">REST API Reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../integration.html">Integration</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../metrics.html">Metrics</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../errors.html">Error Tracking</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../kubernetes.html">Kubernetes</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../lineage.html">Lineage</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../dag-serialization.html">DAG Serialization</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="../../../../best-practices.html">Best Practices</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../faq.html">FAQ</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../macros.html">Macros reference</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../privacy_notice.html">Privacy Notice</a></li> |
| </ul> |
| <p class="caption"><span class="caption-text">References</span></p> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../_api/index.html">Python API</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="../../../../configurations-ref.html">Configurations</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">Module code</a></li> |
| |
| <li class="breadcrumb-item"><a href="../hooks.html">airflow.contrib.hooks</a></li> |
| |
| <li class="breadcrumb-item"><a href="_modules/airflow/contrib/hooks/sagemaker_hook.html"> airflow.contrib.hooks.sagemaker_hook</li> |
| |
| </ul> |
| </div> |
| |
| <div class="rst-content"> |
| <div class="document"> |
| <div class="documentwrapper"> |
| <div class="bodywrapper"> |
| <div class="body" role="main"> |
| |
| <h1>Source code for airflow.contrib.hooks.sagemaker_hook</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</span> |
| <span class="c1">#</span> |
| <span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| <span class="kn">import</span> <span class="nn">tarfile</span> |
| <span class="kn">import</span> <span class="nn">tempfile</span> |
| <span class="kn">import</span> <span class="nn">time</span> |
| <span class="kn">import</span> <span class="nn">os</span> |
| <span class="kn">import</span> <span class="nn">collections</span> |
| <span class="kn">import</span> <span class="nn">warnings</span> |
| |
| <span class="kn">from</span> <span class="nn">botocore.exceptions</span> <span class="k">import</span> <span class="n">ClientError</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span> |
| <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.aws_hook</span> <span class="k">import</span> <span class="n">AwsHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.aws_logs_hook</span> <span class="k">import</span> <span class="n">AwsLogsHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.hooks.S3_hook</span> <span class="k">import</span> <span class="n">S3Hook</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils</span> <span class="k">import</span> <span class="n">timezone</span> |
| |
| |
| <div class="viewcode-block" id="LogState"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState">[docs]</a><span class="k">class</span> <span class="nc">LogState</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> |
| <div class="viewcode-block" id="LogState.STARTING"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState.STARTING">[docs]</a> <span class="n">STARTING</span> <span class="o">=</span> <span class="mi">1</span></div> |
| <div class="viewcode-block" id="LogState.WAIT_IN_PROGRESS"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState.WAIT_IN_PROGRESS">[docs]</a> <span class="n">WAIT_IN_PROGRESS</span> <span class="o">=</span> <span class="mi">2</span></div> |
| <div class="viewcode-block" id="LogState.TAILING"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState.TAILING">[docs]</a> <span class="n">TAILING</span> <span class="o">=</span> <span class="mi">3</span></div> |
| <div class="viewcode-block" id="LogState.JOB_COMPLETE"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState.JOB_COMPLETE">[docs]</a> <span class="n">JOB_COMPLETE</span> <span class="o">=</span> <span class="mi">4</span></div> |
| <div class="viewcode-block" id="LogState.COMPLETE"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.LogState.COMPLETE">[docs]</a> <span class="n">COMPLETE</span> <span class="o">=</span> <span class="mi">5</span></div></div> |
| |
| |
| <span class="c1"># Position is a tuple that includes the last read timestamp and the number of items that were read</span> |
| <span class="c1"># at that time. This is used to figure out which event to start with on the next read.</span> |
| <div class="viewcode-block" id="Position"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.Position">[docs]</a><span class="n">Position</span> <span class="o">=</span> <span class="n">collections</span><span class="o">.</span><span class="n">namedtuple</span><span class="p">(</span><span class="s1">'Position'</span><span class="p">,</span> <span class="p">[</span><span class="s1">'timestamp'</span><span class="p">,</span> <span class="s1">'skip'</span><span class="p">])</span></div> |
| |
| |
| <div class="viewcode-block" id="argmin"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.argmin">[docs]</a><span class="k">def</span> <span class="nf">argmin</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">f</span><span class="p">):</span> |
| <span class="sd">"""Return the index, i, in arr that minimizes f(arr[i])"""</span> |
| <span class="n">m</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="n">i</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">arr</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">m</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">f</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o"><</span> <span class="n">m</span><span class="p">:</span> |
| <span class="n">m</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> |
| <span class="n">i</span> <span class="o">=</span> <span class="n">idx</span> |
| <span class="k">return</span> <span class="n">i</span></div> |
| |
| |
| <div class="viewcode-block" id="secondary_training_status_changed"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.secondary_training_status_changed">[docs]</a><span class="k">def</span> <span class="nf">secondary_training_status_changed</span><span class="p">(</span><span class="n">current_job_description</span><span class="p">,</span> <span class="n">prev_job_description</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Returns true if training job's secondary status message has changed.</span> |
| |
| <span class="sd"> :param current_job_description: Current job description, returned from DescribeTrainingJob call.</span> |
| <span class="sd"> :type current_job_description: dict</span> |
| <span class="sd"> :param prev_job_description: Previous job description, returned from DescribeTrainingJob call.</span> |
| <span class="sd"> :type prev_job_description: dict</span> |
| |
| <span class="sd"> :return: Whether the secondary status message of a training job changed or not.</span> |
| <span class="sd"> """</span> |
| <span class="n">current_secondary_status_transitions</span> <span class="o">=</span> <span class="n">current_job_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">current_secondary_status_transitions</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">current_secondary_status_transitions</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">return</span> <span class="kc">False</span> |
| |
| <span class="n">prev_job_secondary_status_transitions</span> <span class="o">=</span> <span class="n">prev_job_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">)</span> \ |
| <span class="k">if</span> <span class="n">prev_job_description</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="kc">None</span> |
| |
| <span class="n">last_message</span> <span class="o">=</span> <span class="n">prev_job_secondary_status_transitions</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="s1">'StatusMessage'</span><span class="p">]</span> \ |
| <span class="k">if</span> <span class="n">prev_job_secondary_status_transitions</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> \ |
| <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">prev_job_secondary_status_transitions</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span> <span class="k">else</span> <span class="s1">''</span> |
| |
| <span class="n">message</span> <span class="o">=</span> <span class="n">current_job_description</span><span class="p">[</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="s1">'StatusMessage'</span><span class="p">]</span> |
| |
| <span class="k">return</span> <span class="n">message</span> <span class="o">!=</span> <span class="n">last_message</span></div> |
| |
| |
| <div class="viewcode-block" id="secondary_training_status_message"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.secondary_training_status_message">[docs]</a><span class="k">def</span> <span class="nf">secondary_training_status_message</span><span class="p">(</span><span class="n">job_description</span><span class="p">,</span> <span class="n">prev_description</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Returns a string contains start time and the secondary training job status message.</span> |
| |
| <span class="sd"> :param job_description: Returned response from DescribeTrainingJob call</span> |
| <span class="sd"> :type job_description: dict</span> |
| <span class="sd"> :param prev_description: Previous job description from DescribeTrainingJob call</span> |
| <span class="sd"> :type prev_description: dict</span> |
| |
| <span class="sd"> :return: Job status string to be printed.</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">if</span> <span class="n">job_description</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">job_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">None</span>\ |
| <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">job_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">))</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">''</span> |
| |
| <span class="n">prev_description_secondary_transitions</span> <span class="o">=</span> <span class="n">prev_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">)</span>\ |
| <span class="k">if</span> <span class="n">prev_description</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="kc">None</span> |
| <span class="n">prev_transitions_num</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">prev_description</span><span class="p">[</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">])</span>\ |
| <span class="k">if</span> <span class="n">prev_description_secondary_transitions</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="mi">0</span> |
| <span class="n">current_transitions</span> <span class="o">=</span> <span class="n">job_description</span><span class="p">[</span><span class="s1">'SecondaryStatusTransitions'</span><span class="p">]</span> |
| |
| <span class="n">transitions_to_print</span> <span class="o">=</span> <span class="n">current_transitions</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">current_transitions</span><span class="p">)</span> <span class="o">==</span> <span class="n">prev_transitions_num</span> <span class="k">else</span> \ |
| <span class="n">current_transitions</span><span class="p">[</span><span class="n">prev_transitions_num</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">current_transitions</span><span class="p">):]</span> |
| |
| <span class="n">status_strs</span> <span class="o">=</span> <span class="p">[]</span> |
| <span class="k">for</span> <span class="n">transition</span> <span class="ow">in</span> <span class="n">transitions_to_print</span><span class="p">:</span> |
| <span class="n">message</span> <span class="o">=</span> <span class="n">transition</span><span class="p">[</span><span class="s1">'StatusMessage'</span><span class="p">]</span> |
| <span class="n">time_str</span> <span class="o">=</span> <span class="n">timezone</span><span class="o">.</span><span class="n">convert_to_utc</span><span class="p">(</span><span class="n">job_description</span><span class="p">[</span><span class="s1">'LastModifiedTime'</span><span class="p">])</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S'</span><span class="p">)</span> |
| <span class="n">status_strs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'</span><span class="si">{}</span><span class="s1"> </span><span class="si">{}</span><span class="s1"> - </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_str</span><span class="p">,</span> <span class="n">transition</span><span class="p">[</span><span class="s1">'Status'</span><span class="p">],</span> <span class="n">message</span><span class="p">))</span> |
| |
| <span class="k">return</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">status_strs</span><span class="p">)</span></div> |
| |
| |
| <div class="viewcode-block" id="SageMakerHook"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook">[docs]</a><span class="k">class</span> <span class="nc">SageMakerHook</span><span class="p">(</span><span class="n">AwsHook</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Interact with Amazon SageMaker.</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="SageMakerHook.non_terminal_states"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.non_terminal_states">[docs]</a> <span class="n">non_terminal_states</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'InProgress'</span><span class="p">,</span> <span class="s1">'Stopping'</span><span class="p">}</span></div> |
| <div class="viewcode-block" id="SageMakerHook.endpoint_non_terminal_states"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.endpoint_non_terminal_states">[docs]</a> <span class="n">endpoint_non_terminal_states</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'Creating'</span><span class="p">,</span> <span class="s1">'Updating'</span><span class="p">,</span> <span class="s1">'SystemUpdating'</span><span class="p">,</span> |
| <span class="s1">'RollingBack'</span><span class="p">,</span> <span class="s1">'Deleting'</span><span class="p">}</span></div> |
| <div class="viewcode-block" id="SageMakerHook.failed_states"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.failed_states">[docs]</a> <span class="n">failed_states</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'Failed'</span><span class="p">}</span></div> |
| |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> |
| <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">SageMakerHook</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span> <span class="o">=</span> <span class="n">S3Hook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">aws_conn_id</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">logs_hook</span> <span class="o">=</span> <span class="n">AwsLogsHook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">aws_conn_id</span><span class="p">)</span> |
| |
| <div class="viewcode-block" id="SageMakerHook.tar_and_s3_upload"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.tar_and_s3_upload">[docs]</a> <span class="k">def</span> <span class="nf">tar_and_s3_upload</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">bucket</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Tar the local file or directory and upload to s3</span> |
| |
| <span class="sd"> :param path: local file or directory</span> |
| <span class="sd"> :type path: str</span> |
| <span class="sd"> :param key: s3 key</span> |
| <span class="sd"> :type key: str</span> |
| <span class="sd"> :param bucket: s3 bucket</span> |
| <span class="sd"> :type bucket: str</span> |
| <span class="sd"> :return: None</span> |
| <span class="sd"> """</span> |
| <span class="k">with</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">TemporaryFile</span><span class="p">()</span> <span class="k">as</span> <span class="n">temp_file</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">path</span><span class="p">):</span> |
| <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">path</span><span class="p">)]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">path</span><span class="p">]</span> |
| <span class="k">with</span> <span class="n">tarfile</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">mode</span><span class="o">=</span><span class="s1">'w:gz'</span><span class="p">,</span> <span class="n">fileobj</span><span class="o">=</span><span class="n">temp_file</span><span class="p">)</span> <span class="k">as</span> <span class="n">tar_file</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">files</span><span class="p">:</span> |
| <span class="n">tar_file</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">arcname</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">f</span><span class="p">))</span> |
| <span class="n">temp_file</span><span class="o">.</span><span class="n">seek</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">load_file_obj</span><span class="p">(</span><span class="n">temp_file</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">bucket</span><span class="p">,</span> <span class="n">replace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.configure_s3_resources"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.configure_s3_resources">[docs]</a> <span class="k">def</span> <span class="nf">configure_s3_resources</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Extract the S3 operations from the configuration and execute them.</span> |
| |
| <span class="sd"> :param config: config of SageMaker operation</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> """</span> |
| <span class="n">s3_operations</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">'S3Operations'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">s3_operations</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">create_bucket_ops</span> <span class="o">=</span> <span class="n">s3_operations</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'S3CreateBucket'</span><span class="p">,</span> <span class="p">[])</span> |
| <span class="n">upload_ops</span> <span class="o">=</span> <span class="n">s3_operations</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'S3Upload'</span><span class="p">,</span> <span class="p">[])</span> |
| <span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">create_bucket_ops</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">create_bucket</span><span class="p">(</span><span class="n">bucket_name</span><span class="o">=</span><span class="n">op</span><span class="p">[</span><span class="s1">'Bucket'</span><span class="p">])</span> |
| <span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">upload_ops</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">op</span><span class="p">[</span><span class="s1">'Tar'</span><span class="p">]:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">tar_and_s3_upload</span><span class="p">(</span><span class="n">op</span><span class="p">[</span><span class="s1">'Path'</span><span class="p">],</span> <span class="n">op</span><span class="p">[</span><span class="s1">'Key'</span><span class="p">],</span> |
| <span class="n">op</span><span class="p">[</span><span class="s1">'Bucket'</span><span class="p">])</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">load_file</span><span class="p">(</span><span class="n">op</span><span class="p">[</span><span class="s1">'Path'</span><span class="p">],</span> <span class="n">op</span><span class="p">[</span><span class="s1">'Key'</span><span class="p">],</span> |
| <span class="n">op</span><span class="p">[</span><span class="s1">'Bucket'</span><span class="p">])</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.check_s3_url"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.check_s3_url">[docs]</a> <span class="k">def</span> <span class="nf">check_s3_url</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">s3url</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Check if an S3 URL exists</span> |
| |
| <span class="sd"> :param s3url: S3 url</span> |
| <span class="sd"> :type s3url: str</span> |
| <span class="sd"> :rtype: bool</span> |
| <span class="sd"> """</span> |
| <span class="n">bucket</span><span class="p">,</span> <span class="n">key</span> <span class="o">=</span> <span class="n">S3Hook</span><span class="o">.</span><span class="n">parse_s3_url</span><span class="p">(</span><span class="n">s3url</span><span class="p">)</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">check_for_bucket</span><span class="p">(</span><span class="n">bucket_name</span><span class="o">=</span><span class="n">bucket</span><span class="p">):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"The input S3 Bucket </span><span class="si">{}</span><span class="s2"> does not exist "</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bucket</span><span class="p">))</span> |
| <span class="k">if</span> <span class="n">key</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">check_for_key</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">key</span><span class="p">,</span> <span class="n">bucket_name</span><span class="o">=</span><span class="n">bucket</span><span class="p">)</span>\ |
| <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">s3_hook</span><span class="o">.</span><span class="n">check_for_prefix</span><span class="p">(</span> |
| <span class="n">prefix</span><span class="o">=</span><span class="n">key</span><span class="p">,</span> <span class="n">bucket_name</span><span class="o">=</span><span class="n">bucket</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="s1">'/'</span><span class="p">):</span> |
| <span class="c1"># check if s3 key exists in the case user provides a single file</span> |
| <span class="c1"># or if s3 prefix exists in the case user provides multiple files in</span> |
| <span class="c1"># a prefix</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"The input S3 Key "</span> |
| <span class="s2">"or Prefix </span><span class="si">{}</span><span class="s2"> does not exist in the Bucket </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">s3url</span><span class="p">,</span> <span class="n">bucket</span><span class="p">))</span> |
| <span class="k">return</span> <span class="kc">True</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.check_training_config"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.check_training_config">[docs]</a> <span class="k">def</span> <span class="nf">check_training_config</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">training_config</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Check if a training configuration is valid</span> |
| |
| <span class="sd"> :param training_config: training_config</span> |
| <span class="sd"> :type training_config: dict</span> |
| <span class="sd"> :return: None</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="s2">"InputDataConfig"</span> <span class="ow">in</span> <span class="n">training_config</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">channel</span> <span class="ow">in</span> <span class="n">training_config</span><span class="p">[</span><span class="s1">'InputDataConfig'</span><span class="p">]:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_s3_url</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s1">'DataSource'</span><span class="p">][</span><span class="s1">'S3DataSource'</span><span class="p">][</span><span class="s1">'S3Uri'</span><span class="p">])</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.check_tuning_config"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.check_tuning_config">[docs]</a> <span class="k">def</span> <span class="nf">check_tuning_config</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tuning_config</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Check if a tuning configuration is valid</span> |
| |
| <span class="sd"> :param tuning_config: tuning_config</span> |
| <span class="sd"> :type tuning_config: dict</span> |
| <span class="sd"> :return: None</span> |
| <span class="sd"> """</span> |
| <span class="k">for</span> <span class="n">channel</span> <span class="ow">in</span> <span class="n">tuning_config</span><span class="p">[</span><span class="s1">'TrainingJobDefinition'</span><span class="p">][</span><span class="s1">'InputDataConfig'</span><span class="p">]:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_s3_url</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s1">'DataSource'</span><span class="p">][</span><span class="s1">'S3DataSource'</span><span class="p">][</span><span class="s1">'S3Uri'</span><span class="p">])</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.get_conn"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.get_conn">[docs]</a> <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Establish an AWS connection for SageMaker</span> |
| |
| <span class="sd"> :rtype: :py:class:`SageMaker.Client`</span> |
| <span class="sd"> """</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_client_type</span><span class="p">(</span><span class="s1">'sagemaker'</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.get_log_conn"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.get_log_conn">[docs]</a> <span class="k">def</span> <span class="nf">get_log_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> This method is deprecated.</span> |
| <span class="sd"> Please use :py:meth:`airflow.contrib.hooks.AwsLogsHook.get_conn` instead.</span> |
| <span class="sd"> """</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">"Method `get_log_conn` has been deprecated. "</span> |
| <span class="s2">"Please use `airflow.contrib.hooks.AwsLogsHook.get_conn` instead."</span><span class="p">,</span> |
| <span class="n">category</span><span class="o">=</span><span class="ne">DeprecationWarning</span><span class="p">,</span> |
| <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">logs_hook</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.log_stream"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.log_stream">[docs]</a> <span class="k">def</span> <span class="nf">log_stream</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">log_group</span><span class="p">,</span> <span class="n">stream_name</span><span class="p">,</span> <span class="n">start_time</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">skip</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> This method is deprecated.</span> |
| <span class="sd"> Please use :py:meth:`airflow.contrib.hooks.AwsLogsHook.get_log_events` instead.</span> |
| <span class="sd"> """</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">"Method `log_stream` has been deprecated. "</span> |
| <span class="s2">"Please use `airflow.contrib.hooks.AwsLogsHook.get_log_events` instead."</span><span class="p">,</span> |
| <span class="n">category</span><span class="o">=</span><span class="ne">DeprecationWarning</span><span class="p">,</span> |
| <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">logs_hook</span><span class="o">.</span><span class="n">get_log_events</span><span class="p">(</span><span class="n">log_group</span><span class="p">,</span> <span class="n">stream_name</span><span class="p">,</span> <span class="n">start_time</span><span class="p">,</span> <span class="n">skip</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.multi_stream_iter"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.multi_stream_iter">[docs]</a> <span class="k">def</span> <span class="nf">multi_stream_iter</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">log_group</span><span class="p">,</span> <span class="n">streams</span><span class="p">,</span> <span class="n">positions</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Iterate over the available events coming from a set of log streams in a single log group</span> |
| <span class="sd"> interleaving the events from each stream so they're yielded in timestamp order.</span> |
| |
| <span class="sd"> :param log_group: The name of the log group.</span> |
| <span class="sd"> :type log_group: str</span> |
| <span class="sd"> :param streams: A list of the log stream names. The position of the stream in this list is</span> |
| <span class="sd"> the stream number.</span> |
| <span class="sd"> :type streams: list</span> |
| <span class="sd"> :param positions: A list of pairs of (timestamp, skip) which represents the last record</span> |
| <span class="sd"> read from each stream.</span> |
| <span class="sd"> :type positions: list</span> |
| <span class="sd"> :return: A tuple of (stream number, cloudwatch log event).</span> |
| <span class="sd"> """</span> |
| <span class="n">positions</span> <span class="o">=</span> <span class="n">positions</span> <span class="ow">or</span> <span class="p">{</span><span class="n">s</span><span class="p">:</span> <span class="n">Position</span><span class="p">(</span><span class="n">timestamp</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">skip</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">streams</span><span class="p">}</span> |
| <span class="n">event_iters</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">logs_hook</span><span class="o">.</span><span class="n">get_log_events</span><span class="p">(</span><span class="n">log_group</span><span class="p">,</span> <span class="n">s</span><span class="p">,</span> <span class="n">positions</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">timestamp</span><span class="p">,</span> <span class="n">positions</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">skip</span><span class="p">)</span> |
| <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">streams</span><span class="p">]</span> |
| <span class="n">events</span> <span class="o">=</span> <span class="p">[]</span> |
| <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">event_iters</span><span class="p">:</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">s</span><span class="p">:</span> |
| <span class="n">events</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> |
| <span class="k">continue</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">events</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">next</span><span class="p">(</span><span class="n">s</span><span class="p">))</span> |
| <span class="k">except</span> <span class="ne">StopIteration</span><span class="p">:</span> |
| <span class="n">events</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> |
| |
| <span class="k">while</span> <span class="nb">any</span><span class="p">(</span><span class="n">events</span><span class="p">):</span> |
| <span class="n">i</span> <span class="o">=</span> <span class="n">argmin</span><span class="p">(</span><span class="n">events</span><span class="p">,</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">'timestamp'</span><span class="p">]</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="mi">9999999999</span><span class="p">)</span> |
| <span class="k">yield</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">events</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">events</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">event_iters</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> |
| <span class="k">except</span> <span class="ne">StopIteration</span><span class="p">:</span> |
| <span class="n">events</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_training_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_training_job">[docs]</a> <span class="k">def</span> <span class="nf">create_training_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">wait_for_completion</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">print_log</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a training job</span> |
| |
| <span class="sd"> :param config: the config for training</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param wait_for_completion: if the program should keep running until job finishes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: A response to training job creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_training_config</span><span class="p">(</span><span class="n">config</span><span class="p">)</span> |
| |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_training_job</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">print_log</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_training_status_with_log</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'TrainingJobName'</span><span class="p">],</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">non_terminal_states</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">failed_states</span><span class="p">,</span> |
| <span class="n">wait_for_completion</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span> |
| <span class="p">)</span> |
| <span class="k">elif</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="n">describe_response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">check_status</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'TrainingJobName'</span><span class="p">],</span> |
| <span class="s1">'TrainingJobStatus'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_training_job</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span> |
| <span class="p">)</span> |
| |
| <span class="n">billable_time</span> <span class="o">=</span> \ |
| <span class="p">(</span><span class="n">describe_response</span><span class="p">[</span><span class="s1">'TrainingEndTime'</span><span class="p">]</span> <span class="o">-</span> <span class="n">describe_response</span><span class="p">[</span><span class="s1">'TrainingStartTime'</span><span class="p">])</span> <span class="o">*</span> \ |
| <span class="n">describe_response</span><span class="p">[</span><span class="s1">'ResourceConfig'</span><span class="p">][</span><span class="s1">'InstanceCount'</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Billable seconds:</span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">billable_time</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">())</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span> |
| |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_tuning_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_tuning_job">[docs]</a> <span class="k">def</span> <span class="nf">create_tuning_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">wait_for_completion</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a tuning job</span> |
| |
| <span class="sd"> :param config: the config for tuning</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param wait_for_completion: if the program should keep running until job finishes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: A response to tuning job creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_tuning_config</span><span class="p">(</span><span class="n">config</span><span class="p">)</span> |
| |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_hyper_parameter_tuning_job</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_status</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'HyperParameterTuningJobName'</span><span class="p">],</span> |
| <span class="s1">'HyperParameterTuningJobStatus'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_tuning_job</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_transform_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_transform_job">[docs]</a> <span class="k">def</span> <span class="nf">create_transform_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">wait_for_completion</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a transform job</span> |
| |
| <span class="sd"> :param config: the config for transform job</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param wait_for_completion: if the program should keep running until job finishes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: A response to transform job creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_s3_url</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'TransformInput'</span><span class="p">][</span><span class="s1">'DataSource'</span><span class="p">][</span><span class="s1">'S3DataSource'</span><span class="p">][</span><span class="s1">'S3Uri'</span><span class="p">])</span> |
| |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_transform_job</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_status</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'TransformJobName'</span><span class="p">],</span> |
| <span class="s1">'TransformJobStatus'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_transform_job</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_model"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_model">[docs]</a> <span class="k">def</span> <span class="nf">create_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a model job</span> |
| |
| <span class="sd"> :param config: the config for model</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :return: A response to model creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_model</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_endpoint_config"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_endpoint_config">[docs]</a> <span class="k">def</span> <span class="nf">create_endpoint_config</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create an endpoint config</span> |
| |
| <span class="sd"> :param config: the config for endpoint-config</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :return: A response to endpoint config creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_endpoint_config</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.create_endpoint"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.create_endpoint">[docs]</a> <span class="k">def</span> <span class="nf">create_endpoint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">wait_for_completion</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create an endpoint</span> |
| |
| <span class="sd"> :param config: the config for endpoint</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param wait_for_completion: if the program should keep running until job finishes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: A response to endpoint creation</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">create_endpoint</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_status</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'EndpointName'</span><span class="p">],</span> |
| <span class="s1">'EndpointStatus'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_endpoint</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="p">,</span> |
| <span class="n">non_terminal_states</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">endpoint_non_terminal_states</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.update_endpoint"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.update_endpoint">[docs]</a> <span class="k">def</span> <span class="nf">update_endpoint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">,</span> <span class="n">wait_for_completion</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Update an endpoint</span> |
| |
| <span class="sd"> :param config: the config for endpoint</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param wait_for_completion: if the program should keep running until job finishes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: A response to endpoint update</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">update_endpoint</span><span class="p">(</span><span class="o">**</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">check_status</span><span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">'EndpointName'</span><span class="p">],</span> |
| <span class="s1">'EndpointStatus'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_endpoint</span><span class="p">,</span> |
| <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="p">,</span> |
| <span class="n">non_terminal_states</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">endpoint_non_terminal_states</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_training_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_training_job">[docs]</a> <span class="k">def</span> <span class="nf">describe_training_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the training job info associated with the name</span> |
| |
| <span class="sd"> :param name: the name of the training job</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the training job info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_training_job</span><span class="p">(</span><span class="n">TrainingJobName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_training_job_with_log"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_training_job_with_log">[docs]</a> <span class="k">def</span> <span class="nf">describe_training_job_with_log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">job_name</span><span class="p">,</span> <span class="n">positions</span><span class="p">,</span> <span class="n">stream_names</span><span class="p">,</span> |
| <span class="n">instance_count</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">last_description</span><span class="p">,</span> |
| <span class="n">last_describe_job_call</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the training job info associated with job_name and print CloudWatch logs</span> |
| <span class="sd"> """</span> |
| <span class="n">log_group</span> <span class="o">=</span> <span class="s1">'/aws/sagemaker/TrainingJobs'</span> |
| |
| <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">stream_names</span><span class="p">)</span> <span class="o"><</span> <span class="n">instance_count</span><span class="p">:</span> |
| <span class="c1"># Log streams are created whenever a container starts writing to stdout/err, so this list</span> |
| <span class="c1"># may be dynamic until we have a stream for every instance.</span> |
| <span class="n">logs_conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">logs_hook</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">streams</span> <span class="o">=</span> <span class="n">logs_conn</span><span class="o">.</span><span class="n">describe_log_streams</span><span class="p">(</span> |
| <span class="n">logGroupName</span><span class="o">=</span><span class="n">log_group</span><span class="p">,</span> |
| <span class="n">logStreamNamePrefix</span><span class="o">=</span><span class="n">job_name</span> <span class="o">+</span> <span class="s1">'/'</span><span class="p">,</span> |
| <span class="n">orderBy</span><span class="o">=</span><span class="s1">'LogStreamName'</span><span class="p">,</span> |
| <span class="n">limit</span><span class="o">=</span><span class="n">instance_count</span> |
| <span class="p">)</span> |
| <span class="n">stream_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">[</span><span class="s1">'logStreamName'</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">streams</span><span class="p">[</span><span class="s1">'logStreams'</span><span class="p">]]</span> |
| <span class="n">positions</span><span class="o">.</span><span class="n">update</span><span class="p">([(</span><span class="n">s</span><span class="p">,</span> <span class="n">Position</span><span class="p">(</span><span class="n">timestamp</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">skip</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span> |
| <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">stream_names</span> <span class="k">if</span> <span class="n">s</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">positions</span><span class="p">])</span> |
| <span class="k">except</span> <span class="n">logs_conn</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">ResourceNotFoundException</span><span class="p">:</span> |
| <span class="c1"># On the very first training job run on an account, there's no log group until</span> |
| <span class="c1"># the container starts logging, so ignore any errors thrown about that</span> |
| <span class="k">pass</span> |
| |
| <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">stream_names</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">event</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">multi_stream_iter</span><span class="p">(</span><span class="n">log_group</span><span class="p">,</span> <span class="n">stream_names</span><span class="p">,</span> <span class="n">positions</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">event</span><span class="p">[</span><span class="s1">'message'</span><span class="p">])</span> |
| <span class="n">ts</span><span class="p">,</span> <span class="n">count</span> <span class="o">=</span> <span class="n">positions</span><span class="p">[</span><span class="n">stream_names</span><span class="p">[</span><span class="n">idx</span><span class="p">]]</span> |
| <span class="k">if</span> <span class="n">event</span><span class="p">[</span><span class="s1">'timestamp'</span><span class="p">]</span> <span class="o">==</span> <span class="n">ts</span><span class="p">:</span> |
| <span class="n">positions</span><span class="p">[</span><span class="n">stream_names</span><span class="p">[</span><span class="n">idx</span><span class="p">]]</span> <span class="o">=</span> <span class="n">Position</span><span class="p">(</span><span class="n">timestamp</span><span class="o">=</span><span class="n">ts</span><span class="p">,</span> <span class="n">skip</span><span class="o">=</span><span class="n">count</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">positions</span><span class="p">[</span><span class="n">stream_names</span><span class="p">[</span><span class="n">idx</span><span class="p">]]</span> <span class="o">=</span> <span class="n">Position</span><span class="p">(</span><span class="n">timestamp</span><span class="o">=</span><span class="n">event</span><span class="p">[</span><span class="s1">'timestamp'</span><span class="p">],</span> <span class="n">skip</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">state</span> <span class="o">==</span> <span class="n">LogState</span><span class="o">.</span><span class="n">COMPLETE</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">state</span><span class="p">,</span> <span class="n">last_description</span><span class="p">,</span> <span class="n">last_describe_job_call</span> |
| |
| <span class="k">if</span> <span class="n">state</span> <span class="o">==</span> <span class="n">LogState</span><span class="o">.</span><span class="n">JOB_COMPLETE</span><span class="p">:</span> |
| <span class="n">state</span> <span class="o">=</span> <span class="n">LogState</span><span class="o">.</span><span class="n">COMPLETE</span> |
| <span class="k">elif</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">last_describe_job_call</span> <span class="o">>=</span> <span class="mi">30</span><span class="p">:</span> |
| <span class="n">description</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">describe_training_job</span><span class="p">(</span><span class="n">job_name</span><span class="p">)</span> |
| <span class="n">last_describe_job_call</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="n">secondary_training_status_changed</span><span class="p">(</span><span class="n">description</span><span class="p">,</span> <span class="n">last_description</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">secondary_training_status_message</span><span class="p">(</span><span class="n">description</span><span class="p">,</span> <span class="n">last_description</span><span class="p">))</span> |
| <span class="n">last_description</span> <span class="o">=</span> <span class="n">description</span> |
| |
| <span class="n">status</span> <span class="o">=</span> <span class="n">description</span><span class="p">[</span><span class="s1">'TrainingJobStatus'</span><span class="p">]</span> |
| |
| <span class="k">if</span> <span class="n">status</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">non_terminal_states</span><span class="p">:</span> |
| <span class="n">state</span> <span class="o">=</span> <span class="n">LogState</span><span class="o">.</span><span class="n">JOB_COMPLETE</span> |
| <span class="k">return</span> <span class="n">state</span><span class="p">,</span> <span class="n">last_description</span><span class="p">,</span> <span class="n">last_describe_job_call</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_tuning_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_tuning_job">[docs]</a> <span class="k">def</span> <span class="nf">describe_tuning_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the tuning job info associated with the name</span> |
| |
| <span class="sd"> :param name: the name of the tuning job</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the tuning job info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_hyper_parameter_tuning_job</span><span class="p">(</span><span class="n">HyperParameterTuningJobName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_model"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_model">[docs]</a> <span class="k">def</span> <span class="nf">describe_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the SageMaker model info associated with the name</span> |
| |
| <span class="sd"> :param name: the name of the SageMaker model</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the model info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_model</span><span class="p">(</span><span class="n">ModelName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_transform_job"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_transform_job">[docs]</a> <span class="k">def</span> <span class="nf">describe_transform_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the transform job info associated with the name</span> |
| |
| <span class="sd"> :param name: the name of the transform job</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the transform job info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_transform_job</span><span class="p">(</span><span class="n">TransformJobName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_endpoint_config"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_endpoint_config">[docs]</a> <span class="k">def</span> <span class="nf">describe_endpoint_config</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Return the endpoint config info associated with the name</span> |
| |
| <span class="sd"> :param name: the name of the endpoint config</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the endpoint config info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_endpoint_config</span><span class="p">(</span><span class="n">EndpointConfigName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.describe_endpoint"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.describe_endpoint">[docs]</a> <span class="k">def</span> <span class="nf">describe_endpoint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> :param name: the name of the endpoint</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :return: A dict contains all the endpoint info</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">describe_endpoint</span><span class="p">(</span><span class="n">EndpointName</span><span class="o">=</span><span class="n">name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.check_status"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.check_status">[docs]</a> <span class="k">def</span> <span class="nf">check_status</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">job_name</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> |
| <span class="n">describe_function</span><span class="p">,</span> <span class="n">check_interval</span><span class="p">,</span> |
| <span class="n">max_ingestion_time</span><span class="p">,</span> |
| <span class="n">non_terminal_states</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Check status of a SageMaker job</span> |
| |
| <span class="sd"> :param job_name: name of the job to check status</span> |
| <span class="sd"> :type job_name: str</span> |
| <span class="sd"> :param key: the key of the response dict</span> |
| <span class="sd"> that points to the state</span> |
| <span class="sd"> :type key: str</span> |
| <span class="sd"> :param describe_function: the function used to retrieve the status</span> |
| <span class="sd"> :type describe_function: python callable</span> |
| <span class="sd"> :param args: the arguments for the function</span> |
| <span class="sd"> :param check_interval: the time interval in seconds which the operator</span> |
| <span class="sd"> will check the status of any SageMaker job</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :param non_terminal_states: the set of nonterminal states</span> |
| <span class="sd"> :type non_terminal_states: set</span> |
| <span class="sd"> :return: response of describe call after job is done</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">non_terminal_states</span><span class="p">:</span> |
| <span class="n">non_terminal_states</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">non_terminal_states</span> |
| |
| <span class="n">sec</span> <span class="o">=</span> <span class="mi">0</span> |
| <span class="n">running</span> <span class="o">=</span> <span class="kc">True</span> |
| |
| <span class="k">while</span> <span class="n">running</span><span class="p">:</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">check_interval</span><span class="p">)</span> |
| <span class="n">sec</span> <span class="o">=</span> <span class="n">sec</span> <span class="o">+</span> <span class="n">check_interval</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">describe_function</span><span class="p">(</span><span class="n">job_name</span><span class="p">)</span> |
| <span class="n">status</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Job still running for </span><span class="si">%s</span><span class="s1"> seconds... '</span> |
| <span class="s1">'current status is </span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="p">(</span><span class="n">sec</span><span class="p">,</span> <span class="n">status</span><span class="p">))</span> |
| <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'Could not get status of the SageMaker job'</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">ClientError</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'AWS request failed, check logs for more info'</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">non_terminal_states</span><span class="p">:</span> |
| <span class="n">running</span> <span class="o">=</span> <span class="kc">True</span> |
| <span class="k">elif</span> <span class="n">status</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">failed_states</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'SageMaker job failed because </span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="n">response</span><span class="p">[</span><span class="s1">'FailureReason'</span><span class="p">])</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">running</span> <span class="o">=</span> <span class="kc">False</span> |
| |
| <span class="k">if</span> <span class="n">max_ingestion_time</span> <span class="ow">and</span> <span class="n">sec</span> <span class="o">></span> <span class="n">max_ingestion_time</span><span class="p">:</span> |
| <span class="c1"># ensure that the job gets killed if the max ingestion time is exceeded</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'SageMaker job took more than </span><span class="si">%s</span><span class="s1"> seconds'</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'SageMaker Job Compeleted'</span><span class="p">)</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">describe_function</span><span class="p">(</span><span class="n">job_name</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <div class="viewcode-block" id="SageMakerHook.check_training_status_with_log"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/sagemaker_hook/index.html#airflow.contrib.hooks.sagemaker_hook.SageMakerHook.check_training_status_with_log">[docs]</a> <span class="k">def</span> <span class="nf">check_training_status_with_log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">job_name</span><span class="p">,</span> <span class="n">non_terminal_states</span><span class="p">,</span> <span class="n">failed_states</span><span class="p">,</span> |
| <span class="n">wait_for_completion</span><span class="p">,</span> <span class="n">check_interval</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Display the logs for a given training job, optionally tailing them until the</span> |
| <span class="sd"> job is complete.</span> |
| |
| <span class="sd"> :param job_name: name of the training job to check status and display logs for</span> |
| <span class="sd"> :type job_name: str</span> |
| <span class="sd"> :param non_terminal_states: the set of non_terminal states</span> |
| <span class="sd"> :type non_terminal_states: set</span> |
| <span class="sd"> :param failed_states: the set of failed states</span> |
| <span class="sd"> :type failed_states: set</span> |
| <span class="sd"> :param wait_for_completion: Whether to keep looking for new log entries</span> |
| <span class="sd"> until the job completes</span> |
| <span class="sd"> :type wait_for_completion: bool</span> |
| <span class="sd"> :param check_interval: The interval in seconds between polling for new log entries and job completion</span> |
| <span class="sd"> :type check_interval: int</span> |
| <span class="sd"> :param max_ingestion_time: the maximum ingestion time in seconds. Any</span> |
| <span class="sd"> SageMaker jobs that run longer than this will fail. Setting this to</span> |
| <span class="sd"> None implies no timeout for any SageMaker job.</span> |
| <span class="sd"> :type max_ingestion_time: int</span> |
| <span class="sd"> :return: None</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">sec</span> <span class="o">=</span> <span class="mi">0</span> |
| <span class="n">description</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">describe_training_job</span><span class="p">(</span><span class="n">job_name</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">secondary_training_status_message</span><span class="p">(</span><span class="n">description</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span> |
| <span class="n">instance_count</span> <span class="o">=</span> <span class="n">description</span><span class="p">[</span><span class="s1">'ResourceConfig'</span><span class="p">][</span><span class="s1">'InstanceCount'</span><span class="p">]</span> |
| <span class="n">status</span> <span class="o">=</span> <span class="n">description</span><span class="p">[</span><span class="s1">'TrainingJobStatus'</span><span class="p">]</span> |
| |
| <span class="n">stream_names</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># The list of log streams</span> |
| <span class="n">positions</span> <span class="o">=</span> <span class="p">{}</span> <span class="c1"># The current position in each stream, map of stream name -> position</span> |
| |
| <span class="n">job_already_completed</span> <span class="o">=</span> <span class="n">status</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">non_terminal_states</span> |
| |
| <span class="n">state</span> <span class="o">=</span> <span class="n">LogState</span><span class="o">.</span><span class="n">TAILING</span> <span class="k">if</span> <span class="n">wait_for_completion</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">job_already_completed</span> <span class="k">else</span> <span class="n">LogState</span><span class="o">.</span><span class="n">COMPLETE</span> |
| |
| <span class="c1"># The loop below implements a state machine that alternates between checking the job status and</span> |
| <span class="c1"># reading whatever is available in the logs at this point. Note, that if we were called with</span> |
| <span class="c1"># wait_for_completion == False, we never check the job status.</span> |
| <span class="c1">#</span> |
| <span class="c1"># If wait_for_completion == TRUE and job is not completed, the initial state is TAILING</span> |
| <span class="c1"># If wait_for_completion == FALSE, the initial state is COMPLETE</span> |
| <span class="c1"># (doesn't matter if the job really is complete).</span> |
| <span class="c1">#</span> |
| <span class="c1"># The state table:</span> |
| <span class="c1">#</span> |
| <span class="c1"># STATE ACTIONS CONDITION NEW STATE</span> |
| <span class="c1"># ---------------- ---------------- ----------------- ----------------</span> |
| <span class="c1"># TAILING Read logs, Pause, Get status Job complete JOB_COMPLETE</span> |
| <span class="c1"># Else TAILING</span> |
| <span class="c1"># JOB_COMPLETE Read logs, Pause Any COMPLETE</span> |
| <span class="c1"># COMPLETE Read logs, Exit N/A</span> |
| <span class="c1">#</span> |
| <span class="c1"># Notes:</span> |
| <span class="c1"># - The JOB_COMPLETE state forces us to do an extra pause and read any items that</span> |
| <span class="c1"># got to Cloudwatch after the job was marked complete.</span> |
| <span class="n">last_describe_job_call</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> |
| <span class="n">last_description</span> <span class="o">=</span> <span class="n">description</span> |
| |
| <span class="k">while</span> <span class="kc">True</span><span class="p">:</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">check_interval</span><span class="p">)</span> |
| <span class="n">sec</span> <span class="o">=</span> <span class="n">sec</span> <span class="o">+</span> <span class="n">check_interval</span> |
| |
| <span class="n">state</span><span class="p">,</span> <span class="n">last_description</span><span class="p">,</span> <span class="n">last_describe_job_call</span> <span class="o">=</span> \ |
| <span class="bp">self</span><span class="o">.</span><span class="n">describe_training_job_with_log</span><span class="p">(</span><span class="n">job_name</span><span class="p">,</span> <span class="n">positions</span><span class="p">,</span> <span class="n">stream_names</span><span class="p">,</span> |
| <span class="n">instance_count</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">last_description</span><span class="p">,</span> |
| <span class="n">last_describe_job_call</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">state</span> <span class="o">==</span> <span class="n">LogState</span><span class="o">.</span><span class="n">COMPLETE</span><span class="p">:</span> |
| <span class="k">break</span> |
| |
| <span class="k">if</span> <span class="n">max_ingestion_time</span> <span class="ow">and</span> <span class="n">sec</span> <span class="o">></span> <span class="n">max_ingestion_time</span><span class="p">:</span> |
| <span class="c1"># ensure that the job gets killed if the max ingestion time is exceeded</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'SageMaker job took more than </span><span class="si">%s</span><span class="s1"> seconds'</span><span class="p">,</span> <span class="n">max_ingestion_time</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">wait_for_completion</span><span class="p">:</span> |
| <span class="n">status</span> <span class="o">=</span> <span class="n">last_description</span><span class="p">[</span><span class="s1">'TrainingJobStatus'</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">failed_states</span><span class="p">:</span> |
| <span class="n">reason</span> <span class="o">=</span> <span class="n">last_description</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'FailureReason'</span><span class="p">,</span> <span class="s1">'(No reason provided)'</span><span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'Error training </span><span class="si">{}</span><span class="s1">: </span><span class="si">{}</span><span class="s1"> Reason: </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">job_name</span><span class="p">,</span> <span class="n">status</span><span class="p">,</span> <span class="n">reason</span><span class="p">))</span> |
| <span class="n">billable_time</span> <span class="o">=</span> <span class="p">(</span><span class="n">last_description</span><span class="p">[</span><span class="s1">'TrainingEndTime'</span><span class="p">]</span> <span class="o">-</span> <span class="n">last_description</span><span class="p">[</span><span class="s1">'TrainingStartTime'</span><span class="p">])</span> \ |
| <span class="o">*</span> <span class="n">instance_count</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Billable seconds:</span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">billable_time</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">())</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span></div></div> |
| </pre></div> |
| |
| <div class="pager" role="navigation" aria-label="related navigation"><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Previous</button><button class="btn-hollow btn-blue bodytext__medium--cerulean-blue" disabled>Next</button> |
| </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"> |
| |
| </div> |
| </nav> |
| |
| </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"> |
| <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://jira.atlassian.com/"> |
| <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://slack.com"> |
| <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"> |
| <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"> |
| <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://youtube.com"> |
| <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 2019</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> |
| |
| <a href="/docs" class="footer-section__policies-section--policy-item"> |
| <span>Season of Docs</span> |
| </a> |
| |
| <a href="/" class="footer-section__policies-section--policy-item"> |
| <span>Privacy policy & terms</span> |
| </a> |
| |
| <a href="/" class="footer-section__policies-section--policy-item"> |
| <span>Cookies</span> |
| </a> |
| |
| <div class="footer-section__policies-section--language-toggle"> |
| |
| <a class="dropdown-toggle" href="#" id="navbarDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> |
| <span>English</span> |
| </a> |
| <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> |
| |
| <a class="dropdown-item" href="/no/">Norsk</a> |
| |
| </div> |
| |
| </div> |
| </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 type="text/javascript" src="../../../../_static/jquery.js"></script> |
| <script type="text/javascript" src="../../../../_static/underscore.js"></script> |
| <script type="text/javascript" src="../../../../_static/doctools.js"></script> |
| <script type="text/javascript" src="../../../../_static/language_data.js"></script> |
| <script type="text/javascript" src="../../../../_static/jira-links.js"></script> |
| </body> |
| </html> |
